2025-05-08 18:57:31 - 训练集正样本数: 1, 负样本数: 1
2025-05-08 18:57:31 - train/dev/test samples: 2, 1710, 3474
2025-05-08 18:57:31 - cross entropy weight: 1.000000
2025-05-08 18:57:32 - Epoch 0, loss: 4.7765, val mf1: 0.4849, val ACC1: 0.0123, val ACC0: 0.9929, val Gmean: 0.1104 (best 0.4849)
2025-05-08 18:57:32 - Epoch 1, loss: 7.6519, val mf1: 0.5148, val ACC1: 0.0429, val ACC0: 0.9961, val Gmean: 0.2068 (best 0.5148)
2025-05-08 18:57:32 - Epoch 2, loss: 4.0138, val mf1: 0.7396, val ACC1: 0.3865, val ACC0: 0.9884, val Gmean: 0.6181 (best 0.7396)
2025-05-08 18:57:33 - Epoch 3, loss: 1.5061, val mf1: 0.8055, val ACC1: 0.5521, val ACC0: 0.9825, val Gmean: 0.7366 (best 0.8055)
2025-05-08 18:57:33 - Epoch 4, loss: 0.7058, val mf1: 0.8373, val ACC1: 0.6380, val ACC0: 0.9813, val Gmean: 0.7912 (best 0.8373)
2025-05-08 18:57:33 - Epoch 5, loss: 0.3451, val mf1: 0.7744, val ACC1: 0.7301, val ACC0: 0.9263, val Gmean: 0.8224 (best 0.8373)
2025-05-08 18:57:33 - Epoch 6, loss: 0.2060, val mf1: 0.7608, val ACC1: 0.7301, val ACC0: 0.9166, val Gmean: 0.8180 (best 0.8373)
2025-05-08 18:57:34 - Epoch 7, loss: 0.1925, val mf1: 0.7533, val ACC1: 0.7423, val ACC0: 0.9082, val Gmean: 0.8211 (best 0.8373)
2025-05-08 18:57:34 - Epoch 8, loss: 0.2074, val mf1: 0.7939, val ACC1: 0.7239, val ACC0: 0.9405, val Gmean: 0.8252 (best 0.8373)
2025-05-08 18:57:34 - Epoch 9, loss: 0.1864, val mf1: 0.8231, val ACC1: 0.7239, val ACC0: 0.9580, val Gmean: 0.8328 (best 0.8373)
2025-05-08 18:57:34 - Epoch 10, loss: 0.1527, val mf1: 0.7623, val ACC1: 0.7178, val ACC0: 0.9205, val Gmean: 0.8128 (best 0.8373)
2025-05-08 18:57:35 - Epoch 11, loss: 0.1303, val mf1: 0.6952, val ACC1: 0.7546, val ACC0: 0.8546, val Gmean: 0.8030 (best 0.8373)
2025-05-08 18:57:35 - Epoch 12, loss: 0.1061, val mf1: 0.7054, val ACC1: 0.7730, val ACC0: 0.8597, val Gmean: 0.8152 (best 0.8373)
2025-05-08 18:57:35 - Epoch 13, loss: 0.1015, val mf1: 0.7136, val ACC1: 0.7546, val ACC0: 0.8720, val Gmean: 0.8112 (best 0.8373)
2025-05-08 18:57:36 - Epoch 14, loss: 0.0859, val mf1: 0.7355, val ACC1: 0.7239, val ACC0: 0.8985, val Gmean: 0.8065 (best 0.8373)
2025-05-08 18:57:36 - Epoch 15, loss: 0.0665, val mf1: 0.7555, val ACC1: 0.6933, val ACC0: 0.9211, val Gmean: 0.7991 (best 0.8373)
2025-05-08 18:57:36 - Epoch 16, loss: 0.0540, val mf1: 0.8117, val ACC1: 0.6380, val ACC0: 0.9683, val Gmean: 0.7860 (best 0.8373)
2025-05-08 18:57:36 - Epoch 17, loss: 0.0409, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8802)
2025-05-08 18:57:37 - Epoch 18, loss: 0.0294, val mf1: 0.8879, val ACC1: 0.6871, val ACC0: 0.9955, val Gmean: 0.8270 (best 0.8879)
2025-05-08 18:57:37 - Epoch 19, loss: 0.0251, val mf1: 0.8879, val ACC1: 0.6871, val ACC0: 0.9955, val Gmean: 0.8270 (best 0.8879)
2025-05-08 18:57:37 - Epoch 20, loss: 0.0233, val mf1: 0.8841, val ACC1: 0.6810, val ACC0: 0.9948, val Gmean: 0.8231 (best 0.8879)
2025-05-08 18:57:37 - Epoch 21, loss: 0.0208, val mf1: 0.8739, val ACC1: 0.6503, val ACC0: 0.9955, val Gmean: 0.8046 (best 0.8879)
2025-05-08 18:57:38 - Epoch 22, loss: 0.0179, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:57:38 - Epoch 23, loss: 0.0156, val mf1: 0.8693, val ACC1: 0.6503, val ACC0: 0.9935, val Gmean: 0.8038 (best 0.8879)
2025-05-08 18:57:38 - Epoch 24, loss: 0.0145, val mf1: 0.8677, val ACC1: 0.6503, val ACC0: 0.9929, val Gmean: 0.8035 (best 0.8879)
2025-05-08 18:57:39 - Epoch 25, loss: 0.0139, val mf1: 0.8733, val ACC1: 0.6687, val ACC0: 0.9922, val Gmean: 0.8146 (best 0.8879)
2025-05-08 18:57:39 - Epoch 26, loss: 0.0129, val mf1: 0.8756, val ACC1: 0.6748, val ACC0: 0.9922, val Gmean: 0.8183 (best 0.8879)
2025-05-08 18:57:39 - Epoch 27, loss: 0.0122, val mf1: 0.8794, val ACC1: 0.6687, val ACC0: 0.9948, val Gmean: 0.8156 (best 0.8879)
2025-05-08 18:57:39 - Epoch 28, loss: 0.0121, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:40 - Epoch 29, loss: 0.0125, val mf1: 0.8786, val ACC1: 0.6626, val ACC0: 0.9955, val Gmean: 0.8121 (best 0.8879)
2025-05-08 18:57:40 - Epoch 30, loss: 0.0119, val mf1: 0.8794, val ACC1: 0.6687, val ACC0: 0.9948, val Gmean: 0.8156 (best 0.8879)
2025-05-08 18:57:40 - Epoch 31, loss: 0.0109, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:41 - Epoch 32, loss: 0.0101, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:41 - Epoch 33, loss: 0.0095, val mf1: 0.8848, val ACC1: 0.6871, val ACC0: 0.9942, val Gmean: 0.8265 (best 0.8879)
2025-05-08 18:57:41 - Epoch 34, loss: 0.0093, val mf1: 0.8817, val ACC1: 0.6871, val ACC0: 0.9929, val Gmean: 0.8260 (best 0.8879)
2025-05-08 18:57:42 - Epoch 35, loss: 0.0086, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:42 - Epoch 36, loss: 0.0082, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:43 - Epoch 37, loss: 0.0079, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:43 - Epoch 38, loss: 0.0076, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:57:43 - Epoch 39, loss: 0.0072, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:57:43 - Epoch 40, loss: 0.0069, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8879)
2025-05-08 18:57:44 - Epoch 41, loss: 0.0068, val mf1: 0.8786, val ACC1: 0.6626, val ACC0: 0.9955, val Gmean: 0.8121 (best 0.8879)
2025-05-08 18:57:44 - Epoch 42, loss: 0.0067, val mf1: 0.8786, val ACC1: 0.6626, val ACC0: 0.9955, val Gmean: 0.8121 (best 0.8879)
2025-05-08 18:57:44 - Epoch 43, loss: 0.0065, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8879)
2025-05-08 18:57:44 - Epoch 44, loss: 0.0063, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:57:45 - Epoch 45, loss: 0.0062, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:57:45 - Epoch 46, loss: 0.0061, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:57:45 - Epoch 47, loss: 0.0060, val mf1: 0.8771, val ACC1: 0.6626, val ACC0: 0.9948, val Gmean: 0.8119 (best 0.8879)
2025-05-08 18:57:45 - Epoch 48, loss: 0.0058, val mf1: 0.8771, val ACC1: 0.6626, val ACC0: 0.9948, val Gmean: 0.8119 (best 0.8879)
2025-05-08 18:57:46 - Epoch 49, loss: 0.0057, val mf1: 0.8748, val ACC1: 0.6687, val ACC0: 0.9929, val Gmean: 0.8148 (best 0.8879)
2025-05-08 18:57:46 - Epoch 50, loss: 0.0056, val mf1: 0.8747, val ACC1: 0.6564, val ACC0: 0.9948, val Gmean: 0.8081 (best 0.8879)
2025-05-08 18:57:46 - Epoch 51, loss: 0.0055, val mf1: 0.8747, val ACC1: 0.6564, val ACC0: 0.9948, val Gmean: 0.8081 (best 0.8879)
2025-05-08 18:57:47 - Epoch 52, loss: 0.0053, val mf1: 0.8739, val ACC1: 0.6503, val ACC0: 0.9955, val Gmean: 0.8046 (best 0.8879)
2025-05-08 18:57:47 - Epoch 53, loss: 0.0052, val mf1: 0.8754, val ACC1: 0.6503, val ACC0: 0.9961, val Gmean: 0.8049 (best 0.8879)
2025-05-08 18:57:48 - Epoch 54, loss: 0.0051, val mf1: 0.8730, val ACC1: 0.6442, val ACC0: 0.9961, val Gmean: 0.8010 (best 0.8879)
2025-05-08 18:57:48 - Epoch 55, loss: 0.0050, val mf1: 0.8706, val ACC1: 0.6380, val ACC0: 0.9961, val Gmean: 0.7972 (best 0.8879)
2025-05-08 18:57:48 - Epoch 56, loss: 0.0049, val mf1: 0.8706, val ACC1: 0.6380, val ACC0: 0.9961, val Gmean: 0.7972 (best 0.8879)
2025-05-08 18:57:49 - Epoch 57, loss: 0.0047, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:57:49 - Epoch 58, loss: 0.0046, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:57:49 - Epoch 59, loss: 0.0045, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:57:50 - Epoch 60, loss: 0.0044, val mf1: 0.8648, val ACC1: 0.6196, val ACC0: 0.9968, val Gmean: 0.7859 (best 0.8879)
2025-05-08 18:57:50 - Epoch 61, loss: 0.0043, val mf1: 0.8648, val ACC1: 0.6196, val ACC0: 0.9968, val Gmean: 0.7859 (best 0.8879)
2025-05-08 18:57:50 - Epoch 62, loss: 0.0042, val mf1: 0.8627, val ACC1: 0.6258, val ACC0: 0.9948, val Gmean: 0.7890 (best 0.8879)
2025-05-08 18:57:51 - Epoch 63, loss: 0.0041, val mf1: 0.8611, val ACC1: 0.6258, val ACC0: 0.9942, val Gmean: 0.7887 (best 0.8879)
2025-05-08 18:57:51 - Epoch 64, loss: 0.0040, val mf1: 0.8587, val ACC1: 0.6196, val ACC0: 0.9942, val Gmean: 0.7849 (best 0.8879)
2025-05-08 18:57:52 - Epoch 65, loss: 0.0039, val mf1: 0.8587, val ACC1: 0.6196, val ACC0: 0.9942, val Gmean: 0.7849 (best 0.8879)
2025-05-08 18:57:52 - Epoch 66, loss: 0.0038, val mf1: 0.8587, val ACC1: 0.6196, val ACC0: 0.9942, val Gmean: 0.7849 (best 0.8879)
2025-05-08 18:57:52 - Epoch 67, loss: 0.0037, val mf1: 0.8557, val ACC1: 0.6196, val ACC0: 0.9929, val Gmean: 0.7844 (best 0.8879)
2025-05-08 18:57:53 - Epoch 68, loss: 0.0036, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8879)
2025-05-08 18:57:53 - Epoch 69, loss: 0.0035, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8879)
2025-05-08 18:57:53 - Epoch 70, loss: 0.0034, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8879)
2025-05-08 18:57:54 - Epoch 71, loss: 0.0034, val mf1: 0.8532, val ACC1: 0.5951, val ACC0: 0.9961, val Gmean: 0.7699 (best 0.8879)
2025-05-08 18:57:54 - Epoch 72, loss: 0.0033, val mf1: 0.8517, val ACC1: 0.5951, val ACC0: 0.9955, val Gmean: 0.7697 (best 0.8879)
2025-05-08 18:57:54 - Epoch 73, loss: 0.0032, val mf1: 0.8543, val ACC1: 0.6012, val ACC0: 0.9955, val Gmean: 0.7736 (best 0.8879)
2025-05-08 18:57:54 - Epoch 74, loss: 0.0031, val mf1: 0.8527, val ACC1: 0.6012, val ACC0: 0.9948, val Gmean: 0.7734 (best 0.8879)
2025-05-08 18:57:55 - Epoch 75, loss: 0.0030, val mf1: 0.8552, val ACC1: 0.6074, val ACC0: 0.9948, val Gmean: 0.7773 (best 0.8879)
2025-05-08 18:57:55 - Epoch 76, loss: 0.0029, val mf1: 0.8547, val ACC1: 0.6135, val ACC0: 0.9935, val Gmean: 0.7807 (best 0.8879)
2025-05-08 18:57:56 - Epoch 77, loss: 0.0028, val mf1: 0.8527, val ACC1: 0.6196, val ACC0: 0.9916, val Gmean: 0.7839 (best 0.8879)
2025-05-08 18:57:56 - Epoch 78, loss: 0.0028, val mf1: 0.8522, val ACC1: 0.6258, val ACC0: 0.9903, val Gmean: 0.7872 (best 0.8879)
2025-05-08 18:57:56 - Epoch 79, loss: 0.0027, val mf1: 0.8464, val ACC1: 0.6258, val ACC0: 0.9877, val Gmean: 0.7862 (best 0.8879)
2025-05-08 18:57:56 - Epoch 80, loss: 0.0026, val mf1: 0.8474, val ACC1: 0.6319, val ACC0: 0.9871, val Gmean: 0.7898 (best 0.8879)
2025-05-08 18:57:57 - Epoch 81, loss: 0.0025, val mf1: 0.8460, val ACC1: 0.6319, val ACC0: 0.9864, val Gmean: 0.7895 (best 0.8879)
2025-05-08 18:57:57 - Epoch 82, loss: 0.0025, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8879)
2025-05-08 18:57:57 - Epoch 83, loss: 0.0024, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8879)
2025-05-08 18:57:58 - Epoch 84, loss: 0.0023, val mf1: 0.8462, val ACC1: 0.5890, val ACC0: 0.9942, val Gmean: 0.7652 (best 0.8879)
2025-05-08 18:57:58 - Epoch 85, loss: 0.0023, val mf1: 0.8512, val ACC1: 0.6012, val ACC0: 0.9942, val Gmean: 0.7731 (best 0.8879)
2025-05-08 18:57:58 - Epoch 86, loss: 0.0022, val mf1: 0.8497, val ACC1: 0.6012, val ACC0: 0.9935, val Gmean: 0.7729 (best 0.8879)
2025-05-08 18:57:58 - Epoch 87, loss: 0.0021, val mf1: 0.8547, val ACC1: 0.6135, val ACC0: 0.9935, val Gmean: 0.7807 (best 0.8879)
2025-05-08 18:57:59 - Epoch 88, loss: 0.0021, val mf1: 0.8502, val ACC1: 0.6135, val ACC0: 0.9916, val Gmean: 0.7800 (best 0.8879)
2025-05-08 18:57:59 - Epoch 89, loss: 0.0020, val mf1: 0.8458, val ACC1: 0.6135, val ACC0: 0.9897, val Gmean: 0.7792 (best 0.8879)
2025-05-08 18:57:59 - Epoch 90, loss: 0.0019, val mf1: 0.8430, val ACC1: 0.6135, val ACC0: 0.9884, val Gmean: 0.7787 (best 0.8879)
2025-05-08 18:58:00 - Epoch 91, loss: 0.0019, val mf1: 0.8377, val ACC1: 0.6074, val ACC0: 0.9871, val Gmean: 0.7743 (best 0.8879)
2025-05-08 18:58:00 - Epoch 92, loss: 0.0018, val mf1: 0.8349, val ACC1: 0.6074, val ACC0: 0.9858, val Gmean: 0.7738 (best 0.8879)
2025-05-08 18:58:01 - Epoch 93, loss: 0.0018, val mf1: 0.8335, val ACC1: 0.6074, val ACC0: 0.9851, val Gmean: 0.7735 (best 0.8879)
2025-05-08 18:58:01 - Epoch 94, loss: 0.0017, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8879)
2025-05-08 18:58:01 - Epoch 95, loss: 0.0017, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8879)
2025-05-08 18:58:01 - Epoch 96, loss: 0.0016, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8879)
2025-05-08 18:58:02 - Epoch 97, loss: 0.0016, val mf1: 0.8271, val ACC1: 0.5276, val ACC0: 0.9974, val Gmean: 0.7254 (best 0.8879)
2025-05-08 18:58:02 - Epoch 98, loss: 0.0015, val mf1: 0.8229, val ACC1: 0.5215, val ACC0: 0.9968, val Gmean: 0.7210 (best 0.8879)
2025-05-08 18:58:02 - Epoch 99, loss: 0.0015, val mf1: 0.8214, val ACC1: 0.5215, val ACC0: 0.9961, val Gmean: 0.7207 (best 0.8879)
2025-05-08 18:58:02 - time cost: 30.91 s
2025-05-08 18:58:02 - Test: REC 77.88 PRE 95.54 MF1 92.24 AUC 91.83 ACC1 77.88 ACC0 99.62 Gmean 88.08
2025-05-08 18:59:31 - 训练集正样本数: 1, 负样本数: 1
2025-05-08 18:59:31 - train/dev/test samples: 2, 1710, 3474
2025-05-08 18:59:32 - cross entropy weight: 1.000000 (不使用)
2025-05-08 18:59:32 - Epoch 0, loss: 4.7765, val mf1: 0.4849, val ACC1: 0.0123, val ACC0: 0.9929, val Gmean: 0.1104 (best 0.4849)
2025-05-08 18:59:32 - Epoch 1, loss: 7.6519, val mf1: 0.5148, val ACC1: 0.0429, val ACC0: 0.9961, val Gmean: 0.2068 (best 0.5148)
2025-05-08 18:59:32 - Epoch 2, loss: 4.0138, val mf1: 0.7396, val ACC1: 0.3865, val ACC0: 0.9884, val Gmean: 0.6181 (best 0.7396)
2025-05-08 18:59:33 - Epoch 3, loss: 1.5061, val mf1: 0.8055, val ACC1: 0.5521, val ACC0: 0.9825, val Gmean: 0.7366 (best 0.8055)
2025-05-08 18:59:33 - Epoch 4, loss: 0.7058, val mf1: 0.8373, val ACC1: 0.6380, val ACC0: 0.9813, val Gmean: 0.7912 (best 0.8373)
2025-05-08 18:59:33 - Epoch 5, loss: 0.3451, val mf1: 0.7744, val ACC1: 0.7301, val ACC0: 0.9263, val Gmean: 0.8224 (best 0.8373)
2025-05-08 18:59:33 - Epoch 6, loss: 0.2060, val mf1: 0.7608, val ACC1: 0.7301, val ACC0: 0.9166, val Gmean: 0.8180 (best 0.8373)
2025-05-08 18:59:34 - Epoch 7, loss: 0.1925, val mf1: 0.7533, val ACC1: 0.7423, val ACC0: 0.9082, val Gmean: 0.8211 (best 0.8373)
2025-05-08 18:59:34 - Epoch 8, loss: 0.2074, val mf1: 0.7939, val ACC1: 0.7239, val ACC0: 0.9405, val Gmean: 0.8252 (best 0.8373)
2025-05-08 18:59:34 - Epoch 9, loss: 0.1864, val mf1: 0.8231, val ACC1: 0.7239, val ACC0: 0.9580, val Gmean: 0.8328 (best 0.8373)
2025-05-08 18:59:34 - Epoch 10, loss: 0.1527, val mf1: 0.7623, val ACC1: 0.7178, val ACC0: 0.9205, val Gmean: 0.8128 (best 0.8373)
2025-05-08 18:59:35 - Epoch 11, loss: 0.1303, val mf1: 0.6952, val ACC1: 0.7546, val ACC0: 0.8546, val Gmean: 0.8030 (best 0.8373)
2025-05-08 18:59:35 - Epoch 12, loss: 0.1061, val mf1: 0.7054, val ACC1: 0.7730, val ACC0: 0.8597, val Gmean: 0.8152 (best 0.8373)
2025-05-08 18:59:35 - Epoch 13, loss: 0.1015, val mf1: 0.7136, val ACC1: 0.7546, val ACC0: 0.8720, val Gmean: 0.8112 (best 0.8373)
2025-05-08 18:59:36 - Epoch 14, loss: 0.0859, val mf1: 0.7355, val ACC1: 0.7239, val ACC0: 0.8985, val Gmean: 0.8065 (best 0.8373)
2025-05-08 18:59:36 - Epoch 15, loss: 0.0665, val mf1: 0.7555, val ACC1: 0.6933, val ACC0: 0.9211, val Gmean: 0.7991 (best 0.8373)
2025-05-08 18:59:36 - Epoch 16, loss: 0.0540, val mf1: 0.8117, val ACC1: 0.6380, val ACC0: 0.9683, val Gmean: 0.7860 (best 0.8373)
2025-05-08 18:59:37 - Epoch 17, loss: 0.0409, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8802)
2025-05-08 18:59:37 - Epoch 18, loss: 0.0294, val mf1: 0.8879, val ACC1: 0.6871, val ACC0: 0.9955, val Gmean: 0.8270 (best 0.8879)
2025-05-08 18:59:37 - Epoch 19, loss: 0.0251, val mf1: 0.8879, val ACC1: 0.6871, val ACC0: 0.9955, val Gmean: 0.8270 (best 0.8879)
2025-05-08 18:59:38 - Epoch 20, loss: 0.0233, val mf1: 0.8841, val ACC1: 0.6810, val ACC0: 0.9948, val Gmean: 0.8231 (best 0.8879)
2025-05-08 18:59:38 - Epoch 21, loss: 0.0208, val mf1: 0.8739, val ACC1: 0.6503, val ACC0: 0.9955, val Gmean: 0.8046 (best 0.8879)
2025-05-08 18:59:38 - Epoch 22, loss: 0.0179, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:59:38 - Epoch 23, loss: 0.0156, val mf1: 0.8693, val ACC1: 0.6503, val ACC0: 0.9935, val Gmean: 0.8038 (best 0.8879)
2025-05-08 18:59:39 - Epoch 24, loss: 0.0145, val mf1: 0.8677, val ACC1: 0.6503, val ACC0: 0.9929, val Gmean: 0.8035 (best 0.8879)
2025-05-08 18:59:39 - Epoch 25, loss: 0.0139, val mf1: 0.8733, val ACC1: 0.6687, val ACC0: 0.9922, val Gmean: 0.8146 (best 0.8879)
2025-05-08 18:59:39 - Epoch 26, loss: 0.0129, val mf1: 0.8756, val ACC1: 0.6748, val ACC0: 0.9922, val Gmean: 0.8183 (best 0.8879)
2025-05-08 18:59:39 - Epoch 27, loss: 0.0122, val mf1: 0.8794, val ACC1: 0.6687, val ACC0: 0.9948, val Gmean: 0.8156 (best 0.8879)
2025-05-08 18:59:40 - Epoch 28, loss: 0.0121, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:40 - Epoch 29, loss: 0.0125, val mf1: 0.8786, val ACC1: 0.6626, val ACC0: 0.9955, val Gmean: 0.8121 (best 0.8879)
2025-05-08 18:59:40 - Epoch 30, loss: 0.0119, val mf1: 0.8794, val ACC1: 0.6687, val ACC0: 0.9948, val Gmean: 0.8156 (best 0.8879)
2025-05-08 18:59:41 - Epoch 31, loss: 0.0109, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:41 - Epoch 32, loss: 0.0101, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:41 - Epoch 33, loss: 0.0095, val mf1: 0.8848, val ACC1: 0.6871, val ACC0: 0.9942, val Gmean: 0.8265 (best 0.8879)
2025-05-08 18:59:41 - Epoch 34, loss: 0.0093, val mf1: 0.8817, val ACC1: 0.6871, val ACC0: 0.9929, val Gmean: 0.8260 (best 0.8879)
2025-05-08 18:59:42 - Epoch 35, loss: 0.0086, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:42 - Epoch 36, loss: 0.0082, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:42 - Epoch 37, loss: 0.0079, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:43 - Epoch 38, loss: 0.0076, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:59:43 - Epoch 39, loss: 0.0072, val mf1: 0.8802, val ACC1: 0.6748, val ACC0: 0.9942, val Gmean: 0.8191 (best 0.8879)
2025-05-08 18:59:44 - Epoch 40, loss: 0.0069, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8879)
2025-05-08 18:59:44 - Epoch 41, loss: 0.0068, val mf1: 0.8786, val ACC1: 0.6626, val ACC0: 0.9955, val Gmean: 0.8121 (best 0.8879)
2025-05-08 18:59:44 - Epoch 42, loss: 0.0067, val mf1: 0.8786, val ACC1: 0.6626, val ACC0: 0.9955, val Gmean: 0.8121 (best 0.8879)
2025-05-08 18:59:44 - Epoch 43, loss: 0.0065, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8879)
2025-05-08 18:59:45 - Epoch 44, loss: 0.0063, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:59:45 - Epoch 45, loss: 0.0062, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:59:45 - Epoch 46, loss: 0.0061, val mf1: 0.8779, val ACC1: 0.6687, val ACC0: 0.9942, val Gmean: 0.8154 (best 0.8879)
2025-05-08 18:59:46 - Epoch 47, loss: 0.0060, val mf1: 0.8771, val ACC1: 0.6626, val ACC0: 0.9948, val Gmean: 0.8119 (best 0.8879)
2025-05-08 18:59:46 - Epoch 48, loss: 0.0058, val mf1: 0.8771, val ACC1: 0.6626, val ACC0: 0.9948, val Gmean: 0.8119 (best 0.8879)
2025-05-08 18:59:46 - Epoch 49, loss: 0.0057, val mf1: 0.8748, val ACC1: 0.6687, val ACC0: 0.9929, val Gmean: 0.8148 (best 0.8879)
2025-05-08 18:59:47 - Epoch 50, loss: 0.0056, val mf1: 0.8747, val ACC1: 0.6564, val ACC0: 0.9948, val Gmean: 0.8081 (best 0.8879)
2025-05-08 18:59:47 - Epoch 51, loss: 0.0055, val mf1: 0.8747, val ACC1: 0.6564, val ACC0: 0.9948, val Gmean: 0.8081 (best 0.8879)
2025-05-08 18:59:48 - Epoch 52, loss: 0.0053, val mf1: 0.8739, val ACC1: 0.6503, val ACC0: 0.9955, val Gmean: 0.8046 (best 0.8879)
2025-05-08 18:59:48 - Epoch 53, loss: 0.0052, val mf1: 0.8754, val ACC1: 0.6503, val ACC0: 0.9961, val Gmean: 0.8049 (best 0.8879)
2025-05-08 18:59:48 - Epoch 54, loss: 0.0051, val mf1: 0.8730, val ACC1: 0.6442, val ACC0: 0.9961, val Gmean: 0.8010 (best 0.8879)
2025-05-08 18:59:48 - Epoch 55, loss: 0.0050, val mf1: 0.8706, val ACC1: 0.6380, val ACC0: 0.9961, val Gmean: 0.7972 (best 0.8879)
2025-05-08 18:59:49 - Epoch 56, loss: 0.0049, val mf1: 0.8706, val ACC1: 0.6380, val ACC0: 0.9961, val Gmean: 0.7972 (best 0.8879)
2025-05-08 18:59:49 - Epoch 57, loss: 0.0047, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:59:49 - Epoch 58, loss: 0.0046, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:59:50 - Epoch 59, loss: 0.0045, val mf1: 0.8691, val ACC1: 0.6380, val ACC0: 0.9955, val Gmean: 0.7970 (best 0.8879)
2025-05-08 18:59:50 - Epoch 60, loss: 0.0044, val mf1: 0.8648, val ACC1: 0.6196, val ACC0: 0.9968, val Gmean: 0.7859 (best 0.8879)
2025-05-08 18:59:50 - Epoch 61, loss: 0.0043, val mf1: 0.8648, val ACC1: 0.6196, val ACC0: 0.9968, val Gmean: 0.7859 (best 0.8879)
2025-05-08 18:59:51 - Epoch 62, loss: 0.0042, val mf1: 0.8627, val ACC1: 0.6258, val ACC0: 0.9948, val Gmean: 0.7890 (best 0.8879)
2025-05-08 18:59:51 - Epoch 63, loss: 0.0041, val mf1: 0.8611, val ACC1: 0.6258, val ACC0: 0.9942, val Gmean: 0.7887 (best 0.8879)
2025-05-08 18:59:51 - Epoch 64, loss: 0.0040, val mf1: 0.8587, val ACC1: 0.6196, val ACC0: 0.9942, val Gmean: 0.7849 (best 0.8879)
2025-05-08 18:59:51 - Epoch 65, loss: 0.0039, val mf1: 0.8587, val ACC1: 0.6196, val ACC0: 0.9942, val Gmean: 0.7849 (best 0.8879)
2025-05-08 18:59:52 - Epoch 66, loss: 0.0038, val mf1: 0.8587, val ACC1: 0.6196, val ACC0: 0.9942, val Gmean: 0.7849 (best 0.8879)
2025-05-08 18:59:52 - Epoch 67, loss: 0.0037, val mf1: 0.8557, val ACC1: 0.6196, val ACC0: 0.9929, val Gmean: 0.7844 (best 0.8879)
2025-05-08 18:59:52 - Epoch 68, loss: 0.0036, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8879)
2025-05-08 18:59:53 - Epoch 69, loss: 0.0035, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8879)
2025-05-08 18:59:53 - Epoch 70, loss: 0.0034, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8879)
2025-05-08 18:59:53 - Epoch 71, loss: 0.0034, val mf1: 0.8532, val ACC1: 0.5951, val ACC0: 0.9961, val Gmean: 0.7699 (best 0.8879)
2025-05-08 18:59:53 - Epoch 72, loss: 0.0033, val mf1: 0.8517, val ACC1: 0.5951, val ACC0: 0.9955, val Gmean: 0.7697 (best 0.8879)
2025-05-08 18:59:54 - Epoch 73, loss: 0.0032, val mf1: 0.8543, val ACC1: 0.6012, val ACC0: 0.9955, val Gmean: 0.7736 (best 0.8879)
2025-05-08 18:59:54 - Epoch 74, loss: 0.0031, val mf1: 0.8527, val ACC1: 0.6012, val ACC0: 0.9948, val Gmean: 0.7734 (best 0.8879)
2025-05-08 18:59:54 - Epoch 75, loss: 0.0030, val mf1: 0.8552, val ACC1: 0.6074, val ACC0: 0.9948, val Gmean: 0.7773 (best 0.8879)
2025-05-08 18:59:55 - Epoch 76, loss: 0.0029, val mf1: 0.8547, val ACC1: 0.6135, val ACC0: 0.9935, val Gmean: 0.7807 (best 0.8879)
2025-05-08 18:59:55 - Epoch 77, loss: 0.0028, val mf1: 0.8527, val ACC1: 0.6196, val ACC0: 0.9916, val Gmean: 0.7839 (best 0.8879)
2025-05-08 18:59:55 - Epoch 78, loss: 0.0028, val mf1: 0.8522, val ACC1: 0.6258, val ACC0: 0.9903, val Gmean: 0.7872 (best 0.8879)
2025-05-08 18:59:56 - Epoch 79, loss: 0.0027, val mf1: 0.8464, val ACC1: 0.6258, val ACC0: 0.9877, val Gmean: 0.7862 (best 0.8879)
2025-05-08 18:59:56 - Epoch 80, loss: 0.0026, val mf1: 0.8474, val ACC1: 0.6319, val ACC0: 0.9871, val Gmean: 0.7898 (best 0.8879)
2025-05-08 18:59:56 - Epoch 81, loss: 0.0025, val mf1: 0.8460, val ACC1: 0.6319, val ACC0: 0.9864, val Gmean: 0.7895 (best 0.8879)
2025-05-08 18:59:56 - Epoch 82, loss: 0.0025, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8879)
2025-05-08 18:59:57 - Epoch 83, loss: 0.0024, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8879)
2025-05-08 18:59:57 - Epoch 84, loss: 0.0023, val mf1: 0.8462, val ACC1: 0.5890, val ACC0: 0.9942, val Gmean: 0.7652 (best 0.8879)
2025-05-08 18:59:58 - Epoch 85, loss: 0.0023, val mf1: 0.8512, val ACC1: 0.6012, val ACC0: 0.9942, val Gmean: 0.7731 (best 0.8879)
2025-05-08 18:59:58 - Epoch 86, loss: 0.0022, val mf1: 0.8497, val ACC1: 0.6012, val ACC0: 0.9935, val Gmean: 0.7729 (best 0.8879)
2025-05-08 18:59:58 - Epoch 87, loss: 0.0021, val mf1: 0.8547, val ACC1: 0.6135, val ACC0: 0.9935, val Gmean: 0.7807 (best 0.8879)
2025-05-08 18:59:59 - Epoch 88, loss: 0.0021, val mf1: 0.8502, val ACC1: 0.6135, val ACC0: 0.9916, val Gmean: 0.7800 (best 0.8879)
2025-05-08 18:59:59 - Epoch 89, loss: 0.0020, val mf1: 0.8458, val ACC1: 0.6135, val ACC0: 0.9897, val Gmean: 0.7792 (best 0.8879)
2025-05-08 18:59:59 - Epoch 90, loss: 0.0019, val mf1: 0.8430, val ACC1: 0.6135, val ACC0: 0.9884, val Gmean: 0.7787 (best 0.8879)
2025-05-08 18:59:59 - Epoch 91, loss: 0.0019, val mf1: 0.8377, val ACC1: 0.6074, val ACC0: 0.9871, val Gmean: 0.7743 (best 0.8879)
2025-05-08 19:00:00 - Epoch 92, loss: 0.0018, val mf1: 0.8349, val ACC1: 0.6074, val ACC0: 0.9858, val Gmean: 0.7738 (best 0.8879)
2025-05-08 19:00:00 - Epoch 93, loss: 0.0018, val mf1: 0.8335, val ACC1: 0.6074, val ACC0: 0.9851, val Gmean: 0.7735 (best 0.8879)
2025-05-08 19:00:00 - Epoch 94, loss: 0.0017, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8879)
2025-05-08 19:00:00 - Epoch 95, loss: 0.0017, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8879)
2025-05-08 19:00:01 - Epoch 96, loss: 0.0016, val mf1: 0.8286, val ACC1: 0.5276, val ACC0: 0.9981, val Gmean: 0.7257 (best 0.8879)
2025-05-08 19:00:01 - Epoch 97, loss: 0.0016, val mf1: 0.8271, val ACC1: 0.5276, val ACC0: 0.9974, val Gmean: 0.7254 (best 0.8879)
2025-05-08 19:00:02 - Epoch 98, loss: 0.0015, val mf1: 0.8229, val ACC1: 0.5215, val ACC0: 0.9968, val Gmean: 0.7210 (best 0.8879)
2025-05-08 19:00:02 - Epoch 99, loss: 0.0015, val mf1: 0.8214, val ACC1: 0.5215, val ACC0: 0.9961, val Gmean: 0.7207 (best 0.8879)
2025-05-08 19:00:02 - time cost: 30.35 s
2025-05-08 19:00:02 - Test: REC 77.88 PRE 95.54 MF1 92.24 AUC 91.83 ACC1 77.88 ACC0 99.62 Gmean 88.08
2025-05-08 19:06:33 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:06:33 - 无标签数据数量: 3453
2025-05-08 19:06:33 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:06:33 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:06:33 - 伪标签策略：
2025-05-08 19:06:33 -   使用模型输出和聚类结果的融合
2025-05-08 19:06:33 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:06:33 - Epoch 0, 有标签损失: 3.7168, 一致性损失: 1.0596, 伪标签损失: 0.3820, LPL损失: 10.2263, 聚类损失: 103.3317, 总损失: 5.4056
2025-05-08 19:06:34 - Epoch 0, val mf1: 0.5015, val ACC1: 0.0429, val ACC0: 0.9716, val Gmean: 0.2043 (best 0.5015)
2025-05-08 19:06:34 - Epoch 1 伪标签: 正样本: 169 (4.9%), 负样本: 3284 (95.1%)
2025-05-08 19:06:34 - Epoch 1, val mf1: 0.5105, val ACC1: 0.0798, val ACC0: 0.9412, val Gmean: 0.2740 (best 0.5105)
2025-05-08 19:06:34 - Epoch 2 伪标签: 正样本: 279 (8.1%), 负样本: 3174 (91.9%)
2025-05-08 19:06:34 - Epoch 2, val mf1: 0.6163, val ACC1: 0.3497, val ACC0: 0.9076, val Gmean: 0.5634 (best 0.6163)
2025-05-08 19:06:34 - Epoch 3 伪标签: 正样本: 413 (12.0%), 负样本: 3040 (88.0%)
2025-05-08 19:06:34 - Epoch 3, val mf1: 0.6550, val ACC1: 0.5337, val ACC0: 0.8791, val Gmean: 0.6850 (best 0.6550)
2025-05-08 19:06:34 - Epoch 4 伪标签: 正样本: 569 (16.5%), 负样本: 2884 (83.5%)
2025-05-08 19:06:35 - Epoch 4, val mf1: 0.6593, val ACC1: 0.6994, val ACC0: 0.8326, val Gmean: 0.7631 (best 0.6593)
2025-05-08 19:06:35 - Epoch 5 伪标签: 正样本: 701 (20.3%), 负样本: 2752 (79.7%)
2025-05-08 19:06:35 - Epoch 5, val mf1: 0.6844, val ACC1: 0.7362, val ACC0: 0.8487, val Gmean: 0.7905 (best 0.6844)
2025-05-08 19:06:35 - Epoch 6 伪标签: 正样本: 757 (21.9%), 负样本: 2696 (78.1%)
2025-05-08 19:06:35 - Epoch 6, val mf1: 0.6985, val ACC1: 0.7301, val ACC0: 0.8643, val Gmean: 0.7943 (best 0.6985)
2025-05-08 19:06:35 - Epoch 7 伪标签: 正样本: 651 (18.9%), 负样本: 2802 (81.1%)
2025-05-08 19:06:35 - Epoch 7, val mf1: 0.7618, val ACC1: 0.6933, val ACC0: 0.9257, val Gmean: 0.8011 (best 0.7618)
2025-05-08 19:06:36 - Epoch 8 伪标签: 正样本: 773 (22.4%), 负样本: 2680 (77.6%)
2025-05-08 19:06:36 - Epoch 8, val mf1: 0.8184, val ACC1: 0.5767, val ACC0: 0.9838, val Gmean: 0.7532 (best 0.8184)
2025-05-08 19:06:36 - Epoch 9 伪标签: 正样本: 1659 (48.0%), 负样本: 1794 (52.0%)
2025-05-08 19:06:36 - Epoch 9, val mf1: 0.8081, val ACC1: 0.5583, val ACC0: 0.9825, val Gmean: 0.7406 (best 0.8184)
2025-05-08 19:06:36 - Epoch 10 伪标签: 正样本: 34 (1.0%), 负样本: 3419 (99.0%)
2025-05-08 19:06:36 - Epoch 10, 有标签损失: 0.1920, 一致性损失: 0.0948, 伪标签损失: 0.7299, LPL损失: 13.1966, 聚类损失: 1.7038, 总损失: 1.6263
2025-05-08 19:06:37 - Epoch 10, val mf1: 0.7644, val ACC1: 0.4356, val ACC0: 0.9884, val Gmean: 0.6561 (best 0.8184)
2025-05-08 19:06:37 - Epoch 11 伪标签: 正样本: 638 (18.5%), 负样本: 2815 (81.5%)
2025-05-08 19:06:37 - Epoch 11, val mf1: 0.7000, val ACC1: 0.2945, val ACC0: 0.9948, val Gmean: 0.5413 (best 0.8184)
2025-05-08 19:06:37 - Epoch 12 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 19:06:37 - Epoch 12, val mf1: 0.6771, val ACC1: 0.2577, val ACC0: 0.9948, val Gmean: 0.5063 (best 0.8184)
2025-05-08 19:06:37 - Epoch 13 伪标签: 正样本: 945 (27.4%), 负样本: 2508 (72.6%)
2025-05-08 19:06:38 - Epoch 13, val mf1: 0.6713, val ACC1: 0.2454, val ACC0: 0.9961, val Gmean: 0.4944 (best 0.8184)
2025-05-08 19:06:38 - Epoch 14 伪标签: 正样本: 970 (28.1%), 负样本: 2483 (71.9%)
2025-05-08 19:06:38 - Epoch 14, val mf1: 0.6642, val ACC1: 0.2331, val ACC0: 0.9968, val Gmean: 0.4821 (best 0.8184)
2025-05-08 19:06:38 - Epoch 15 伪标签: 正样本: 975 (28.2%), 负样本: 2478 (71.8%)
2025-05-08 19:06:38 - Epoch 15, val mf1: 0.6694, val ACC1: 0.2393, val ACC0: 0.9974, val Gmean: 0.4885 (best 0.8184)
2025-05-08 19:06:38 - Epoch 16 伪标签: 正样本: 967 (28.0%), 负样本: 2486 (72.0%)
2025-05-08 19:06:39 - Epoch 16, val mf1: 0.6705, val ACC1: 0.2393, val ACC0: 0.9981, val Gmean: 0.4887 (best 0.8184)
2025-05-08 19:06:39 - Epoch 17 伪标签: 正样本: 944 (27.3%), 负样本: 2509 (72.7%)
2025-05-08 19:06:39 - Epoch 17, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8184)
2025-05-08 19:06:39 - Epoch 18 伪标签: 正样本: 913 (26.4%), 负样本: 2540 (73.6%)
2025-05-08 19:06:39 - Epoch 18, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8184)
2025-05-08 19:06:39 - Epoch 19 伪标签: 正样本: 860 (24.9%), 负样本: 2593 (75.1%)
2025-05-08 19:06:40 - Epoch 19, val mf1: 0.6622, val ACC1: 0.2270, val ACC0: 0.9981, val Gmean: 0.4760 (best 0.8184)
2025-05-08 19:06:40 - Epoch 20 伪标签: 正样本: 783 (22.7%), 负样本: 2670 (77.3%)
2025-05-08 19:06:40 - Epoch 20, 有标签损失: 0.0022, 一致性损失: 0.1027, 伪标签损失: 0.8229, LPL损失: 18.1133, 聚类损失: 3.4447, 总损失: 2.8752
2025-05-08 19:06:40 - Epoch 20, val mf1: 0.6580, val ACC1: 0.2209, val ACC0: 0.9981, val Gmean: 0.4695 (best 0.8184)
2025-05-08 19:06:40 - Epoch 21 伪标签: 正样本: 613 (17.8%), 负样本: 2840 (82.2%)
2025-05-08 19:06:40 - Epoch 21, val mf1: 0.6495, val ACC1: 0.2086, val ACC0: 0.9981, val Gmean: 0.4563 (best 0.8184)
2025-05-08 19:06:41 - Epoch 22 伪标签: 正样本: 479 (13.9%), 负样本: 2974 (86.1%)
2025-05-08 19:06:41 - Epoch 22, val mf1: 0.6184, val ACC1: 0.1656, val ACC0: 0.9981, val Gmean: 0.4066 (best 0.8184)
2025-05-08 19:06:41 - Epoch 23 伪标签: 正样本: 314 (9.1%), 负样本: 3139 (90.9%)
2025-05-08 19:06:41 - Epoch 23, val mf1: 0.5899, val ACC1: 0.1288, val ACC0: 0.9981, val Gmean: 0.3586 (best 0.8184)
2025-05-08 19:06:41 - Epoch 24 伪标签: 正样本: 11 (0.3%), 负样本: 3442 (99.7%)
2025-05-08 19:06:42 - Epoch 24, val mf1: 0.5807, val ACC1: 0.1166, val ACC0: 0.9987, val Gmean: 0.3412 (best 0.8184)
2025-05-08 19:06:42 - Epoch 25 伪标签: 正样本: 248 (7.2%), 负样本: 3205 (92.8%)
2025-05-08 19:06:42 - Epoch 25, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8184)
2025-05-08 19:06:42 - Epoch 26 伪标签: 正样本: 345 (10.0%), 负样本: 3108 (90.0%)
2025-05-08 19:06:42 - Epoch 26, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8184)
2025-05-08 19:06:43 - Epoch 27 伪标签: 正样本: 416 (12.0%), 负样本: 3037 (88.0%)
2025-05-08 19:06:43 - Epoch 27, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8184)
2025-05-08 19:06:43 - Epoch 28 伪标签: 正样本: 428 (12.4%), 负样本: 3025 (87.6%)
2025-05-08 19:06:43 - Epoch 28, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8184)
2025-05-08 19:06:43 - Epoch 29 伪标签: 正样本: 413 (12.0%), 负样本: 3040 (88.0%)
2025-05-08 19:06:44 - Epoch 29, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8184)
2025-05-08 19:06:44 - Epoch 30 伪标签: 正样本: 373 (10.8%), 负样本: 3080 (89.2%)
2025-05-08 19:06:44 - Epoch 30, 有标签损失: 0.0044, 一致性损失: 0.0401, 伪标签损失: 0.7232, LPL损失: 8.3852, 聚类损失: 1.3356, 总损失: 1.8766
2025-05-08 19:06:44 - Epoch 30, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8184)
2025-05-08 19:06:44 - Epoch 31 伪标签: 正样本: 281 (8.1%), 负样本: 3172 (91.9%)
2025-05-08 19:06:44 - Epoch 31, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8184)
2025-05-08 19:06:45 - Epoch 32 伪标签: 正样本: 232 (6.7%), 负样本: 3221 (93.3%)
2025-05-08 19:06:45 - Epoch 32, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8184)
2025-05-08 19:06:45 - Epoch 33 伪标签: 正样本: 173 (5.0%), 负样本: 3280 (95.0%)
2025-05-08 19:06:45 - Epoch 33, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8184)
2025-05-08 19:06:45 - Epoch 34 伪标签: 正样本: 141 (4.1%), 负样本: 3312 (95.9%)
2025-05-08 19:06:46 - Epoch 34, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8184)
2025-05-08 19:06:46 - Epoch 35 伪标签: 正样本: 138 (4.0%), 负样本: 3315 (96.0%)
2025-05-08 19:06:46 - Epoch 35, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8184)
2025-05-08 19:06:46 - Epoch 36 伪标签: 正样本: 6 (0.2%), 负样本: 3447 (99.8%)
2025-05-08 19:06:46 - Epoch 36, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8184)
2025-05-08 19:06:47 - Epoch 37 伪标签: 正样本: 167 (4.8%), 负样本: 3286 (95.2%)
2025-05-08 19:06:47 - Epoch 37, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8184)
2025-05-08 19:06:47 - Epoch 38 伪标签: 正样本: 180 (5.2%), 负样本: 3273 (94.8%)
2025-05-08 19:06:47 - Epoch 38, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8184)
2025-05-08 19:06:47 - Epoch 39 伪标签: 正样本: 183 (5.3%), 负样本: 3270 (94.7%)
2025-05-08 19:06:48 - Epoch 39, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8184)
2025-05-08 19:06:48 - Epoch 40 伪标签: 正样本: 176 (5.1%), 负样本: 3277 (94.9%)
2025-05-08 19:06:48 - Epoch 40, 有标签损失: 0.0049, 一致性损失: 0.0191, 伪标签损失: 0.7062, LPL损失: 4.4736, 聚类损失: 0.5425, 总损失: 1.3856
2025-05-08 19:06:48 - Epoch 40, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8184)
2025-05-08 19:06:48 - Epoch 41 伪标签: 正样本: 155 (4.5%), 负样本: 3298 (95.5%)
2025-05-08 19:06:48 - Epoch 41, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8184)
2025-05-08 19:06:48 - Epoch 42 伪标签: 正样本: 141 (4.1%), 负样本: 3312 (95.9%)
2025-05-08 19:06:49 - Epoch 42, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8184)
2025-05-08 19:06:49 - Epoch 43 伪标签: 正样本: 129 (3.7%), 负样本: 3324 (96.3%)
2025-05-08 19:06:49 - Epoch 43, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8184)
2025-05-08 19:06:49 - Epoch 44 伪标签: 正样本: 100 (2.9%), 负样本: 3353 (97.1%)
2025-05-08 19:06:49 - Epoch 44, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8184)
2025-05-08 19:06:49 - Epoch 45 伪标签: 正样本: 85 (2.5%), 负样本: 3368 (97.5%)
2025-05-08 19:06:50 - Epoch 45, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8184)
2025-05-08 19:06:50 - Epoch 46 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 19:06:50 - Epoch 46, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8184)
2025-05-08 19:06:50 - Epoch 47 伪标签: 正样本: 89 (2.6%), 负样本: 3364 (97.4%)
2025-05-08 19:06:50 - Epoch 47, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8184)
2025-05-08 19:06:50 - Epoch 48 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 19:06:51 - Epoch 48, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8184)
2025-05-08 19:06:51 - Epoch 49 伪标签: 正样本: 97 (2.8%), 负样本: 3356 (97.2%)
2025-05-08 19:06:51 - Epoch 49, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:51 - Epoch 50 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 19:06:51 - Epoch 50, 有标签损失: 0.0060, 一致性损失: 0.0084, 伪标签损失: 0.6677, LPL损失: 2.5169, 聚类损失: 0.2198, 总损失: 1.0783
2025-05-08 19:06:51 - Epoch 50, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:52 - Epoch 51 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 19:06:52 - Epoch 51, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:52 - Epoch 52 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 19:06:52 - Epoch 52, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:52 - Epoch 53 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 19:06:52 - Epoch 53, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:52 - Epoch 54 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 19:06:53 - Epoch 54, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:53 - Epoch 55 伪标签: 正样本: 56 (1.6%), 负样本: 3397 (98.4%)
2025-05-08 19:06:53 - Epoch 55, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:53 - Epoch 56 伪标签: 正样本: 54 (1.6%), 负样本: 3399 (98.4%)
2025-05-08 19:06:53 - Epoch 56, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:54 - Epoch 57 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 19:06:54 - Epoch 57, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:54 - Epoch 58 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-08 19:06:54 - Epoch 58, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:54 - Epoch 59 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 19:06:55 - Epoch 59, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:55 - Epoch 60 伪标签: 正样本: 44 (1.3%), 负样本: 3409 (98.7%)
2025-05-08 19:06:55 - Epoch 60, 有标签损失: 0.0105, 一致性损失: 0.0043, 伪标签损失: 0.6136, LPL损失: 1.1998, 聚类损失: 0.0608, 总损失: 0.7914
2025-05-08 19:06:55 - Epoch 60, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:55 - Epoch 61 伪标签: 正样本: 35 (1.0%), 负样本: 3418 (99.0%)
2025-05-08 19:06:55 - Epoch 61, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:55 - Epoch 62 伪标签: 正样本: 35 (1.0%), 负样本: 3418 (99.0%)
2025-05-08 19:06:56 - Epoch 62, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:56 - Epoch 63 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 19:06:56 - Epoch 63, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:56 - Epoch 64 伪标签: 正样本: 36 (1.0%), 负样本: 3417 (99.0%)
2025-05-08 19:06:56 - Epoch 64, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:56 - Epoch 65 伪标签: 正样本: 33 (1.0%), 负样本: 3420 (99.0%)
2025-05-08 19:06:57 - Epoch 65, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:57 - Epoch 66 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 19:06:57 - Epoch 66, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:57 - Epoch 67 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 19:06:57 - Epoch 67, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:57 - Epoch 68 伪标签: 正样本: 25 (0.7%), 负样本: 3428 (99.3%)
2025-05-08 19:06:57 - Epoch 68, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:57 - Epoch 69 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 19:06:58 - Epoch 69, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:58 - Epoch 70 伪标签: 正样本: 17 (0.5%), 负样本: 3436 (99.5%)
2025-05-08 19:06:58 - Epoch 70, 有标签损失: 0.0094, 一致性损失: 0.0022, 伪标签损失: 0.5641, LPL损失: 0.5205, 聚类损失: 0.0176, 总损失: 0.6126
2025-05-08 19:06:58 - Epoch 70, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:58 - Epoch 71 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 19:06:58 - Epoch 71, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:58 - Epoch 72 伪标签: 正样本: 16 (0.5%), 负样本: 3437 (99.5%)
2025-05-08 19:06:59 - Epoch 72, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:59 - Epoch 73 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 19:06:59 - Epoch 73, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:06:59 - Epoch 74 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 19:06:59 - Epoch 74, val mf1: 0.4874, val ACC1: 0.0123, val ACC0: 1.0000, val Gmean: 0.1108 (best 0.8184)
2025-05-08 19:06:59 - Epoch 75 伪标签: 正样本: 13 (0.4%), 负样本: 3440 (99.6%)
2025-05-08 19:07:00 - Epoch 75, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:07:00 - Epoch 76 伪标签: 正样本: 8 (0.2%), 负样本: 3445 (99.8%)
2025-05-08 19:07:00 - Epoch 76, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:00 - Epoch 77 伪标签: 正样本: 8 (0.2%), 负样本: 3445 (99.8%)
2025-05-08 19:07:00 - Epoch 77, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:00 - Epoch 78 伪标签: 正样本: 8 (0.2%), 负样本: 3445 (99.8%)
2025-05-08 19:07:01 - Epoch 78, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:01 - Epoch 79 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 19:07:01 - Epoch 79, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:01 - Epoch 80 伪标签: 正样本: 3 (0.1%), 负样本: 3450 (99.9%)
2025-05-08 19:07:01 - Epoch 80, 有标签损失: 0.0103, 一致性损失: 0.0010, 伪标签损失: 0.5078, LPL损失: 0.1711, 聚类损失: 0.0034, 总损失: 0.4973
2025-05-08 19:07:02 - Epoch 80, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:02 - Epoch 81 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 19:07:02 - Epoch 81, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:02 - Epoch 82 伪标签: 正样本: 2 (0.1%), 负样本: 3451 (99.9%)
2025-05-08 19:07:02 - Epoch 82, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:03 - Epoch 83 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 19:07:03 - Epoch 83, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:03 - Epoch 84 伪标签: 正样本: 1632 (47.3%), 负样本: 1821 (52.7%)
2025-05-08 19:07:03 - Epoch 84, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:04 - Epoch 85 伪标签: 正样本: 4 (0.1%), 负样本: 3449 (99.9%)
2025-05-08 19:07:04 - Epoch 85, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:04 - Epoch 86 伪标签: 正样本: 15 (0.4%), 负样本: 3438 (99.6%)
2025-05-08 19:07:04 - Epoch 86, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:04 - Epoch 87 伪标签: 正样本: 22 (0.6%), 负样本: 3431 (99.4%)
2025-05-08 19:07:04 - Epoch 87, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:04 - Epoch 88 伪标签: 正样本: 17 (0.5%), 负样本: 3436 (99.5%)
2025-05-08 19:07:05 - Epoch 88, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:07:05 - Epoch 89 伪标签: 正样本: 4 (0.1%), 负样本: 3449 (99.9%)
2025-05-08 19:07:05 - Epoch 89, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:07:05 - Epoch 90 伪标签: 正样本: 2 (0.1%), 负样本: 3451 (99.9%)
2025-05-08 19:07:05 - Epoch 90, 有标签损失: 0.0103, 一致性损失: 0.0008, 伪标签损失: 0.4756, LPL损失: 0.1463, 聚类损失: 0.0004, 总损失: 0.5098
2025-05-08 19:07:06 - Epoch 90, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.8184)
2025-05-08 19:07:06 - Epoch 91 伪标签: 正样本: 2 (0.1%), 负样本: 3451 (99.9%)
2025-05-08 19:07:06 - Epoch 91, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:06 - Epoch 92 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 19:07:06 - Epoch 92, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:06 - Epoch 93 伪标签: 正样本: 10 (0.3%), 负样本: 3443 (99.7%)
2025-05-08 19:07:07 - Epoch 93, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:07 - Epoch 94 伪标签: 正样本: 1 (0.0%), 负样本: 3452 (100.0%)
2025-05-08 19:07:07 - Epoch 94, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:07 - Epoch 95 伪标签: 正样本: 1 (0.0%), 负样本: 3452 (100.0%)
2025-05-08 19:07:07 - Epoch 95, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:07 - Epoch 96 伪标签: 正样本: 3 (0.1%), 负样本: 3450 (99.9%)
2025-05-08 19:07:08 - Epoch 96, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:08 - Epoch 97 伪标签: 正样本: 5 (0.1%), 负样本: 3448 (99.9%)
2025-05-08 19:07:08 - Epoch 97, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:08 - Epoch 98 伪标签: 正样本: 1 (0.0%), 负样本: 3452 (100.0%)
2025-05-08 19:07:08 - Epoch 98, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:09 - Epoch 99 伪标签: 正样本: 1 (0.0%), 负样本: 3452 (100.0%)
2025-05-08 19:07:09 - Epoch 99, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.8184)
2025-05-08 19:07:09 - time cost: 35.67 s
2025-05-08 19:07:09 - Test: REC 60.30 PRE 78.66 MF1 82.68 AUC 88.21 ACC1 60.30 ACC0 98.28 Gmean 76.99
2025-05-08 19:08:26 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:08:26 - 无标签数据数量: 3453
2025-05-08 19:08:26 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:08:26 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:08:26 - 伪标签策略：
2025-05-08 19:08:26 -   使用模型输出和聚类结果的融合
2025-05-08 19:08:26 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:08:26 - Epoch 0, 有标签损失: 3.7168, 一致性损失: 1.0596, 伪标签损失: 0.3820, LPL损失: 10.2263, 聚类损失: 103.3317, 总损失: 5.4056
2025-05-08 19:08:27 - Epoch 0, val mf1: 0.6466, val ACC1: 0.3129, val ACC0: 0.9515, val Gmean: 0.5456 (best 0.6466)
2025-05-08 19:08:27 - Epoch 1 伪标签: 正样本: 568 (16.4%), 负样本: 2885 (83.6%)
2025-05-08 19:08:27 - Epoch 1, val mf1: 0.5602, val ACC1: 0.1166, val ACC0: 0.9780, val Gmean: 0.3376 (best 0.6466)
2025-05-08 19:08:27 - Epoch 2 伪标签: 正样本: 375 (10.9%), 负样本: 3078 (89.1%)
2025-05-08 19:08:27 - Epoch 2, val mf1: 0.5530, val ACC1: 0.1043, val ACC0: 0.9800, val Gmean: 0.3197 (best 0.6466)
2025-05-08 19:08:27 - Epoch 3 伪标签: 正样本: 315 (9.1%), 负样本: 3138 (90.9%)
2025-05-08 19:08:28 - Epoch 3, val mf1: 0.5700, val ACC1: 0.1411, val ACC0: 0.9703, val Gmean: 0.3700 (best 0.6466)
2025-05-08 19:08:28 - Epoch 4 伪标签: 正样本: 295 (8.5%), 负样本: 3158 (91.5%)
2025-05-08 19:08:28 - Epoch 4, val mf1: 0.5753, val ACC1: 0.1656, val ACC0: 0.9593, val Gmean: 0.3986 (best 0.6466)
2025-05-08 19:08:28 - Epoch 5 伪标签: 正样本: 297 (8.6%), 负样本: 3156 (91.4%)
2025-05-08 19:08:28 - Epoch 5, val mf1: 0.6106, val ACC1: 0.2577, val ACC0: 0.9438, val Gmean: 0.4931 (best 0.6466)
2025-05-08 19:08:28 - Epoch 6 伪标签: 正样本: 339 (9.8%), 负样本: 3114 (90.2%)
2025-05-08 19:08:28 - Epoch 6, val mf1: 0.6509, val ACC1: 0.3804, val ACC0: 0.9289, val Gmean: 0.5944 (best 0.6509)
2025-05-08 19:08:28 - Epoch 7 伪标签: 正样本: 351 (10.2%), 负样本: 3102 (89.8%)
2025-05-08 19:08:29 - Epoch 7, val mf1: 0.6710, val ACC1: 0.4601, val ACC0: 0.9186, val Gmean: 0.6501 (best 0.6710)
2025-05-08 19:08:29 - Epoch 8 伪标签: 正样本: 353 (10.2%), 负样本: 3100 (89.8%)
2025-05-08 19:08:29 - Epoch 8, val mf1: 0.6894, val ACC1: 0.5031, val ACC0: 0.9205, val Gmean: 0.6805 (best 0.6894)
2025-05-08 19:08:29 - Epoch 9 伪标签: 正样本: 320 (9.3%), 负样本: 3133 (90.7%)
2025-05-08 19:08:29 - Epoch 9, val mf1: 0.7085, val ACC1: 0.5399, val ACC0: 0.9250, val Gmean: 0.7067 (best 0.7085)
2025-05-08 19:08:29 - Epoch 10 伪标签: 正样本: 611 (17.7%), 负样本: 2842 (82.3%)
2025-05-08 19:08:29 - Epoch 10, 有标签损失: 0.0676, 一致性损失: 0.6587, 伪标签损失: 0.8980, LPL损失: 12.8725, 聚类损失: 26.3370, 总损失: 2.0274
2025-05-08 19:08:30 - Epoch 10, val mf1: 0.7129, val ACC1: 0.5521, val ACC0: 0.9250, val Gmean: 0.7147 (best 0.7129)
2025-05-08 19:08:30 - Epoch 11 伪标签: 正样本: 722 (20.9%), 负样本: 2731 (79.1%)
2025-05-08 19:08:30 - Epoch 11, val mf1: 0.7089, val ACC1: 0.5092, val ACC0: 0.9341, val Gmean: 0.6897 (best 0.7129)
2025-05-08 19:08:30 - Epoch 12 伪标签: 正样本: 647 (18.7%), 负样本: 2806 (81.3%)
2025-05-08 19:08:30 - Epoch 12, val mf1: 0.7123, val ACC1: 0.5092, val ACC0: 0.9367, val Gmean: 0.6906 (best 0.7129)
2025-05-08 19:08:30 - Epoch 13 伪标签: 正样本: 789 (22.8%), 负样本: 2664 (77.2%)
2025-05-08 19:08:31 - Epoch 13, val mf1: 0.7056, val ACC1: 0.5706, val ACC0: 0.9140, val Gmean: 0.7221 (best 0.7129)
2025-05-08 19:08:31 - Epoch 14 伪标签: 正样本: 895 (25.9%), 负样本: 2558 (74.1%)
2025-05-08 19:08:31 - Epoch 14, val mf1: 0.7055, val ACC1: 0.6074, val ACC0: 0.9037, val Gmean: 0.7409 (best 0.7129)
2025-05-08 19:08:31 - Epoch 15 伪标签: 正样本: 272 (7.9%), 负样本: 3181 (92.1%)
2025-05-08 19:08:32 - Epoch 15, val mf1: 0.7230, val ACC1: 0.6748, val ACC0: 0.9005, val Gmean: 0.7795 (best 0.7230)
2025-05-08 19:08:32 - Epoch 16 伪标签: 正样本: 976 (28.3%), 负样本: 2477 (71.7%)
2025-05-08 19:08:32 - Epoch 16, val mf1: 0.7518, val ACC1: 0.5767, val ACC0: 0.9463, val Gmean: 0.7387 (best 0.7518)
2025-05-08 19:08:32 - Epoch 17 伪标签: 正样本: 971 (28.1%), 负样本: 2482 (71.9%)
2025-05-08 19:08:32 - Epoch 17, val mf1: 0.7825, val ACC1: 0.5767, val ACC0: 0.9651, val Gmean: 0.7460 (best 0.7825)
2025-05-08 19:08:32 - Epoch 18 伪标签: 正样本: 178 (5.2%), 负样本: 3275 (94.8%)
2025-05-08 19:08:33 - Epoch 18, val mf1: 0.7963, val ACC1: 0.6748, val ACC0: 0.9522, val Gmean: 0.8016 (best 0.7963)
2025-05-08 19:08:33 - Epoch 19 伪标签: 正样本: 955 (27.7%), 负样本: 2498 (72.3%)
2025-05-08 19:08:33 - Epoch 19, val mf1: 0.8085, val ACC1: 0.6135, val ACC0: 0.9716, val Gmean: 0.7720 (best 0.8085)
2025-05-08 19:08:33 - Epoch 20 伪标签: 正样本: 1024 (29.7%), 负样本: 2429 (70.3%)
2025-05-08 19:08:33 - Epoch 20, 有标签损失: 0.0049, 一致性损失: 0.0995, 伪标签损失: 1.0517, LPL损失: 22.1670, 聚类损失: 9.0221, 总损失: 3.6653
2025-05-08 19:08:33 - Epoch 20, val mf1: 0.8093, val ACC1: 0.6380, val ACC0: 0.9670, val Gmean: 0.7855 (best 0.8093)
2025-05-08 19:08:33 - Epoch 21 伪标签: 正样本: 1152 (33.4%), 负样本: 2301 (66.6%)
2025-05-08 19:08:34 - Epoch 21, val mf1: 0.8109, val ACC1: 0.6196, val ACC0: 0.9716, val Gmean: 0.7759 (best 0.8109)
2025-05-08 19:08:34 - Epoch 22 伪标签: 正样本: 1269 (36.8%), 负样本: 2184 (63.2%)
2025-05-08 19:08:34 - Epoch 22, val mf1: 0.8084, val ACC1: 0.6810, val ACC0: 0.9580, val Gmean: 0.8077 (best 0.8109)
2025-05-08 19:08:34 - Epoch 23 伪标签: 正样本: 1299 (37.6%), 负样本: 2154 (62.4%)
2025-05-08 19:08:34 - Epoch 23, val mf1: 0.8099, val ACC1: 0.6687, val ACC0: 0.9612, val Gmean: 0.8017 (best 0.8109)
2025-05-08 19:08:34 - Epoch 24 伪标签: 正样本: 1247 (36.1%), 负样本: 2206 (63.9%)
2025-05-08 19:08:35 - Epoch 24, val mf1: 0.8057, val ACC1: 0.6442, val ACC0: 0.9638, val Gmean: 0.7879 (best 0.8109)
2025-05-08 19:08:35 - Epoch 25 伪标签: 正样本: 1226 (35.5%), 负样本: 2227 (64.5%)
2025-05-08 19:08:35 - Epoch 25, val mf1: 0.8060, val ACC1: 0.6196, val ACC0: 0.9690, val Gmean: 0.7749 (best 0.8109)
2025-05-08 19:08:35 - Epoch 26 伪标签: 正样本: 1214 (35.2%), 负样本: 2239 (64.8%)
2025-05-08 19:08:36 - Epoch 26, val mf1: 0.8110, val ACC1: 0.6135, val ACC0: 0.9729, val Gmean: 0.7726 (best 0.8110)
2025-05-08 19:08:36 - Epoch 27 伪标签: 正样本: 1239 (35.9%), 负样本: 2214 (64.1%)
2025-05-08 19:08:36 - Epoch 27, val mf1: 0.8199, val ACC1: 0.6135, val ACC0: 0.9774, val Gmean: 0.7743 (best 0.8199)
2025-05-08 19:08:36 - Epoch 28 伪标签: 正样本: 1229 (35.6%), 负样本: 2224 (64.4%)
2025-05-08 19:08:36 - Epoch 28, val mf1: 0.8259, val ACC1: 0.6258, val ACC0: 0.9780, val Gmean: 0.7823 (best 0.8259)
2025-05-08 19:08:36 - Epoch 29 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 19:08:37 - Epoch 29, val mf1: 0.8314, val ACC1: 0.6748, val ACC0: 0.9716, val Gmean: 0.8097 (best 0.8314)
2025-05-08 19:08:37 - Epoch 30 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 19:08:37 - Epoch 30, 有标签损失: 0.0492, 一致性损失: 0.0186, 伪标签损失: 0.6625, LPL损失: 10.9066, 聚类损失: 3.0168, 总损失: 2.4255
2025-05-08 19:08:37 - Epoch 30, val mf1: 0.8373, val ACC1: 0.6380, val ACC0: 0.9813, val Gmean: 0.7912 (best 0.8373)
2025-05-08 19:08:37 - Epoch 31 伪标签: 正样本: 32 (0.9%), 负样本: 3421 (99.1%)
2025-05-08 19:08:37 - Epoch 31, val mf1: 0.8405, val ACC1: 0.6074, val ACC0: 0.9884, val Gmean: 0.7748 (best 0.8405)
2025-05-08 19:08:37 - Epoch 32 伪标签: 正样本: 1288 (37.3%), 负样本: 2165 (62.7%)
2025-05-08 19:08:38 - Epoch 32, val mf1: 0.8392, val ACC1: 0.5828, val ACC0: 0.9922, val Gmean: 0.7605 (best 0.8405)
2025-05-08 19:08:38 - Epoch 33 伪标签: 正样本: 1300 (37.6%), 负样本: 2153 (62.4%)
2025-05-08 19:08:38 - Epoch 33, val mf1: 0.8373, val ACC1: 0.5644, val ACC0: 0.9948, val Gmean: 0.7493 (best 0.8405)
2025-05-08 19:08:38 - Epoch 34 伪标签: 正样本: 1273 (36.9%), 负样本: 2180 (63.1%)
2025-05-08 19:08:38 - Epoch 34, val mf1: 0.8269, val ACC1: 0.5337, val ACC0: 0.9961, val Gmean: 0.7292 (best 0.8405)
2025-05-08 19:08:38 - Epoch 35 伪标签: 正样本: 1285 (37.2%), 负样本: 2168 (62.8%)
2025-05-08 19:08:39 - Epoch 35, val mf1: 0.8229, val ACC1: 0.5215, val ACC0: 0.9968, val Gmean: 0.7210 (best 0.8405)
2025-05-08 19:08:39 - Epoch 36 伪标签: 正样本: 1242 (36.0%), 负样本: 2211 (64.0%)
2025-05-08 19:08:39 - Epoch 36, val mf1: 0.8014, val ACC1: 0.4724, val ACC0: 0.9974, val Gmean: 0.6864 (best 0.8405)
2025-05-08 19:08:39 - Epoch 37 伪标签: 正样本: 1062 (30.8%), 负样本: 2391 (69.2%)
2025-05-08 19:08:39 - Epoch 37, val mf1: 0.7798, val ACC1: 0.4233, val ACC0: 0.9987, val Gmean: 0.6502 (best 0.8405)
2025-05-08 19:08:39 - Epoch 38 伪标签: 正样本: 453 (13.1%), 负样本: 3000 (86.9%)
2025-05-08 19:08:40 - Epoch 38, val mf1: 0.7650, val ACC1: 0.3926, val ACC0: 0.9994, val Gmean: 0.6264 (best 0.8405)
2025-05-08 19:08:40 - Epoch 39 伪标签: 正样本: 383 (11.1%), 负样本: 3070 (88.9%)
2025-05-08 19:08:40 - Epoch 39, val mf1: 0.7447, val ACC1: 0.3558, val ACC0: 0.9994, val Gmean: 0.5963 (best 0.8405)
2025-05-08 19:08:40 - Epoch 40 伪标签: 正样本: 424 (12.3%), 负样本: 3029 (87.7%)
2025-05-08 19:08:40 - Epoch 40, 有标签损失: 0.0686, 一致性损失: 0.0087, 伪标签损失: 0.7471, LPL损失: 9.2773, 聚类损失: 0.9683, 总损失: 2.5915
2025-05-08 19:08:40 - Epoch 40, val mf1: 0.7233, val ACC1: 0.3190, val ACC0: 0.9994, val Gmean: 0.5646 (best 0.8405)
2025-05-08 19:08:40 - Epoch 41 伪标签: 正样本: 480 (13.9%), 负样本: 2973 (86.1%)
2025-05-08 19:08:41 - Epoch 41, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8405)
2025-05-08 19:08:41 - Epoch 42 伪标签: 正样本: 514 (14.9%), 负样本: 2939 (85.1%)
2025-05-08 19:08:41 - Epoch 42, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8405)
2025-05-08 19:08:41 - Epoch 43 伪标签: 正样本: 532 (15.4%), 负样本: 2921 (84.6%)
2025-05-08 19:08:42 - Epoch 43, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8405)
2025-05-08 19:08:42 - Epoch 44 伪标签: 正样本: 546 (15.8%), 负样本: 2907 (84.2%)
2025-05-08 19:08:42 - Epoch 44, val mf1: 0.6956, val ACC1: 0.2761, val ACC0: 0.9987, val Gmean: 0.5251 (best 0.8405)
2025-05-08 19:08:42 - Epoch 45 伪标签: 正样本: 537 (15.6%), 负样本: 2916 (84.4%)
2025-05-08 19:08:42 - Epoch 45, val mf1: 0.6956, val ACC1: 0.2761, val ACC0: 0.9987, val Gmean: 0.5251 (best 0.8405)
2025-05-08 19:08:42 - Epoch 46 伪标签: 正样本: 516 (14.9%), 负样本: 2937 (85.1%)
2025-05-08 19:08:43 - Epoch 46, val mf1: 0.6956, val ACC1: 0.2761, val ACC0: 0.9987, val Gmean: 0.5251 (best 0.8405)
2025-05-08 19:08:43 - Epoch 47 伪标签: 正样本: 463 (13.4%), 负样本: 2990 (86.6%)
2025-05-08 19:08:43 - Epoch 47, val mf1: 0.6956, val ACC1: 0.2761, val ACC0: 0.9987, val Gmean: 0.5251 (best 0.8405)
2025-05-08 19:08:43 - Epoch 48 伪标签: 正样本: 437 (12.7%), 负样本: 3016 (87.3%)
2025-05-08 19:08:43 - Epoch 48, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8405)
2025-05-08 19:08:44 - Epoch 49 伪标签: 正样本: 380 (11.0%), 负样本: 3073 (89.0%)
2025-05-08 19:08:44 - Epoch 49, val mf1: 0.6809, val ACC1: 0.2515, val ACC0: 0.9994, val Gmean: 0.5014 (best 0.8405)
2025-05-08 19:08:44 - Epoch 50 伪标签: 正样本: 329 (9.5%), 负样本: 3124 (90.5%)
2025-05-08 19:08:44 - Epoch 50, 有标签损失: 0.0259, 一致性损失: 0.0102, 伪标签损失: 0.7219, LPL损失: 7.1661, 聚类损失: 0.7599, 总损失: 2.4365
2025-05-08 19:08:44 - Epoch 50, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8405)
2025-05-08 19:08:44 - Epoch 51 伪标签: 正样本: 257 (7.4%), 负样本: 3196 (92.6%)
2025-05-08 19:08:45 - Epoch 51, val mf1: 0.6601, val ACC1: 0.2209, val ACC0: 0.9994, val Gmean: 0.4698 (best 0.8405)
2025-05-08 19:08:45 - Epoch 52 伪标签: 正样本: 215 (6.2%), 负样本: 3238 (93.8%)
2025-05-08 19:08:45 - Epoch 52, val mf1: 0.6472, val ACC1: 0.2025, val ACC0: 0.9994, val Gmean: 0.4498 (best 0.8405)
2025-05-08 19:08:45 - Epoch 53 伪标签: 正样本: 198 (5.7%), 负样本: 3255 (94.3%)
2025-05-08 19:08:45 - Epoch 53, val mf1: 0.6384, val ACC1: 0.1902, val ACC0: 0.9994, val Gmean: 0.4360 (best 0.8405)
2025-05-08 19:08:46 - Epoch 54 伪标签: 正样本: 193 (5.6%), 负样本: 3260 (94.4%)
2025-05-08 19:08:46 - Epoch 54, val mf1: 0.6339, val ACC1: 0.1840, val ACC0: 0.9994, val Gmean: 0.4289 (best 0.8405)
2025-05-08 19:08:46 - Epoch 55 伪标签: 正样本: 208 (6.0%), 负样本: 3245 (94.0%)
2025-05-08 19:08:46 - Epoch 55, val mf1: 0.6293, val ACC1: 0.1779, val ACC0: 0.9994, val Gmean: 0.4217 (best 0.8405)
2025-05-08 19:08:47 - Epoch 56 伪标签: 正样本: 209 (6.1%), 负样本: 3244 (93.9%)
2025-05-08 19:08:47 - Epoch 56, val mf1: 0.6248, val ACC1: 0.1718, val ACC0: 0.9994, val Gmean: 0.4143 (best 0.8405)
2025-05-08 19:08:47 - Epoch 57 伪标签: 正样本: 15 (0.4%), 负样本: 3438 (99.6%)
2025-05-08 19:08:47 - Epoch 57, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8405)
2025-05-08 19:08:47 - Epoch 58 伪标签: 正样本: 212 (6.1%), 负样本: 3241 (93.9%)
2025-05-08 19:08:47 - Epoch 58, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8405)
2025-05-08 19:08:47 - Epoch 59 伪标签: 正样本: 204 (5.9%), 负样本: 3249 (94.1%)
2025-05-08 19:08:48 - Epoch 59, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8405)
2025-05-08 19:08:48 - Epoch 60 伪标签: 正样本: 172 (5.0%), 负样本: 3281 (95.0%)
2025-05-08 19:08:48 - Epoch 60, 有标签损失: 0.0165, 一致性损失: 0.0079, 伪标签损失: 0.7164, LPL损失: 4.3857, 聚类损失: 0.4517, 总损失: 1.9081
2025-05-08 19:08:48 - Epoch 60, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8405)
2025-05-08 19:08:48 - Epoch 61 伪标签: 正样本: 152 (4.4%), 负样本: 3301 (95.6%)
2025-05-08 19:08:48 - Epoch 61, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8405)
2025-05-08 19:08:48 - Epoch 62 伪标签: 正样本: 136 (3.9%), 负样本: 3317 (96.1%)
2025-05-08 19:08:49 - Epoch 62, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8405)
2025-05-08 19:08:49 - Epoch 63 伪标签: 正样本: 119 (3.4%), 负样本: 3334 (96.6%)
2025-05-08 19:08:49 - Epoch 63, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8405)
2025-05-08 19:08:49 - Epoch 64 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 19:08:49 - Epoch 64, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8405)
2025-05-08 19:08:49 - Epoch 65 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 19:08:49 - Epoch 65, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8405)
2025-05-08 19:08:49 - Epoch 66 伪标签: 正样本: 110 (3.2%), 负样本: 3343 (96.8%)
2025-05-08 19:08:50 - Epoch 66, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8405)
2025-05-08 19:08:50 - Epoch 67 伪标签: 正样本: 117 (3.4%), 负样本: 3336 (96.6%)
2025-05-08 19:08:50 - Epoch 67, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8405)
2025-05-08 19:08:50 - Epoch 68 伪标签: 正样本: 118 (3.4%), 负样本: 3335 (96.6%)
2025-05-08 19:08:50 - Epoch 68, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8405)
2025-05-08 19:08:50 - Epoch 69 伪标签: 正样本: 110 (3.2%), 负样本: 3343 (96.8%)
2025-05-08 19:08:51 - Epoch 69, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8405)
2025-05-08 19:08:51 - Epoch 70 伪标签: 正样本: 108 (3.1%), 负样本: 3345 (96.9%)
2025-05-08 19:08:51 - Epoch 70, 有标签损失: 0.0136, 一致性损失: 0.0051, 伪标签损失: 0.7020, LPL损失: 2.7559, 聚类损失: 0.2194, 总损失: 1.5485
2025-05-08 19:08:51 - Epoch 70, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8405)
2025-05-08 19:08:51 - Epoch 71 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 19:08:51 - Epoch 71, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8405)
2025-05-08 19:08:51 - Epoch 72 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 19:08:52 - Epoch 72, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8405)
2025-05-08 19:08:52 - Epoch 73 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 19:08:52 - Epoch 73, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8405)
2025-05-08 19:08:52 - Epoch 74 伪标签: 正样本: 5 (0.1%), 负样本: 3448 (99.9%)
2025-05-08 19:08:52 - Epoch 74, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8405)
2025-05-08 19:08:52 - Epoch 75 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 19:08:52 - Epoch 75, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8405)
2025-05-08 19:08:53 - Epoch 76 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 19:08:53 - Epoch 76, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8405)
2025-05-08 19:08:53 - Epoch 77 伪标签: 正样本: 78 (2.3%), 负样本: 3375 (97.7%)
2025-05-08 19:08:53 - Epoch 77, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8405)
2025-05-08 19:08:53 - Epoch 78 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 19:08:53 - Epoch 78, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8405)
2025-05-08 19:08:54 - Epoch 79 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 19:08:54 - Epoch 79, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8405)
2025-05-08 19:08:54 - Epoch 80 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 19:08:54 - Epoch 80, 有标签损失: 0.0178, 一致性损失: 0.0036, 伪标签损失: 0.6802, LPL损失: 1.6436, 聚类损失: 0.0981, 总损失: 1.2579
2025-05-08 19:08:54 - Epoch 80, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8405)
2025-05-08 19:08:54 - Epoch 81 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 19:08:55 - Epoch 81, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8405)
2025-05-08 19:08:55 - Epoch 82 伪标签: 正样本: 61 (1.8%), 负样本: 3392 (98.2%)
2025-05-08 19:08:55 - Epoch 82, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8405)
2025-05-08 19:08:55 - Epoch 83 伪标签: 正样本: 56 (1.6%), 负样本: 3397 (98.4%)
2025-05-08 19:08:55 - Epoch 83, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:55 - Epoch 84 伪标签: 正样本: 57 (1.7%), 负样本: 3396 (98.3%)
2025-05-08 19:08:56 - Epoch 84, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:56 - Epoch 85 伪标签: 正样本: 57 (1.7%), 负样本: 3396 (98.3%)
2025-05-08 19:08:56 - Epoch 85, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:56 - Epoch 86 伪标签: 正样本: 57 (1.7%), 负样本: 3396 (98.3%)
2025-05-08 19:08:56 - Epoch 86, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:56 - Epoch 87 伪标签: 正样本: 50 (1.4%), 负样本: 3403 (98.6%)
2025-05-08 19:08:57 - Epoch 87, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:57 - Epoch 88 伪标签: 正样本: 3 (0.1%), 负样本: 3450 (99.9%)
2025-05-08 19:08:57 - Epoch 88, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:57 - Epoch 89 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 19:08:57 - Epoch 89, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:57 - Epoch 90 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 19:08:58 - Epoch 90, 有标签损失: 0.0070, 一致性损失: 0.0029, 伪标签损失: 0.6807, LPL损失: 1.5475, 聚类损失: 0.0839, 总损失: 1.3385
2025-05-08 19:08:58 - Epoch 90, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:58 - Epoch 91 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 19:08:58 - Epoch 91, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:58 - Epoch 92 伪标签: 正样本: 29 (0.8%), 负样本: 3424 (99.2%)
2025-05-08 19:08:58 - Epoch 92, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:58 - Epoch 93 伪标签: 正样本: 18 (0.5%), 负样本: 3435 (99.5%)
2025-05-08 19:08:58 - Epoch 93, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:59 - Epoch 94 伪标签: 正样本: 22 (0.6%), 负样本: 3431 (99.4%)
2025-05-08 19:08:59 - Epoch 94, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:59 - Epoch 95 伪标签: 正样本: 33 (1.0%), 负样本: 3420 (99.0%)
2025-05-08 19:08:59 - Epoch 95, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:08:59 - Epoch 96 伪标签: 正样本: 35 (1.0%), 负样本: 3418 (99.0%)
2025-05-08 19:08:59 - Epoch 96, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8405)
2025-05-08 19:08:59 - Epoch 97 伪标签: 正样本: 33 (1.0%), 负样本: 3420 (99.0%)
2025-05-08 19:09:00 - Epoch 97, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8405)
2025-05-08 19:09:00 - Epoch 98 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 19:09:00 - Epoch 98, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.8405)
2025-05-08 19:09:00 - Epoch 99 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 19:09:00 - Epoch 99, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8405)
2025-05-08 19:09:00 - time cost: 34.27 s
2025-05-08 19:09:00 - Test: REC 66.97 PRE 87.35 MF1 86.80 AUC 90.70 ACC1 66.97 ACC0 98.98 Gmean 81.42
2025-05-08 19:10:06 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:10:06 - 无标签数据数量: 3453
2025-05-08 19:10:06 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:10:06 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:10:06 - 伪标签策略：
2025-05-08 19:10:06 -   使用模型输出和聚类结果的融合
2025-05-08 19:10:06 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:10:06 - Epoch 0, 有标签损失: 3.7168, 一致性损失: 1.0596, 伪标签损失: 0.3820, LPL损失: 1.8604, 聚类损失: 103.3317, 总损失: 4.9873
2025-05-08 19:10:06 - Epoch 0, val mf1: 0.6466, val ACC1: 0.3129, val ACC0: 0.9515, val Gmean: 0.5456 (best 0.6466)
2025-05-08 19:10:07 - Epoch 1 伪标签: 正样本: 569 (16.5%), 负样本: 2884 (83.5%)
2025-05-08 19:10:07 - Epoch 1, val mf1: 0.5608, val ACC1: 0.1166, val ACC0: 0.9787, val Gmean: 0.3378 (best 0.6466)
2025-05-08 19:10:07 - Epoch 2 伪标签: 正样本: 374 (10.8%), 负样本: 3079 (89.2%)
2025-05-08 19:10:07 - Epoch 2, val mf1: 0.5541, val ACC1: 0.1043, val ACC0: 0.9813, val Gmean: 0.3199 (best 0.6466)
2025-05-08 19:10:07 - Epoch 3 伪标签: 正样本: 315 (9.1%), 负样本: 3138 (90.9%)
2025-05-08 19:10:07 - Epoch 3, val mf1: 0.5706, val ACC1: 0.1411, val ACC0: 0.9709, val Gmean: 0.3701 (best 0.6466)
2025-05-08 19:10:07 - Epoch 4 伪标签: 正样本: 294 (8.5%), 负样本: 3159 (91.5%)
2025-05-08 19:10:08 - Epoch 4, val mf1: 0.5765, val ACC1: 0.1656, val ACC0: 0.9606, val Gmean: 0.3989 (best 0.6466)
2025-05-08 19:10:08 - Epoch 5 伪标签: 正样本: 294 (8.5%), 负样本: 3159 (91.5%)
2025-05-08 19:10:08 - Epoch 5, val mf1: 0.6106, val ACC1: 0.2577, val ACC0: 0.9438, val Gmean: 0.4931 (best 0.6466)
2025-05-08 19:10:08 - Epoch 6 伪标签: 正样本: 337 (9.8%), 负样本: 3116 (90.2%)
2025-05-08 19:10:08 - Epoch 6, val mf1: 0.6531, val ACC1: 0.3804, val ACC0: 0.9308, val Gmean: 0.5950 (best 0.6531)
2025-05-08 19:10:08 - Epoch 7 伪标签: 正样本: 343 (9.9%), 负样本: 3110 (90.1%)
2025-05-08 19:10:08 - Epoch 7, val mf1: 0.6740, val ACC1: 0.4601, val ACC0: 0.9211, val Gmean: 0.6510 (best 0.6740)
2025-05-08 19:10:09 - Epoch 8 伪标签: 正样本: 347 (10.0%), 负样本: 3106 (90.0%)
2025-05-08 19:10:09 - Epoch 8, val mf1: 0.6949, val ACC1: 0.5031, val ACC0: 0.9250, val Gmean: 0.6822 (best 0.6949)
2025-05-08 19:10:09 - Epoch 9 伪标签: 正样本: 303 (8.8%), 负样本: 3150 (91.2%)
2025-05-08 19:10:09 - Epoch 9, val mf1: 0.7144, val ACC1: 0.5399, val ACC0: 0.9295, val Gmean: 0.7084 (best 0.7144)
2025-05-08 19:10:09 - Epoch 10 伪标签: 正样本: 611 (17.7%), 负样本: 2842 (82.3%)
2025-05-08 19:10:09 - Epoch 10, 有标签损失: 0.0685, 一致性损失: 0.6578, 伪标签损失: 0.9047, LPL损失: 1.7679, 聚类损失: 26.2711, 总损失: 0.9732
2025-05-08 19:10:09 - Epoch 10, val mf1: 0.7197, val ACC1: 0.5521, val ACC0: 0.9302, val Gmean: 0.7167 (best 0.7197)
2025-05-08 19:10:09 - Epoch 11 伪标签: 正样本: 715 (20.7%), 负样本: 2738 (79.3%)
2025-05-08 19:10:10 - Epoch 11, val mf1: 0.7185, val ACC1: 0.5583, val ACC0: 0.9276, val Gmean: 0.7196 (best 0.7197)
2025-05-08 19:10:10 - Epoch 12 伪标签: 正样本: 624 (18.1%), 负样本: 2829 (81.9%)
2025-05-08 19:10:10 - Epoch 12, val mf1: 0.7205, val ACC1: 0.6319, val ACC0: 0.9095, val Gmean: 0.7581 (best 0.7205)
2025-05-08 19:10:10 - Epoch 13 伪标签: 正样本: 792 (22.9%), 负样本: 2661 (77.1%)
2025-05-08 19:10:10 - Epoch 13, val mf1: 0.7197, val ACC1: 0.5521, val ACC0: 0.9302, val Gmean: 0.7167 (best 0.7205)
2025-05-08 19:10:10 - Epoch 14 伪标签: 正样本: 867 (25.1%), 负样本: 2586 (74.9%)
2025-05-08 19:10:11 - Epoch 14, val mf1: 0.7226, val ACC1: 0.5890, val ACC0: 0.9224, val Gmean: 0.7371 (best 0.7226)
2025-05-08 19:10:11 - Epoch 15 伪标签: 正样本: 262 (7.6%), 负样本: 3191 (92.4%)
2025-05-08 19:10:11 - Epoch 15, val mf1: 0.7388, val ACC1: 0.6135, val ACC0: 0.9282, val Gmean: 0.7546 (best 0.7388)
2025-05-08 19:10:11 - Epoch 16 伪标签: 正样本: 955 (27.7%), 负样本: 2498 (72.3%)
2025-05-08 19:10:12 - Epoch 16, val mf1: 0.7603, val ACC1: 0.5644, val ACC0: 0.9548, val Gmean: 0.7341 (best 0.7603)
2025-05-08 19:10:12 - Epoch 17 伪标签: 正样本: 953 (27.6%), 负样本: 2500 (72.4%)
2025-05-08 19:10:12 - Epoch 17, val mf1: 0.7910, val ACC1: 0.6626, val ACC0: 0.9515, val Gmean: 0.7940 (best 0.7910)
2025-05-08 19:10:12 - Epoch 18 伪标签: 正样本: 185 (5.4%), 负样本: 3268 (94.6%)
2025-05-08 19:10:12 - Epoch 18, val mf1: 0.7998, val ACC1: 0.6564, val ACC0: 0.9580, val Gmean: 0.7930 (best 0.7998)
2025-05-08 19:10:12 - Epoch 19 伪标签: 正样本: 951 (27.5%), 负样本: 2502 (72.5%)
2025-05-08 19:10:13 - Epoch 19, val mf1: 0.8074, val ACC1: 0.6748, val ACC0: 0.9586, val Gmean: 0.8043 (best 0.8074)
2025-05-08 19:10:13 - Epoch 20 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:10:13 - Epoch 20, 有标签损失: 0.0051, 一致性损失: 0.0987, 伪标签损失: 1.1147, LPL损失: 3.2782, 聚类损失: 8.6393, 总损失: 1.0280
2025-05-08 19:10:13 - Epoch 20, val mf1: 0.8056, val ACC1: 0.6503, val ACC0: 0.9625, val Gmean: 0.7912 (best 0.8074)
2025-05-08 19:10:13 - Epoch 21 伪标签: 正样本: 1170 (33.9%), 负样本: 2283 (66.1%)
2025-05-08 19:10:13 - Epoch 21, val mf1: 0.8112, val ACC1: 0.6626, val ACC0: 0.9632, val Gmean: 0.7989 (best 0.8112)
2025-05-08 19:10:13 - Epoch 22 伪标签: 正样本: 1158 (33.5%), 负样本: 2295 (66.5%)
2025-05-08 19:10:13 - Epoch 22, val mf1: 0.8112, val ACC1: 0.6626, val ACC0: 0.9632, val Gmean: 0.7989 (best 0.8112)
2025-05-08 19:10:14 - Epoch 23 伪标签: 正样本: 1167 (33.8%), 负样本: 2286 (66.2%)
2025-05-08 19:10:14 - Epoch 23, val mf1: 0.8065, val ACC1: 0.6626, val ACC0: 0.9606, val Gmean: 0.7978 (best 0.8112)
2025-05-08 19:10:14 - Epoch 24 伪标签: 正样本: 1177 (34.1%), 负样本: 2276 (65.9%)
2025-05-08 19:10:14 - Epoch 24, val mf1: 0.8070, val ACC1: 0.6319, val ACC0: 0.9670, val Gmean: 0.7817 (best 0.8112)
2025-05-08 19:10:14 - Epoch 25 伪标签: 正样本: 1188 (34.4%), 负样本: 2265 (65.6%)
2025-05-08 19:10:15 - Epoch 25, val mf1: 0.8152, val ACC1: 0.5951, val ACC0: 0.9787, val Gmean: 0.7631 (best 0.8152)
2025-05-08 19:10:15 - Epoch 26 伪标签: 正样本: 1225 (35.5%), 负样本: 2228 (64.5%)
2025-05-08 19:10:15 - Epoch 26, val mf1: 0.8258, val ACC1: 0.5951, val ACC0: 0.9838, val Gmean: 0.7652 (best 0.8258)
2025-05-08 19:10:15 - Epoch 27 伪标签: 正样本: 82 (2.4%), 负样本: 3371 (97.6%)
2025-05-08 19:10:15 - Epoch 27, val mf1: 0.8352, val ACC1: 0.6012, val ACC0: 0.9871, val Gmean: 0.7704 (best 0.8352)
2025-05-08 19:10:16 - Epoch 28 伪标签: 正样本: 1202 (34.8%), 负样本: 2251 (65.2%)
2025-05-08 19:10:16 - Epoch 28, val mf1: 0.8390, val ACC1: 0.6319, val ACC0: 0.9832, val Gmean: 0.7882 (best 0.8390)
2025-05-08 19:10:16 - Epoch 29 伪标签: 正样本: 1238 (35.9%), 负样本: 2215 (64.1%)
2025-05-08 19:10:16 - Epoch 29, val mf1: 0.8387, val ACC1: 0.6135, val ACC0: 0.9864, val Gmean: 0.7779 (best 0.8390)
2025-05-08 19:10:16 - Epoch 30 伪标签: 正样本: 1305 (37.8%), 负样本: 2148 (62.2%)
2025-05-08 19:10:17 - Epoch 30, 有标签损失: 0.0355, 一致性损失: 0.0194, 伪标签损失: 0.9510, LPL损失: 3.5894, 聚类损失: 2.5163, 总损失: 1.1465
2025-05-08 19:10:17 - Epoch 30, val mf1: 0.8366, val ACC1: 0.6012, val ACC0: 0.9877, val Gmean: 0.7706 (best 0.8390)
2025-05-08 19:10:17 - Epoch 31 伪标签: 正样本: 1287 (37.3%), 负样本: 2166 (62.7%)
2025-05-08 19:10:17 - Epoch 31, val mf1: 0.8398, val ACC1: 0.5951, val ACC0: 0.9903, val Gmean: 0.7677 (best 0.8398)
2025-05-08 19:10:17 - Epoch 32 伪标签: 正样本: 1321 (38.3%), 负样本: 2132 (61.7%)
2025-05-08 19:10:18 - Epoch 32, val mf1: 0.8388, val ACC1: 0.5890, val ACC0: 0.9910, val Gmean: 0.7640 (best 0.8398)
2025-05-08 19:10:18 - Epoch 33 伪标签: 正样本: 1384 (40.1%), 负样本: 2069 (59.9%)
2025-05-08 19:10:18 - Epoch 33, val mf1: 0.8300, val ACC1: 0.5644, val ACC0: 0.9916, val Gmean: 0.7481 (best 0.8398)
2025-05-08 19:10:18 - Epoch 34 伪标签: 正样本: 1350 (39.1%), 负样本: 2103 (60.9%)
2025-05-08 19:10:18 - Epoch 34, val mf1: 0.8208, val ACC1: 0.5399, val ACC0: 0.9922, val Gmean: 0.7319 (best 0.8398)
2025-05-08 19:10:19 - Epoch 35 伪标签: 正样本: 29 (0.8%), 负样本: 3424 (99.2%)
2025-05-08 19:10:19 - Epoch 35, val mf1: 0.8155, val ACC1: 0.5215, val ACC0: 0.9935, val Gmean: 0.7198 (best 0.8398)
2025-05-08 19:10:19 - Epoch 36 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-08 19:10:19 - Epoch 36, val mf1: 0.8101, val ACC1: 0.5031, val ACC0: 0.9948, val Gmean: 0.7074 (best 0.8398)
2025-05-08 19:10:19 - Epoch 37 伪标签: 正样本: 654 (18.9%), 负样本: 2799 (81.1%)
2025-05-08 19:10:20 - Epoch 37, val mf1: 0.8000, val ACC1: 0.4724, val ACC0: 0.9968, val Gmean: 0.6862 (best 0.8398)
2025-05-08 19:10:20 - Epoch 38 伪标签: 正样本: 28 (0.8%), 负样本: 3425 (99.2%)
2025-05-08 19:10:20 - Epoch 38, val mf1: 0.7738, val ACC1: 0.4172, val ACC0: 0.9974, val Gmean: 0.6451 (best 0.8398)
2025-05-08 19:10:20 - Epoch 39 伪标签: 正样本: 653 (18.9%), 负样本: 2800 (81.1%)
2025-05-08 19:10:21 - Epoch 39, val mf1: 0.7623, val ACC1: 0.3926, val ACC0: 0.9981, val Gmean: 0.6260 (best 0.8398)
2025-05-08 19:10:21 - Epoch 40 伪标签: 正样本: 653 (18.9%), 负样本: 2800 (81.1%)
2025-05-08 19:10:21 - Epoch 40, 有标签损失: 0.0228, 一致性损失: 0.0145, 伪标签损失: 0.8416, LPL损失: 2.0098, 聚类损失: 1.7967, 总损失: 0.9563
2025-05-08 19:10:21 - Epoch 40, val mf1: 0.7377, val ACC1: 0.3436, val ACC0: 0.9994, val Gmean: 0.5859 (best 0.8398)
2025-05-08 19:10:21 - Epoch 41 伪标签: 正样本: 627 (18.2%), 负样本: 2826 (81.8%)
2025-05-08 19:10:21 - Epoch 41, val mf1: 0.7159, val ACC1: 0.3067, val ACC0: 0.9994, val Gmean: 0.5537 (best 0.8398)
2025-05-08 19:10:21 - Epoch 42 伪标签: 正样本: 578 (16.7%), 负样本: 2875 (83.3%)
2025-05-08 19:10:22 - Epoch 42, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8398)
2025-05-08 19:10:22 - Epoch 43 伪标签: 正样本: 546 (15.8%), 负样本: 2907 (84.2%)
2025-05-08 19:10:22 - Epoch 43, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8398)
2025-05-08 19:10:22 - Epoch 44 伪标签: 正样本: 516 (14.9%), 负样本: 2937 (85.1%)
2025-05-08 19:10:22 - Epoch 44, val mf1: 0.6877, val ACC1: 0.2638, val ACC0: 0.9987, val Gmean: 0.5133 (best 0.8398)
2025-05-08 19:10:22 - Epoch 45 伪标签: 正样本: 458 (13.3%), 负样本: 2995 (86.7%)
2025-05-08 19:10:23 - Epoch 45, val mf1: 0.6797, val ACC1: 0.2515, val ACC0: 0.9987, val Gmean: 0.5012 (best 0.8398)
2025-05-08 19:10:23 - Epoch 46 伪标签: 正样本: 437 (12.7%), 负样本: 3016 (87.3%)
2025-05-08 19:10:23 - Epoch 46, val mf1: 0.6786, val ACC1: 0.2515, val ACC0: 0.9981, val Gmean: 0.5010 (best 0.8398)
2025-05-08 19:10:23 - Epoch 47 伪标签: 正样本: 393 (11.4%), 负样本: 3060 (88.6%)
2025-05-08 19:10:23 - Epoch 47, val mf1: 0.6705, val ACC1: 0.2393, val ACC0: 0.9981, val Gmean: 0.4887 (best 0.8398)
2025-05-08 19:10:24 - Epoch 48 伪标签: 正样本: 344 (10.0%), 负样本: 3109 (90.0%)
2025-05-08 19:10:24 - Epoch 48, val mf1: 0.6644, val ACC1: 0.2270, val ACC0: 0.9994, val Gmean: 0.4763 (best 0.8398)
2025-05-08 19:10:24 - Epoch 49 伪标签: 正样本: 332 (9.6%), 负样本: 3121 (90.4%)
2025-05-08 19:10:24 - Epoch 49, val mf1: 0.6601, val ACC1: 0.2209, val ACC0: 0.9994, val Gmean: 0.4698 (best 0.8398)
2025-05-08 19:10:24 - Epoch 50 伪标签: 正样本: 320 (9.3%), 负样本: 3133 (90.7%)
2025-05-08 19:10:24 - Epoch 50, 有标签损失: 0.0286, 一致性损失: 0.0095, 伪标签损失: 0.7098, LPL损失: 1.1547, 聚类损失: 0.9091, 总损失: 0.7874
2025-05-08 19:10:24 - Epoch 50, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8398)
2025-05-08 19:10:25 - Epoch 51 伪标签: 正样本: 316 (9.2%), 负样本: 3137 (90.8%)
2025-05-08 19:10:25 - Epoch 51, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8398)
2025-05-08 19:10:25 - Epoch 52 伪标签: 正样本: 315 (9.1%), 负样本: 3138 (90.9%)
2025-05-08 19:10:25 - Epoch 52, val mf1: 0.6515, val ACC1: 0.2086, val ACC0: 0.9994, val Gmean: 0.4566 (best 0.8398)
2025-05-08 19:10:25 - Epoch 53 伪标签: 正样本: 315 (9.1%), 负样本: 3138 (90.9%)
2025-05-08 19:10:26 - Epoch 53, val mf1: 0.6472, val ACC1: 0.2025, val ACC0: 0.9994, val Gmean: 0.4498 (best 0.8398)
2025-05-08 19:10:26 - Epoch 54 伪标签: 正样本: 308 (8.9%), 负样本: 3145 (91.1%)
2025-05-08 19:10:26 - Epoch 54, val mf1: 0.6339, val ACC1: 0.1840, val ACC0: 0.9994, val Gmean: 0.4289 (best 0.8398)
2025-05-08 19:10:26 - Epoch 55 伪标签: 正样本: 303 (8.8%), 负样本: 3150 (91.2%)
2025-05-08 19:10:26 - Epoch 55, val mf1: 0.6339, val ACC1: 0.1840, val ACC0: 0.9994, val Gmean: 0.4289 (best 0.8398)
2025-05-08 19:10:26 - Epoch 56 伪标签: 正样本: 290 (8.4%), 负样本: 3163 (91.6%)
2025-05-08 19:10:27 - Epoch 56, val mf1: 0.6201, val ACC1: 0.1656, val ACC0: 0.9994, val Gmean: 0.4069 (best 0.8398)
2025-05-08 19:10:27 - Epoch 57 伪标签: 正样本: 283 (8.2%), 负样本: 3170 (91.8%)
2025-05-08 19:10:27 - Epoch 57, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8398)
2025-05-08 19:10:27 - Epoch 58 伪标签: 正样本: 273 (7.9%), 负样本: 3180 (92.1%)
2025-05-08 19:10:27 - Epoch 58, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8398)
2025-05-08 19:10:28 - Epoch 59 伪标签: 正样本: 261 (7.6%), 负样本: 3192 (92.4%)
2025-05-08 19:10:28 - Epoch 59, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8398)
2025-05-08 19:10:28 - Epoch 60 伪标签: 正样本: 244 (7.1%), 负样本: 3209 (92.9%)
2025-05-08 19:10:28 - Epoch 60, 有标签损失: 0.0198, 一致性损失: 0.0076, 伪标签损失: 0.6944, LPL损失: 1.1178, 聚类损失: 0.5375, 总损失: 0.8571
2025-05-08 19:10:28 - Epoch 60, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8398)
2025-05-08 19:10:28 - Epoch 61 伪标签: 正样本: 231 (6.7%), 负样本: 3222 (93.3%)
2025-05-08 19:10:29 - Epoch 61, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8398)
2025-05-08 19:10:29 - Epoch 62 伪标签: 正样本: 201 (5.8%), 负样本: 3252 (94.2%)
2025-05-08 19:10:29 - Epoch 62, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8398)
2025-05-08 19:10:29 - Epoch 63 伪标签: 正样本: 179 (5.2%), 负样本: 3274 (94.8%)
2025-05-08 19:10:29 - Epoch 63, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8398)
2025-05-08 19:10:29 - Epoch 64 伪标签: 正样本: 172 (5.0%), 负样本: 3281 (95.0%)
2025-05-08 19:10:29 - Epoch 64, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8398)
2025-05-08 19:10:30 - Epoch 65 伪标签: 正样本: 161 (4.7%), 负样本: 3292 (95.3%)
2025-05-08 19:10:30 - Epoch 65, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8398)
2025-05-08 19:10:30 - Epoch 66 伪标签: 正样本: 145 (4.2%), 负样本: 3308 (95.8%)
2025-05-08 19:10:30 - Epoch 66, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8398)
2025-05-08 19:10:30 - Epoch 67 伪标签: 正样本: 143 (4.1%), 负样本: 3310 (95.9%)
2025-05-08 19:10:30 - Epoch 67, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8398)
2025-05-08 19:10:31 - Epoch 68 伪标签: 正样本: 1525 (44.2%), 负样本: 1928 (55.8%)
2025-05-08 19:10:31 - Epoch 68, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8398)
2025-05-08 19:10:31 - Epoch 69 伪标签: 正样本: 1365 (39.5%), 负样本: 2088 (60.5%)
2025-05-08 19:10:31 - Epoch 69, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8398)
2025-05-08 19:10:32 - Epoch 70 伪标签: 正样本: 1372 (39.7%), 负样本: 2081 (60.3%)
2025-05-08 19:10:32 - Epoch 70, 有标签损失: 0.0156, 一致性损失: 0.0052, 伪标签损失: 0.6241, LPL损失: 2.9259, 聚类损失: 0.9604, 总损失: 1.6098
2025-05-08 19:10:32 - Epoch 70, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8398)
2025-05-08 19:10:32 - Epoch 71 伪标签: 正样本: 1468 (42.5%), 负样本: 1985 (57.5%)
2025-05-08 19:10:32 - Epoch 71, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8398)
2025-05-08 19:10:32 - Epoch 72 伪标签: 正样本: 1560 (45.2%), 负样本: 1893 (54.8%)
2025-05-08 19:10:33 - Epoch 72, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8398)
2025-05-08 19:10:33 - Epoch 73 伪标签: 正样本: 1550 (44.9%), 负样本: 1903 (55.1%)
2025-05-08 19:10:33 - Epoch 73, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8398)
2025-05-08 19:10:33 - Epoch 74 伪标签: 正样本: 1538 (44.5%), 负样本: 1915 (55.5%)
2025-05-08 19:10:33 - Epoch 74, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8398)
2025-05-08 19:10:34 - Epoch 75 伪标签: 正样本: 1556 (45.1%), 负样本: 1897 (54.9%)
2025-05-08 19:10:34 - Epoch 75, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8398)
2025-05-08 19:10:34 - Epoch 76 伪标签: 正样本: 1578 (45.7%), 负样本: 1875 (54.3%)
2025-05-08 19:10:34 - Epoch 76, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8398)
2025-05-08 19:10:34 - Epoch 77 伪标签: 正样本: 1601 (46.4%), 负样本: 1852 (53.6%)
2025-05-08 19:10:35 - Epoch 77, val mf1: 0.6099, val ACC1: 0.1534, val ACC0: 0.9987, val Gmean: 0.3914 (best 0.8398)
2025-05-08 19:10:35 - Epoch 78 伪标签: 正样本: 1604 (46.5%), 负样本: 1849 (53.5%)
2025-05-08 19:10:35 - Epoch 78, val mf1: 0.6099, val ACC1: 0.1534, val ACC0: 0.9987, val Gmean: 0.3914 (best 0.8398)
2025-05-08 19:10:35 - Epoch 79 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 19:10:35 - Epoch 79, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8398)
2025-05-08 19:10:36 - Epoch 80 伪标签: 正样本: 1624 (47.0%), 负样本: 1829 (53.0%)
2025-05-08 19:10:36 - Epoch 80, 有标签损失: 0.0109, 一致性损失: 0.0044, 伪标签损失: 0.4982, LPL损失: 3.6814, 聚类损失: 0.8614, 总损失: 1.9998
2025-05-08 19:10:36 - Epoch 80, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8398)
2025-05-08 19:10:36 - Epoch 81 伪标签: 正样本: 1643 (47.6%), 负样本: 1810 (52.4%)
2025-05-08 19:10:36 - Epoch 81, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8398)
2025-05-08 19:10:36 - Epoch 82 伪标签: 正样本: 1666 (48.2%), 负样本: 1787 (51.8%)
2025-05-08 19:10:37 - Epoch 82, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8398)
2025-05-08 19:10:37 - Epoch 83 伪标签: 正样本: 1661 (48.1%), 负样本: 1792 (51.9%)
2025-05-08 19:10:37 - Epoch 83, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8398)
2025-05-08 19:10:37 - Epoch 84 伪标签: 正样本: 1660 (48.1%), 负样本: 1793 (51.9%)
2025-05-08 19:10:37 - Epoch 84, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8398)
2025-05-08 19:10:38 - Epoch 85 伪标签: 正样本: 1672 (48.4%), 负样本: 1781 (51.6%)
2025-05-08 19:10:38 - Epoch 85, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8398)
2025-05-08 19:10:38 - Epoch 86 伪标签: 正样本: 1695 (49.1%), 负样本: 1758 (50.9%)
2025-05-08 19:10:38 - Epoch 86, val mf1: 0.6211, val ACC1: 0.1656, val ACC0: 1.0000, val Gmean: 0.4070 (best 0.8398)
2025-05-08 19:10:38 - Epoch 87 伪标签: 正样本: 1702 (49.3%), 负样本: 1751 (50.7%)
2025-05-08 19:10:38 - Epoch 87, val mf1: 0.6211, val ACC1: 0.1656, val ACC0: 1.0000, val Gmean: 0.4070 (best 0.8398)
2025-05-08 19:10:38 - Epoch 88 伪标签: 正样本: 1711 (49.6%), 负样本: 1742 (50.4%)
2025-05-08 19:10:39 - Epoch 88, val mf1: 0.6211, val ACC1: 0.1656, val ACC0: 1.0000, val Gmean: 0.4070 (best 0.8398)
2025-05-08 19:10:39 - Epoch 89 伪标签: 正样本: 1716 (49.7%), 负样本: 1737 (50.3%)
2025-05-08 19:10:39 - Epoch 89, val mf1: 0.6211, val ACC1: 0.1656, val ACC0: 1.0000, val Gmean: 0.4070 (best 0.8398)
2025-05-08 19:10:39 - Epoch 90 伪标签: 正样本: 1716 (49.7%), 负样本: 1737 (50.3%)
2025-05-08 19:10:39 - Epoch 90, 有标签损失: 0.0089, 一致性损失: 0.0038, 伪标签损失: 0.3961, LPL损失: 3.9943, 聚类损失: 0.7563, 总损失: 2.2560
2025-05-08 19:10:39 - Epoch 90, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8398)
2025-05-08 19:10:39 - Epoch 91 伪标签: 正样本: 1713 (49.6%), 负样本: 1740 (50.4%)
2025-05-08 19:10:40 - Epoch 91, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8398)
2025-05-08 19:10:40 - Epoch 92 伪标签: 正样本: 1720 (49.8%), 负样本: 1733 (50.2%)
2025-05-08 19:10:40 - Epoch 92, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8398)
2025-05-08 19:10:40 - Epoch 93 伪标签: 正样本: 1719 (49.8%), 负样本: 1734 (50.2%)
2025-05-08 19:10:40 - Epoch 93, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8398)
2025-05-08 19:10:40 - Epoch 94 伪标签: 正样本: 1718 (49.8%), 负样本: 1735 (50.2%)
2025-05-08 19:10:41 - Epoch 94, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8398)
2025-05-08 19:10:41 - Epoch 95 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 19:10:41 - Epoch 95, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8398)
2025-05-08 19:10:41 - Epoch 96 伪标签: 正样本: 1519 (44.0%), 负样本: 1934 (56.0%)
2025-05-08 19:10:41 - Epoch 96, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8398)
2025-05-08 19:10:41 - Epoch 97 伪标签: 正样本: 131 (3.8%), 负样本: 3322 (96.2%)
2025-05-08 19:10:42 - Epoch 97, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8398)
2025-05-08 19:10:42 - Epoch 98 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 19:10:42 - Epoch 98, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8398)
2025-05-08 19:10:42 - Epoch 99 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 19:10:42 - Epoch 99, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8398)
2025-05-08 19:10:42 - time cost: 36.51 s
2025-05-08 19:10:42 - Test: REC 62.73 PRE 88.84 MF1 85.60 AUC 91.10 ACC1 62.73 ACC0 99.17 Gmean 78.87
2025-05-08 19:10:58 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:10:58 - 无标签数据数量: 3453
2025-05-08 19:10:58 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:10:58 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:10:58 - 伪标签策略：
2025-05-08 19:10:58 -   使用模型输出和聚类结果的融合
2025-05-08 19:10:58 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:10:58 - Epoch 0, 有标签损失: 3.7168, 一致性损失: 1.0596, 伪标签损失: 1.0773, LPL损失: 0.8699, 聚类损失: 103.3317, 总损失: 5.0073
2025-05-08 19:10:59 - Epoch 0, val mf1: 0.6513, val ACC1: 0.2761, val ACC0: 0.9703, val Gmean: 0.5176 (best 0.6513)
2025-05-08 19:10:59 - Epoch 1 伪标签: 正样本: 542 (15.7%), 负样本: 2911 (84.3%)
2025-05-08 19:10:59 - Epoch 1, val mf1: 0.5645, val ACC1: 0.1104, val ACC0: 0.9877, val Gmean: 0.3303 (best 0.6513)
2025-05-08 19:10:59 - Epoch 2 伪标签: 正样本: 351 (10.2%), 负样本: 3102 (89.8%)
2025-05-08 19:10:59 - Epoch 2, val mf1: 0.5475, val ACC1: 0.0920, val ACC0: 0.9845, val Gmean: 0.3010 (best 0.6513)
2025-05-08 19:10:59 - Epoch 3 伪标签: 正样本: 303 (8.8%), 负样本: 3150 (91.2%)
2025-05-08 19:10:59 - Epoch 3, val mf1: 0.5689, val ACC1: 0.1350, val ACC0: 0.9735, val Gmean: 0.3625 (best 0.6513)
2025-05-08 19:10:59 - Epoch 4 伪标签: 正样本: 279 (8.1%), 负样本: 3174 (91.9%)
2025-05-08 19:11:00 - Epoch 4, val mf1: 0.5820, val ACC1: 0.1656, val ACC0: 0.9664, val Gmean: 0.4001 (best 0.6513)
2025-05-08 19:11:00 - Epoch 5 伪标签: 正样本: 273 (7.9%), 负样本: 3180 (92.1%)
2025-05-08 19:11:00 - Epoch 5, val mf1: 0.6077, val ACC1: 0.2454, val ACC0: 0.9470, val Gmean: 0.4821 (best 0.6513)
2025-05-08 19:11:00 - Epoch 6 伪标签: 正样本: 323 (9.4%), 负样本: 3130 (90.6%)
2025-05-08 19:11:00 - Epoch 6, val mf1: 0.6505, val ACC1: 0.3742, val ACC0: 0.9308, val Gmean: 0.5902 (best 0.6513)
2025-05-08 19:11:00 - Epoch 7 伪标签: 正样本: 339 (9.8%), 负样本: 3114 (90.2%)
2025-05-08 19:11:00 - Epoch 7, val mf1: 0.6642, val ACC1: 0.4479, val ACC0: 0.9166, val Gmean: 0.6407 (best 0.6642)
2025-05-08 19:11:00 - Epoch 8 伪标签: 正样本: 357 (10.3%), 负样本: 3096 (89.7%)
2025-05-08 19:11:01 - Epoch 8, val mf1: 0.6834, val ACC1: 0.5583, val ACC0: 0.8985, val Gmean: 0.7083 (best 0.6834)
2025-05-08 19:11:01 - Epoch 9 伪标签: 正样本: 335 (9.7%), 负样本: 3118 (90.3%)
2025-05-08 19:11:01 - Epoch 9, val mf1: 0.7022, val ACC1: 0.5337, val ACC0: 0.9218, val Gmean: 0.7014 (best 0.7022)
2025-05-08 19:11:01 - Epoch 10 伪标签: 正样本: 612 (17.7%), 负样本: 2841 (82.3%)
2025-05-08 19:11:01 - Epoch 10, 有标签损失: 0.0679, 一致性损失: 0.6652, 伪标签损失: 0.7355, LPL损失: 0.5112, 聚类损失: 26.4751, 总损失: 0.8258
2025-05-08 19:11:01 - Epoch 10, val mf1: 0.7038, val ACC1: 0.5092, val ACC0: 0.9302, val Gmean: 0.6882 (best 0.7038)
2025-05-08 19:11:01 - Epoch 11 伪标签: 正样本: 460 (13.3%), 负样本: 2993 (86.7%)
2025-05-08 19:11:02 - Epoch 11, val mf1: 0.7112, val ACC1: 0.5706, val ACC0: 0.9186, val Gmean: 0.7239 (best 0.7112)
2025-05-08 19:11:02 - Epoch 12 伪标签: 正样本: 604 (17.5%), 负样本: 2849 (82.5%)
2025-05-08 19:11:02 - Epoch 12, val mf1: 0.7236, val ACC1: 0.5460, val ACC0: 0.9347, val Gmean: 0.7144 (best 0.7236)
2025-05-08 19:11:02 - Epoch 13 伪标签: 正样本: 733 (21.2%), 负样本: 2720 (78.8%)
2025-05-08 19:11:02 - Epoch 13, val mf1: 0.7439, val ACC1: 0.5276, val ACC0: 0.9535, val Gmean: 0.7093 (best 0.7439)
2025-05-08 19:11:02 - Epoch 14 伪标签: 正样本: 796 (23.1%), 负样本: 2657 (76.9%)
2025-05-08 19:11:03 - Epoch 14, val mf1: 0.7721, val ACC1: 0.5644, val ACC0: 0.9619, val Gmean: 0.7368 (best 0.7721)
2025-05-08 19:11:03 - Epoch 15 伪标签: 正样本: 910 (26.4%), 负样本: 2543 (73.6%)
2025-05-08 19:11:03 - Epoch 15, val mf1: 0.7876, val ACC1: 0.6196, val ACC0: 0.9586, val Gmean: 0.7707 (best 0.7876)
2025-05-08 19:11:03 - Epoch 16 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 19:11:03 - Epoch 16, val mf1: 0.7966, val ACC1: 0.5828, val ACC0: 0.9716, val Gmean: 0.7525 (best 0.7966)
2025-05-08 19:11:03 - Epoch 17 伪标签: 正样本: 951 (27.5%), 负样本: 2502 (72.5%)
2025-05-08 19:11:04 - Epoch 17, val mf1: 0.8067, val ACC1: 0.6503, val ACC0: 0.9632, val Gmean: 0.7914 (best 0.8067)
2025-05-08 19:11:04 - Epoch 18 伪标签: 正样本: 952 (27.6%), 负样本: 2501 (72.4%)
2025-05-08 19:11:04 - Epoch 18, val mf1: 0.8123, val ACC1: 0.5460, val ACC0: 0.9871, val Gmean: 0.7341 (best 0.8123)
2025-05-08 19:11:04 - Epoch 19 伪标签: 正样本: 942 (27.3%), 负样本: 2511 (72.7%)
2025-05-08 19:11:04 - Epoch 19, val mf1: 0.8272, val ACC1: 0.6258, val ACC0: 0.9787, val Gmean: 0.7826 (best 0.8272)
2025-05-08 19:11:04 - Epoch 20 伪标签: 正样本: 974 (28.2%), 负样本: 2479 (71.8%)
2025-05-08 19:11:04 - Epoch 20, 有标签损失: 0.0053, 一致性损失: 0.0902, 伪标签损失: 0.9844, LPL损失: 0.8267, 聚类损失: 6.8726, 总损失: 0.5981
2025-05-08 19:11:04 - Epoch 20, val mf1: 0.8386, val ACC1: 0.6380, val ACC0: 0.9819, val Gmean: 0.7915 (best 0.8386)
2025-05-08 19:11:04 - Epoch 21 伪标签: 正样本: 1007 (29.2%), 负样本: 2446 (70.8%)
2025-05-08 19:11:05 - Epoch 21, val mf1: 0.8401, val ACC1: 0.6135, val ACC0: 0.9871, val Gmean: 0.7782 (best 0.8401)
2025-05-08 19:11:05 - Epoch 22 伪标签: 正样本: 1019 (29.5%), 负样本: 2434 (70.5%)
2025-05-08 19:11:05 - Epoch 22, val mf1: 0.8405, val ACC1: 0.6074, val ACC0: 0.9884, val Gmean: 0.7748 (best 0.8405)
2025-05-08 19:11:05 - Epoch 23 伪标签: 正样本: 1035 (30.0%), 负样本: 2418 (70.0%)
2025-05-08 19:11:05 - Epoch 23, val mf1: 0.8430, val ACC1: 0.6135, val ACC0: 0.9884, val Gmean: 0.7787 (best 0.8430)
2025-05-08 19:11:05 - Epoch 24 伪标签: 正样本: 1034 (29.9%), 负样本: 2419 (70.1%)
2025-05-08 19:11:06 - Epoch 24, val mf1: 0.8431, val ACC1: 0.6319, val ACC0: 0.9851, val Gmean: 0.7890 (best 0.8431)
2025-05-08 19:11:06 - Epoch 25 伪标签: 正样本: 1024 (29.7%), 负样本: 2429 (70.3%)
2025-05-08 19:11:06 - Epoch 25, val mf1: 0.8362, val ACC1: 0.5828, val ACC0: 0.9910, val Gmean: 0.7600 (best 0.8431)
2025-05-08 19:11:06 - Epoch 26 伪标签: 正样本: 1046 (30.3%), 负样本: 2407 (69.7%)
2025-05-08 19:11:06 - Epoch 26, val mf1: 0.8352, val ACC1: 0.6012, val ACC0: 0.9871, val Gmean: 0.7704 (best 0.8431)
2025-05-08 19:11:06 - Epoch 27 伪标签: 正样本: 56 (1.6%), 负样本: 3397 (98.4%)
2025-05-08 19:11:06 - Epoch 27, val mf1: 0.8285, val ACC1: 0.5644, val ACC0: 0.9910, val Gmean: 0.7479 (best 0.8431)
2025-05-08 19:11:07 - Epoch 28 伪标签: 正样本: 984 (28.5%), 负样本: 2469 (71.5%)
2025-05-08 19:11:07 - Epoch 28, val mf1: 0.8154, val ACC1: 0.5276, val ACC0: 0.9922, val Gmean: 0.7235 (best 0.8431)
2025-05-08 19:11:07 - Epoch 29 伪标签: 正样本: 36 (1.0%), 负样本: 3417 (99.0%)
2025-05-08 19:11:07 - Epoch 29, val mf1: 0.8058, val ACC1: 0.4969, val ACC0: 0.9942, val Gmean: 0.7029 (best 0.8431)
2025-05-08 19:11:07 - Epoch 30 伪标签: 正样本: 989 (28.6%), 负样本: 2464 (71.4%)
2025-05-08 19:11:08 - Epoch 30, 有标签损失: 0.0399, 一致性损失: 0.0183, 伪标签损失: 0.8519, LPL损失: 0.8334, 聚类损失: 2.0535, 总损失: 0.5871
2025-05-08 19:11:08 - Epoch 30, val mf1: 0.7941, val ACC1: 0.4663, val ACC0: 0.9955, val Gmean: 0.6813 (best 0.8431)
2025-05-08 19:11:08 - Epoch 31 伪标签: 正样本: 1020 (29.5%), 负样本: 2433 (70.5%)
2025-05-08 19:11:08 - Epoch 31, val mf1: 0.7878, val ACC1: 0.4417, val ACC0: 0.9981, val Gmean: 0.6640 (best 0.8431)
2025-05-08 19:11:08 - Epoch 32 伪标签: 正样本: 28 (0.8%), 负样本: 3425 (99.2%)
2025-05-08 19:11:08 - Epoch 32, val mf1: 0.7706, val ACC1: 0.4110, val ACC0: 0.9974, val Gmean: 0.6403 (best 0.8431)
2025-05-08 19:11:09 - Epoch 33 伪标签: 正样本: 1055 (30.6%), 负样本: 2398 (69.4%)
2025-05-08 19:11:09 - Epoch 33, val mf1: 0.7509, val ACC1: 0.3742, val ACC0: 0.9974, val Gmean: 0.6110 (best 0.8431)
2025-05-08 19:11:09 - Epoch 34 伪标签: 正样本: 1044 (30.2%), 负样本: 2409 (69.8%)
2025-05-08 19:11:09 - Epoch 34, val mf1: 0.7434, val ACC1: 0.3558, val ACC0: 0.9987, val Gmean: 0.5961 (best 0.8431)
2025-05-08 19:11:09 - Epoch 35 伪标签: 正样本: 1033 (29.9%), 负样本: 2420 (70.1%)
2025-05-08 19:11:10 - Epoch 35, val mf1: 0.7305, val ACC1: 0.3313, val ACC0: 0.9994, val Gmean: 0.5754 (best 0.8431)
2025-05-08 19:11:10 - Epoch 36 伪标签: 正样本: 1005 (29.1%), 负样本: 2448 (70.9%)
2025-05-08 19:11:10 - Epoch 36, val mf1: 0.7233, val ACC1: 0.3190, val ACC0: 0.9994, val Gmean: 0.5646 (best 0.8431)
2025-05-08 19:11:10 - Epoch 37 伪标签: 正样本: 963 (27.9%), 负样本: 2490 (72.1%)
2025-05-08 19:11:10 - Epoch 37, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.8431)
2025-05-08 19:11:10 - Epoch 38 伪标签: 正样本: 888 (25.7%), 负样本: 2565 (74.3%)
2025-05-08 19:11:11 - Epoch 38, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8431)
2025-05-08 19:11:11 - Epoch 39 伪标签: 正样本: 811 (23.5%), 负样本: 2642 (76.5%)
2025-05-08 19:11:11 - Epoch 39, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8431)
2025-05-08 19:11:11 - Epoch 40 伪标签: 正样本: 756 (21.9%), 负样本: 2697 (78.1%)
2025-05-08 19:11:11 - Epoch 40, 有标签损失: 0.0562, 一致性损失: 0.0118, 伪标签损失: 0.7873, LPL损失: 0.7674, 聚类损失: 1.3524, 总损失: 0.6583
2025-05-08 19:11:11 - Epoch 40, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8431)
2025-05-08 19:11:11 - Epoch 41 伪标签: 正样本: 766 (22.2%), 负样本: 2687 (77.8%)
2025-05-08 19:11:11 - Epoch 41, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8431)
2025-05-08 19:11:12 - Epoch 42 伪标签: 正样本: 801 (23.2%), 负样本: 2652 (76.8%)
2025-05-08 19:11:12 - Epoch 42, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8431)
2025-05-08 19:11:12 - Epoch 43 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 19:11:12 - Epoch 43, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8431)
2025-05-08 19:11:12 - Epoch 44 伪标签: 正样本: 784 (22.7%), 负样本: 2669 (77.3%)
2025-05-08 19:11:12 - Epoch 44, val mf1: 0.6685, val ACC1: 0.2331, val ACC0: 0.9994, val Gmean: 0.4827 (best 0.8431)
2025-05-08 19:11:13 - Epoch 45 伪标签: 正样本: 698 (20.2%), 负样本: 2755 (79.8%)
2025-05-08 19:11:13 - Epoch 45, val mf1: 0.6685, val ACC1: 0.2331, val ACC0: 0.9994, val Gmean: 0.4827 (best 0.8431)
2025-05-08 19:11:13 - Epoch 46 伪标签: 正样本: 637 (18.4%), 负样本: 2816 (81.6%)
2025-05-08 19:11:13 - Epoch 46, val mf1: 0.6644, val ACC1: 0.2270, val ACC0: 0.9994, val Gmean: 0.4763 (best 0.8431)
2025-05-08 19:11:13 - Epoch 47 伪标签: 正样本: 605 (17.5%), 负样本: 2848 (82.5%)
2025-05-08 19:11:13 - Epoch 47, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8431)
2025-05-08 19:11:14 - Epoch 48 伪标签: 正样本: 635 (18.4%), 负样本: 2818 (81.6%)
2025-05-08 19:11:14 - Epoch 48, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8431)
2025-05-08 19:11:14 - Epoch 49 伪标签: 正样本: 683 (19.8%), 负样本: 2770 (80.2%)
2025-05-08 19:11:14 - Epoch 49, val mf1: 0.6472, val ACC1: 0.2025, val ACC0: 0.9994, val Gmean: 0.4498 (best 0.8431)
2025-05-08 19:11:14 - Epoch 50 伪标签: 正样本: 707 (20.5%), 负样本: 2746 (79.5%)
2025-05-08 19:11:15 - Epoch 50, 有标签损失: 0.0352, 一致性损失: 0.0123, 伪标签损失: 0.7764, LPL损失: 0.7470, 聚类损失: 1.3675, 总损失: 0.7441
2025-05-08 19:11:15 - Epoch 50, val mf1: 0.6384, val ACC1: 0.1902, val ACC0: 0.9994, val Gmean: 0.4360 (best 0.8431)
2025-05-08 19:11:15 - Epoch 51 伪标签: 正样本: 690 (20.0%), 负样本: 2763 (80.0%)
2025-05-08 19:11:15 - Epoch 51, val mf1: 0.6384, val ACC1: 0.1902, val ACC0: 0.9994, val Gmean: 0.4360 (best 0.8431)
2025-05-08 19:11:15 - Epoch 52 伪标签: 正样本: 679 (19.7%), 负样本: 2774 (80.3%)
2025-05-08 19:11:15 - Epoch 52, val mf1: 0.6339, val ACC1: 0.1840, val ACC0: 0.9994, val Gmean: 0.4289 (best 0.8431)
2025-05-08 19:11:15 - Epoch 53 伪标签: 正样本: 669 (19.4%), 负样本: 2784 (80.6%)
2025-05-08 19:11:15 - Epoch 53, val mf1: 0.6248, val ACC1: 0.1718, val ACC0: 0.9994, val Gmean: 0.4143 (best 0.8431)
2025-05-08 19:11:16 - Epoch 54 伪标签: 正样本: 624 (18.1%), 负样本: 2829 (81.9%)
2025-05-08 19:11:16 - Epoch 54, val mf1: 0.6155, val ACC1: 0.1595, val ACC0: 0.9994, val Gmean: 0.3993 (best 0.8431)
2025-05-08 19:11:16 - Epoch 55 伪标签: 正样本: 620 (18.0%), 负样本: 2833 (82.0%)
2025-05-08 19:11:16 - Epoch 55, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8431)
2025-05-08 19:11:16 - Epoch 56 伪标签: 正样本: 594 (17.2%), 负样本: 2859 (82.8%)
2025-05-08 19:11:17 - Epoch 56, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8431)
2025-05-08 19:11:17 - Epoch 57 伪标签: 正样本: 505 (14.6%), 负样本: 2948 (85.4%)
2025-05-08 19:11:17 - Epoch 57, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8431)
2025-05-08 19:11:17 - Epoch 58 伪标签: 正样本: 402 (11.6%), 负样本: 3051 (88.4%)
2025-05-08 19:11:17 - Epoch 58, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8431)
2025-05-08 19:11:17 - Epoch 59 伪标签: 正样本: 400 (11.6%), 负样本: 3053 (88.4%)
2025-05-08 19:11:18 - Epoch 59, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8431)
2025-05-08 19:11:18 - Epoch 60 伪标签: 正样本: 415 (12.0%), 负样本: 3038 (88.0%)
2025-05-08 19:11:18 - Epoch 60, 有标签损失: 0.0265, 一致性损失: 0.0090, 伪标签损失: 0.7015, LPL损失: 0.6539, 聚类损失: 1.4228, 总损失: 0.7767
2025-05-08 19:11:18 - Epoch 60, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8431)
2025-05-08 19:11:18 - Epoch 61 伪标签: 正样本: 404 (11.7%), 负样本: 3049 (88.3%)
2025-05-08 19:11:18 - Epoch 61, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8431)
2025-05-08 19:11:18 - Epoch 62 伪标签: 正样本: 387 (11.2%), 负样本: 3066 (88.8%)
2025-05-08 19:11:19 - Epoch 62, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8431)
2025-05-08 19:11:19 - Epoch 63 伪标签: 正样本: 390 (11.3%), 负样本: 3063 (88.7%)
2025-05-08 19:11:19 - Epoch 63, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8431)
2025-05-08 19:11:19 - Epoch 64 伪标签: 正样本: 371 (10.7%), 负样本: 3082 (89.3%)
2025-05-08 19:11:19 - Epoch 64, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8431)
2025-05-08 19:11:20 - Epoch 65 伪标签: 正样本: 330 (9.6%), 负样本: 3123 (90.4%)
2025-05-08 19:11:20 - Epoch 65, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8431)
2025-05-08 19:11:20 - Epoch 66 伪标签: 正样本: 299 (8.7%), 负样本: 3154 (91.3%)
2025-05-08 19:11:20 - Epoch 66, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8431)
2025-05-08 19:11:20 - Epoch 67 伪标签: 正样本: 298 (8.6%), 负样本: 3155 (91.4%)
2025-05-08 19:11:20 - Epoch 67, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8431)
2025-05-08 19:11:21 - Epoch 68 伪标签: 正样本: 410 (11.9%), 负样本: 3043 (88.1%)
2025-05-08 19:11:21 - Epoch 68, val mf1: 0.5580, val ACC1: 0.6626, val ACC0: 0.7117, val Gmean: 0.6867 (best 0.8431)
2025-05-08 19:11:21 - Epoch 69 伪标签: 正样本: 356 (10.3%), 负样本: 3097 (89.7%)
2025-05-08 19:11:21 - Epoch 69, val mf1: 0.6567, val ACC1: 0.6442, val ACC0: 0.8462, val Gmean: 0.7383 (best 0.8431)
2025-05-08 19:11:21 - Epoch 70 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:11:21 - Epoch 70, 有标签损失: 0.0152, 一致性损失: 0.0075, 伪标签损失: 0.8824, LPL损失: 0.7892, 聚类损失: 1.6903, 总损失: 1.0715
2025-05-08 19:11:21 - Epoch 70, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:22 - Epoch 71 伪标签: 正样本: 1179 (34.1%), 负样本: 2274 (65.9%)
2025-05-08 19:11:22 - Epoch 71, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8431)
2025-05-08 19:11:22 - Epoch 72 伪标签: 正样本: 1192 (34.5%), 负样本: 2261 (65.5%)
2025-05-08 19:11:22 - Epoch 72, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:22 - Epoch 73 伪标签: 正样本: 1288 (37.3%), 负样本: 2165 (62.7%)
2025-05-08 19:11:23 - Epoch 73, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:23 - Epoch 74 伪标签: 正样本: 1446 (41.9%), 负样本: 2007 (58.1%)
2025-05-08 19:11:23 - Epoch 74, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:23 - Epoch 75 伪标签: 正样本: 1518 (44.0%), 负样本: 1935 (56.0%)
2025-05-08 19:11:24 - Epoch 75, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:24 - Epoch 76 伪标签: 正样本: 1580 (45.8%), 负样本: 1873 (54.2%)
2025-05-08 19:11:24 - Epoch 76, val mf1: 0.5388, val ACC1: 0.0675, val ACC0: 0.9987, val Gmean: 0.2596 (best 0.8431)
2025-05-08 19:11:24 - Epoch 77 伪标签: 正样本: 1620 (46.9%), 负样本: 1833 (53.1%)
2025-05-08 19:11:24 - Epoch 77, val mf1: 0.5479, val ACC1: 0.0798, val ACC0: 0.9968, val Gmean: 0.2820 (best 0.8431)
2025-05-08 19:11:25 - Epoch 78 伪标签: 正样本: 1670 (48.4%), 负样本: 1783 (51.6%)
2025-05-08 19:11:25 - Epoch 78, val mf1: 0.5577, val ACC1: 0.0920, val ACC0: 0.9961, val Gmean: 0.3028 (best 0.8431)
2025-05-08 19:11:25 - Epoch 79 伪标签: 正样本: 1714 (49.6%), 负样本: 1739 (50.4%)
2025-05-08 19:11:25 - Epoch 79, val mf1: 0.5686, val ACC1: 0.1043, val ACC0: 0.9968, val Gmean: 0.3224 (best 0.8431)
2025-05-08 19:11:25 - Epoch 80 伪标签: 正样本: 1588 (46.0%), 负样本: 1865 (54.0%)
2025-05-08 19:11:26 - Epoch 80, 有标签损失: 0.0706, 一致性损失: 0.0069, 伪标签损失: 0.8634, LPL损失: 0.9132, 聚类损失: 0.7724, 总损失: 1.2170
2025-05-08 19:11:26 - Epoch 80, val mf1: 0.5807, val ACC1: 0.1166, val ACC0: 0.9987, val Gmean: 0.3412 (best 0.8431)
2025-05-08 19:11:26 - Epoch 81 伪标签: 正样本: 1364 (39.5%), 负样本: 2089 (60.5%)
2025-05-08 19:11:26 - Epoch 81, val mf1: 0.5814, val ACC1: 0.1166, val ACC0: 0.9994, val Gmean: 0.3413 (best 0.8431)
2025-05-08 19:11:26 - Epoch 82 伪标签: 正样本: 224 (6.5%), 负样本: 3229 (93.5%)
2025-05-08 19:11:27 - Epoch 82, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8431)
2025-05-08 19:11:27 - Epoch 83 伪标签: 正样本: 287 (8.3%), 负样本: 3166 (91.7%)
2025-05-08 19:11:27 - Epoch 83, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8431)
2025-05-08 19:11:27 - Epoch 84 伪标签: 正样本: 336 (9.7%), 负样本: 3117 (90.3%)
2025-05-08 19:11:27 - Epoch 84, val mf1: 0.5549, val ACC1: 0.0859, val ACC0: 0.9987, val Gmean: 0.2929 (best 0.8431)
2025-05-08 19:11:27 - Epoch 85 伪标签: 正样本: 369 (10.7%), 负样本: 3084 (89.3%)
2025-05-08 19:11:28 - Epoch 85, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8431)
2025-05-08 19:11:28 - Epoch 86 伪标签: 正样本: 358 (10.4%), 负样本: 3095 (89.6%)
2025-05-08 19:11:28 - Epoch 86, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8431)
2025-05-08 19:11:28 - Epoch 87 伪标签: 正样本: 332 (9.6%), 负样本: 3121 (90.4%)
2025-05-08 19:11:28 - Epoch 87, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8431)
2025-05-08 19:11:28 - Epoch 88 伪标签: 正样本: 297 (8.6%), 负样本: 3156 (91.4%)
2025-05-08 19:11:29 - Epoch 88, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:29 - Epoch 89 伪标签: 正样本: 370 (10.7%), 负样本: 3083 (89.3%)
2025-05-08 19:11:29 - Epoch 89, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:29 - Epoch 90 伪标签: 正样本: 439 (12.7%), 负样本: 3014 (87.3%)
2025-05-08 19:11:29 - Epoch 90, 有标签损失: 0.0257, 一致性损失: 0.0035, 伪标签损失: 0.7060, LPL损失: 0.6844, 聚类损失: 0.7276, 总损失: 1.0460
2025-05-08 19:11:29 - Epoch 90, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:29 - Epoch 91 伪标签: 正样本: 364 (10.5%), 负样本: 3089 (89.5%)
2025-05-08 19:11:29 - Epoch 91, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:30 - Epoch 92 伪标签: 正样本: 125 (3.6%), 负样本: 3328 (96.4%)
2025-05-08 19:11:30 - Epoch 92, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:30 - Epoch 93 伪标签: 正样本: 144 (4.2%), 负样本: 3309 (95.8%)
2025-05-08 19:11:30 - Epoch 93, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:30 - Epoch 94 伪标签: 正样本: 315 (9.1%), 负样本: 3138 (90.9%)
2025-05-08 19:11:31 - Epoch 94, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:31 - Epoch 95 伪标签: 正样本: 366 (10.6%), 负样本: 3087 (89.4%)
2025-05-08 19:11:31 - Epoch 95, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:31 - Epoch 96 伪标签: 正样本: 313 (9.1%), 负样本: 3140 (90.9%)
2025-05-08 19:11:31 - Epoch 96, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:32 - Epoch 97 伪标签: 正样本: 164 (4.7%), 负样本: 3289 (95.3%)
2025-05-08 19:11:32 - Epoch 97, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8431)
2025-05-08 19:11:32 - Epoch 98 伪标签: 正样本: 151 (4.4%), 负样本: 3302 (95.6%)
2025-05-08 19:11:32 - Epoch 98, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:32 - Epoch 99 伪标签: 正样本: 159 (4.6%), 负样本: 3294 (95.4%)
2025-05-08 19:11:32 - Epoch 99, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8431)
2025-05-08 19:11:32 - time cost: 34.48 s
2025-05-08 19:11:32 - Test: REC 68.18 PRE 83.96 MF1 86.46 AUC 90.22 ACC1 68.18 ACC0 98.63 Gmean 82.01
2025-05-08 19:40:17 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:40:17 - 无标签数据数量: 3453
2025-05-08 19:40:17 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:40:18 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:40:18 - 伪标签策略：
2025-05-08 19:40:18 -   使用模型输出和聚类结果的融合
2025-05-08 19:41:07 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:41:07 - 无标签数据数量: 3453
2025-05-08 19:41:07 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:41:07 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:41:07 - 伪标签策略：
2025-05-08 19:41:07 -   使用模型输出和聚类结果的融合
2025-05-08 19:43:46 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:43:46 - 无标签数据数量: 3453
2025-05-08 19:43:46 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:43:46 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:43:46 - 伪标签策略：
2025-05-08 19:43:46 -   使用模型输出和聚类结果的融合
2025-05-08 19:44:57 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:44:57 - 无标签数据数量: 3453
2025-05-08 19:44:57 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:44:58 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:44:58 - 伪标签策略：
2025-05-08 19:44:58 -   使用模型输出和聚类结果的融合
2025-05-08 19:44:58 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:45:31 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:45:31 - 无标签数据数量: 3453
2025-05-08 19:45:31 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:45:32 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:45:32 - 伪标签策略：
2025-05-08 19:45:32 -   使用模型输出和聚类结果的融合
2025-05-08 19:45:32 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:46:15 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:46:15 - 无标签数据数量: 3453
2025-05-08 19:46:15 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:46:15 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:46:15 - 伪标签策略：
2025-05-08 19:46:15 -   使用模型输出和聚类结果的融合
2025-05-08 19:46:16 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:46:16 - Epoch 0, 有标签损失: -5.4533, 一致性损失: 0.1002, 伪标签损失: 3.1269, LPL损失: 2.6939, 聚类损失: 101.0968, 总损失: -4.3717
2025-05-08 19:46:16 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:16 - Epoch 1 伪标签: 正样本: 1012 (29.3%), 负样本: 2441 (70.7%)
2025-05-08 19:46:16 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:16 - Epoch 2 伪标签: 正样本: 1054 (30.5%), 负样本: 2399 (69.5%)
2025-05-08 19:46:16 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:17 - Epoch 3 伪标签: 正样本: 1363 (39.5%), 负样本: 2090 (60.5%)
2025-05-08 19:46:17 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:17 - Epoch 4 伪标签: 正样本: 1433 (41.5%), 负样本: 2020 (58.5%)
2025-05-08 19:46:17 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:17 - Epoch 5 伪标签: 正样本: 1432 (41.5%), 负样本: 2021 (58.5%)
2025-05-08 19:46:18 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:18 - Epoch 6 伪标签: 正样本: 1360 (39.4%), 负样本: 2093 (60.6%)
2025-05-08 19:46:18 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:18 - Epoch 7 伪标签: 正样本: 1404 (40.7%), 负样本: 2049 (59.3%)
2025-05-08 19:46:18 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:18 - Epoch 8 伪标签: 正样本: 1479 (42.8%), 负样本: 1974 (57.2%)
2025-05-08 19:46:18 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:19 - Epoch 9 伪标签: 正样本: 1636 (47.4%), 负样本: 1817 (52.6%)
2025-05-08 19:46:19 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:19 - Epoch 10 伪标签: 正样本: 1069 (31.0%), 负样本: 2384 (69.0%)
2025-05-08 19:46:19 - Epoch 10, 有标签损失: -120.7568, 一致性损失: 0.0111, 伪标签损失: 1.0815, LPL损失: 1.1442, 聚类损失: 54.0890, 总损失: -120.0629
2025-05-08 19:46:19 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:19 - Epoch 11 伪标签: 正样本: 1062 (30.8%), 负样本: 2391 (69.2%)
2025-05-08 19:46:19 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:19 - Epoch 12 伪标签: 正样本: 1095 (31.7%), 负样本: 2358 (68.3%)
2025-05-08 19:46:20 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:20 - Epoch 13 伪标签: 正样本: 1086 (31.5%), 负样本: 2367 (68.5%)
2025-05-08 19:46:20 - Epoch 13, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:20 - Epoch 14 伪标签: 正样本: 1089 (31.5%), 负样本: 2364 (68.5%)
2025-05-08 19:46:20 - Epoch 14, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:20 - Epoch 15 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 19:46:21 - Epoch 15, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:21 - Epoch 16 伪标签: 正样本: 1092 (31.6%), 负样本: 2361 (68.4%)
2025-05-08 19:46:21 - Epoch 16, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:21 - Epoch 17 伪标签: 正样本: 1089 (31.5%), 负样本: 2364 (68.5%)
2025-05-08 19:46:21 - Epoch 17, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:21 - Epoch 18 伪标签: 正样本: 1098 (31.8%), 负样本: 2355 (68.2%)
2025-05-08 19:46:21 - Epoch 18, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:22 - Epoch 19 伪标签: 正样本: 1105 (32.0%), 负样本: 2348 (68.0%)
2025-05-08 19:46:22 - Epoch 19, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:22 - Epoch 20 伪标签: 正样本: 1106 (32.0%), 负样本: 2347 (68.0%)
2025-05-08 19:46:22 - Epoch 20, 有标签损失: -414.1736, 一致性损失: 0.0254, 伪标签损失: 0.5357, LPL损失: 0.6311, 聚类损失: 170.4690, 总损失: -411.6060
2025-05-08 19:46:22 - Epoch 20, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:22 - Epoch 21 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 19:46:22 - Epoch 21, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:23 - Epoch 22 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:46:23 - Epoch 22, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:23 - Epoch 23 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 19:46:23 - Epoch 23, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:23 - Epoch 24 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 19:46:23 - Epoch 24, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:24 - Epoch 25 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 19:46:24 - Epoch 25, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:24 - Epoch 26 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 19:46:24 - Epoch 26, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:24 - Epoch 27 伪标签: 正样本: 1136 (32.9%), 负样本: 2317 (67.1%)
2025-05-08 19:46:24 - Epoch 27, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:24 - Epoch 28 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:46:25 - Epoch 28, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:25 - Epoch 29 伪标签: 正样本: 1138 (33.0%), 负样本: 2315 (67.0%)
2025-05-08 19:46:25 - Epoch 29, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:25 - Epoch 30 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 19:46:25 - Epoch 30, 有标签损失: -1125.0881, 一致性损失: 0.0432, 伪标签损失: 0.9975, LPL损失: 0.9434, 聚类损失: 455.2670, 总损失: -1116.8176
2025-05-08 19:46:25 - Epoch 30, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:25 - Epoch 31 伪标签: 正样本: 1136 (32.9%), 负样本: 2317 (67.1%)
2025-05-08 19:46:25 - Epoch 31, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:26 - Epoch 32 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:46:26 - Epoch 32, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:26 - Epoch 33 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:46:26 - Epoch 33, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:26 - Epoch 34 伪标签: 正样本: 1144 (33.1%), 负样本: 2309 (66.9%)
2025-05-08 19:46:26 - Epoch 34, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:26 - Epoch 35 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 19:46:27 - Epoch 35, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:27 - Epoch 36 伪标签: 正样本: 1141 (33.0%), 负样本: 2312 (67.0%)
2025-05-08 19:46:27 - Epoch 36, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:27 - Epoch 37 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 19:46:27 - Epoch 37, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:28 - Epoch 38 伪标签: 正样本: 1139 (33.0%), 负样本: 2314 (67.0%)
2025-05-08 19:46:28 - Epoch 38, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:28 - Epoch 39 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 19:46:28 - Epoch 39, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:28 - Epoch 40 伪标签: 正样本: 1134 (32.8%), 负样本: 2319 (67.2%)
2025-05-08 19:46:28 - Epoch 40, 有标签损失: -2606.3262, 一致性损失: 0.0002, 伪标签损失: 0.5363, LPL损失: 0.8048, 聚类损失: 1044.0424, 总损失: -2583.5525
2025-05-08 19:46:29 - Epoch 40, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:29 - Epoch 41 伪标签: 正样本: 1128 (32.7%), 负样本: 2325 (67.3%)
2025-05-08 19:46:29 - Epoch 41, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:29 - Epoch 42 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:46:29 - Epoch 42, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:29 - Epoch 43 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 19:46:29 - Epoch 43, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:30 - Epoch 44 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 19:46:30 - Epoch 44, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:30 - Epoch 45 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 19:46:30 - Epoch 45, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:30 - Epoch 46 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 19:46:30 - Epoch 46, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:30 - Epoch 47 伪标签: 正样本: 1019 (29.5%), 负样本: 2434 (70.5%)
2025-05-08 19:46:31 - Epoch 47, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:31 - Epoch 48 伪标签: 正样本: 1137 (32.9%), 负样本: 2316 (67.1%)
2025-05-08 19:46:31 - Epoch 48, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:31 - Epoch 49 伪标签: 正样本: 1148 (33.2%), 负样本: 2305 (66.8%)
2025-05-08 19:46:31 - Epoch 49, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:31 - Epoch 50 伪标签: 正样本: 1148 (33.2%), 负样本: 2305 (66.8%)
2025-05-08 19:46:32 - Epoch 50, 有标签损失: -5368.6426, 一致性损失: 1.6547, 伪标签损失: 6.6023, LPL损失: 6.4769, 聚类损失: 2132.8921, 总损失: -5312.5171
2025-05-08 19:46:32 - Epoch 50, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:32 - Epoch 51 伪标签: 正样本: 1135 (32.9%), 负样本: 2318 (67.1%)
2025-05-08 19:46:32 - Epoch 51, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:32 - Epoch 52 伪标签: 正样本: 1152 (33.4%), 负样本: 2301 (66.6%)
2025-05-08 19:46:32 - Epoch 52, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:33 - Epoch 53 伪标签: 正样本: 456 (13.2%), 负样本: 2997 (86.8%)
2025-05-08 19:46:33 - Epoch 53, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:33 - Epoch 54 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:33 - Epoch 54, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:33 - Epoch 55 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:33 - Epoch 55, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:34 - Epoch 56 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:34 - Epoch 56, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:34 - Epoch 57 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:34 - Epoch 57, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:34 - Epoch 58 伪标签: 正样本: 429 (12.4%), 负样本: 3024 (87.6%)
2025-05-08 19:46:34 - Epoch 58, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:35 - Epoch 59 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:46:35 - Epoch 59, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:35 - Epoch 60 伪标签: 正样本: 1152 (33.4%), 负样本: 2301 (66.6%)
2025-05-08 19:46:35 - Epoch 60, 有标签损失: -10064.4922, 一致性损失: 1.7175, 伪标签损失: 6.6232, LPL损失: 6.4449, 聚类损失: 3986.1465, 总损失: -9939.5625
2025-05-08 19:46:35 - Epoch 60, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:35 - Epoch 61 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:46:35 - Epoch 61, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:36 - Epoch 62 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:36 - Epoch 62, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:36 - Epoch 63 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:36 - Epoch 63, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:36 - Epoch 64 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:36 - Epoch 64, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:36 - Epoch 65 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:37 - Epoch 65, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:37 - Epoch 66 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:37 - Epoch 66, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:37 - Epoch 67 伪标签: 正样本: 1157 (33.5%), 负样本: 2296 (66.5%)
2025-05-08 19:46:37 - Epoch 67, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:37 - Epoch 68 伪标签: 正样本: 1158 (33.5%), 负样本: 2295 (66.5%)
2025-05-08 19:46:37 - Epoch 68, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:38 - Epoch 69 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:38 - Epoch 69, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:38 - Epoch 70 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:38 - Epoch 70, 有标签损失: -17490.6836, 一致性损失: 7.9384, 伪标签损失: 0.3457, LPL损失: 0.0306, 聚类损失: 6889.5366, 总损失: -17234.3613
2025-05-08 19:46:38 - Epoch 70, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:38 - Epoch 71 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:38 - Epoch 71, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:38 - Epoch 72 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:39 - Epoch 72, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:39 - Epoch 73 伪标签: 正样本: 1164 (33.7%), 负样本: 2289 (66.3%)
2025-05-08 19:46:39 - Epoch 73, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:39 - Epoch 74 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 19:46:39 - Epoch 74, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:40 - Epoch 75 伪标签: 正样本: 1167 (33.8%), 负样本: 2286 (66.2%)
2025-05-08 19:46:40 - Epoch 75, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:40 - Epoch 76 伪标签: 正样本: 1165 (33.7%), 负样本: 2288 (66.3%)
2025-05-08 19:46:40 - Epoch 76, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:40 - Epoch 77 伪标签: 正样本: 1157 (33.5%), 负样本: 2296 (66.5%)
2025-05-08 19:46:40 - Epoch 77, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:40 - Epoch 78 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:41 - Epoch 78, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:41 - Epoch 79 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:41 - Epoch 79, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:41 - Epoch 80 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:41 - Epoch 80, 有标签损失: -28576.3047, 一致性损失: 33.4073, 伪标签损失: 0.3535, LPL损失: 0.0296, 聚类损失: 11266.5869, 总损失: -28078.5762
2025-05-08 19:46:41 - Epoch 80, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:41 - Epoch 81 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:42 - Epoch 81, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:42 - Epoch 82 伪标签: 正样本: 1164 (33.7%), 负样本: 2289 (66.3%)
2025-05-08 19:46:42 - Epoch 82, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:42 - Epoch 83 伪标签: 正样本: 1159 (33.6%), 负样本: 2294 (66.4%)
2025-05-08 19:46:42 - Epoch 83, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:42 - Epoch 84 伪标签: 正样本: 1166 (33.8%), 负样本: 2287 (66.2%)
2025-05-08 19:46:42 - Epoch 84, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:42 - Epoch 85 伪标签: 正样本: 1166 (33.8%), 负样本: 2287 (66.2%)
2025-05-08 19:46:43 - Epoch 85, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:43 - Epoch 86 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:46:43 - Epoch 86, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:43 - Epoch 87 伪标签: 正样本: 1166 (33.8%), 负样本: 2287 (66.2%)
2025-05-08 19:46:43 - Epoch 87, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:44 - Epoch 88 伪标签: 正样本: 1164 (33.7%), 负样本: 2289 (66.3%)
2025-05-08 19:46:44 - Epoch 88, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:44 - Epoch 89 伪标签: 正样本: 1145 (33.2%), 负样本: 2308 (66.8%)
2025-05-08 19:46:44 - Epoch 89, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:44 - Epoch 90 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:44 - Epoch 90, 有标签损失: -44268.5156, 一致性损失: 6.6549, 伪标签损失: 0.3354, LPL损失: 0.0317, 聚类损失: 17468.7539, 总损失: -43359.7969
2025-05-08 19:46:44 - Epoch 90, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:44 - Epoch 91 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:45 - Epoch 91, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:45 - Epoch 92 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:45 - Epoch 92, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:45 - Epoch 93 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 19:46:45 - Epoch 93, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:46 - Epoch 94 伪标签: 正样本: 1148 (33.2%), 负样本: 2305 (66.8%)
2025-05-08 19:46:46 - Epoch 94, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:46 - Epoch 95 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:46 - Epoch 95, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:46 - Epoch 96 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:46:46 - Epoch 96, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:46 - Epoch 97 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:46:47 - Epoch 97, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:47 - Epoch 98 伪标签: 正样本: 1136 (32.9%), 负样本: 2317 (67.1%)
2025-05-08 19:46:47 - Epoch 98, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:47 - Epoch 99 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 19:46:47 - Epoch 99, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:46:47 - time cost: 31.75 s
2025-05-08 19:46:47 - Test: REC 0.00 PRE 0.00 MF1 47.51 AUC 64.50 ACC1 0.00 ACC0 100.00 Gmean 0.00
2025-05-08 19:47:28 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:47:28 - 无标签数据数量: 3453
2025-05-08 19:47:28 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:47:28 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:47:28 - 伪标签策略：
2025-05-08 19:47:28 -   使用模型输出和聚类结果的融合
2025-05-08 19:47:29 - Epoch 0 伪标签: 正样本: 1567 (45.4%), 负样本: 1886 (54.6%)
2025-05-08 19:47:29 - Epoch 0, 有标签损失: -5.4533, 一致性损失: 0.1002, 伪标签损失: 0.2885, LPL损失: 13.1993, 聚类损失: 101.0968, 总损失: -4.2942
2025-05-08 19:47:29 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:29 - Epoch 1 伪标签: 正样本: 1249 (36.2%), 负样本: 2204 (63.8%)
2025-05-08 19:47:29 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:29 - Epoch 2 伪标签: 正样本: 1298 (37.6%), 负样本: 2155 (62.4%)
2025-05-08 19:47:30 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:30 - Epoch 3 伪标签: 正样本: 1561 (45.2%), 负样本: 1892 (54.8%)
2025-05-08 19:47:30 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:30 - Epoch 4 伪标签: 正样本: 1678 (48.6%), 负样本: 1775 (51.4%)
2025-05-08 19:47:30 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:30 - Epoch 5 伪标签: 正样本: 1626 (47.1%), 负样本: 1827 (52.9%)
2025-05-08 19:47:31 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:31 - Epoch 6 伪标签: 正样本: 1542 (44.7%), 负样本: 1911 (55.3%)
2025-05-08 19:47:31 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:31 - Epoch 7 伪标签: 正样本: 1528 (44.3%), 负样本: 1925 (55.7%)
2025-05-08 19:47:31 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:31 - Epoch 8 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 19:47:32 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:32 - Epoch 9 伪标签: 正样本: 1588 (46.0%), 负样本: 1865 (54.0%)
2025-05-08 19:47:32 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:32 - Epoch 10 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 19:47:32 - Epoch 10, 有标签损失: -120.7224, 一致性损失: 0.0193, 伪标签损失: 0.5830, LPL损失: 20.7105, 聚类损失: 53.1088, 总损失: -119.8056
2025-05-08 19:47:32 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:32 - Epoch 11 伪标签: 正样本: 1059 (30.7%), 负样本: 2394 (69.3%)
2025-05-08 19:47:33 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:33 - Epoch 12 伪标签: 正样本: 1093 (31.7%), 负样本: 2360 (68.3%)
2025-05-08 19:47:33 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:33 - Epoch 13 伪标签: 正样本: 1087 (31.5%), 负样本: 2366 (68.5%)
2025-05-08 19:47:33 - Epoch 13, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:34 - Epoch 14 伪标签: 正样本: 1083 (31.4%), 负样本: 2370 (68.6%)
2025-05-08 19:47:34 - Epoch 14, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:34 - Epoch 15 伪标签: 正样本: 1095 (31.7%), 负样本: 2358 (68.3%)
2025-05-08 19:47:34 - Epoch 15, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:34 - Epoch 16 伪标签: 正样本: 1093 (31.7%), 负样本: 2360 (68.3%)
2025-05-08 19:47:35 - Epoch 16, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:35 - Epoch 17 伪标签: 正样本: 1098 (31.8%), 负样本: 2355 (68.2%)
2025-05-08 19:47:35 - Epoch 17, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:35 - Epoch 18 伪标签: 正样本: 1088 (31.5%), 负样本: 2365 (68.5%)
2025-05-08 19:47:36 - Epoch 18, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:36 - Epoch 19 伪标签: 正样本: 1104 (32.0%), 负样本: 2349 (68.0%)
2025-05-08 19:47:36 - Epoch 19, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:36 - Epoch 20 伪标签: 正样本: 1117 (32.3%), 负样本: 2336 (67.7%)
2025-05-08 19:47:36 - Epoch 20, 有标签损失: -413.9727, 一致性损失: 0.0438, 伪标签损失: 0.6877, LPL损失: 7.0774, 聚类损失: 170.6780, 总损失: -411.3029
2025-05-08 19:47:37 - Epoch 20, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:37 - Epoch 21 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 19:47:37 - Epoch 21, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:37 - Epoch 22 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:47:37 - Epoch 22, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:38 - Epoch 23 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 19:47:38 - Epoch 23, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:38 - Epoch 24 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 19:47:38 - Epoch 24, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:38 - Epoch 25 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 19:47:39 - Epoch 25, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:39 - Epoch 26 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 19:47:39 - Epoch 26, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:39 - Epoch 27 伪标签: 正样本: 1130 (32.7%), 负样本: 2323 (67.3%)
2025-05-08 19:47:40 - Epoch 27, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:40 - Epoch 28 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 19:47:40 - Epoch 28, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:40 - Epoch 29 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:47:41 - Epoch 29, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:41 - Epoch 30 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 19:47:41 - Epoch 30, 有标签损失: -1127.4260, 一致性损失: 0.2695, 伪标签损失: 1.1887, LPL损失: 11.3196, 聚类损失: 454.8813, 总损失: -1118.9673
2025-05-08 19:47:41 - Epoch 30, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:41 - Epoch 31 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 19:47:41 - Epoch 31, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:42 - Epoch 32 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 19:47:42 - Epoch 32, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:42 - Epoch 33 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 19:47:42 - Epoch 33, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:42 - Epoch 34 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 19:47:43 - Epoch 34, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:43 - Epoch 35 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 19:47:43 - Epoch 35, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:43 - Epoch 36 伪标签: 正样本: 1145 (33.2%), 负样本: 2308 (66.8%)
2025-05-08 19:47:44 - Epoch 36, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:44 - Epoch 37 伪标签: 正样本: 1114 (32.3%), 负样本: 2339 (67.7%)
2025-05-08 19:47:44 - Epoch 37, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:44 - Epoch 38 伪标签: 正样本: 1137 (32.9%), 负样本: 2316 (67.1%)
2025-05-08 19:47:45 - Epoch 38, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:45 - Epoch 39 伪标签: 正样本: 1133 (32.8%), 负样本: 2320 (67.2%)
2025-05-08 19:47:45 - Epoch 39, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:45 - Epoch 40 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 19:47:45 - Epoch 40, 有标签损失: -2619.6738, 一致性损失: 0.0627, 伪标签损失: 1.3335, LPL损失: 8.7817, 聚类损失: 1049.9286, 总损失: -2596.5793
2025-05-08 19:47:45 - Epoch 40, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:45 - Epoch 41 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:47:46 - Epoch 41, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:46 - Epoch 42 伪标签: 正样本: 1105 (32.0%), 负样本: 2348 (68.0%)
2025-05-08 19:47:46 - Epoch 42, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:46 - Epoch 43 伪标签: 正样本: 1006 (29.1%), 负样本: 2447 (70.9%)
2025-05-08 19:47:47 - Epoch 43, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:47 - Epoch 44 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 19:47:47 - Epoch 44, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:47 - Epoch 45 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 19:47:48 - Epoch 45, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:48 - Epoch 46 伪标签: 正样本: 1139 (33.0%), 负样本: 2314 (67.0%)
2025-05-08 19:47:48 - Epoch 46, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:48 - Epoch 47 伪标签: 正样本: 1138 (33.0%), 负样本: 2315 (67.0%)
2025-05-08 19:47:48 - Epoch 47, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:48 - Epoch 48 伪标签: 正样本: 1140 (33.0%), 负样本: 2313 (67.0%)
2025-05-08 19:47:49 - Epoch 48, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:49 - Epoch 49 伪标签: 正样本: 264 (7.6%), 负样本: 3189 (92.4%)
2025-05-08 19:47:49 - Epoch 49, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:49 - Epoch 50 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:49 - Epoch 50, 有标签损失: -5403.8955, 一致性损失: 2.6323, 伪标签损失: 0.3828, LPL损失: 0.0000, 聚类损失: 2144.1453, 总损失: -5347.7827
2025-05-08 19:47:49 - Epoch 50, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:49 - Epoch 51 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:50 - Epoch 51, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:50 - Epoch 52 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:50 - Epoch 52, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:50 - Epoch 53 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:50 - Epoch 53, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:51 - Epoch 54 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:51 - Epoch 54, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:51 - Epoch 55 伪标签: 正样本: 632 (18.3%), 负样本: 2821 (81.7%)
2025-05-08 19:47:51 - Epoch 55, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:52 - Epoch 56 伪标签: 正样本: 1156 (33.5%), 负样本: 2297 (66.5%)
2025-05-08 19:47:52 - Epoch 56, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:52 - Epoch 57 伪标签: 正样本: 1154 (33.4%), 负样本: 2299 (66.6%)
2025-05-08 19:47:52 - Epoch 57, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:53 - Epoch 58 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:47:53 - Epoch 58, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:53 - Epoch 59 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:53 - Epoch 59, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:53 - Epoch 60 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:54 - Epoch 60, 有标签损失: -10127.4355, 一致性损失: 6.8287, 伪标签损失: 0.3792, LPL损失: 0.0000, 聚类损失: 4009.6511, 总损失: -10002.0098
2025-05-08 19:47:54 - Epoch 60, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:54 - Epoch 61 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:54 - Epoch 61, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:54 - Epoch 62 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:54 - Epoch 62, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:55 - Epoch 63 伪标签: 正样本: 83 (2.4%), 负样本: 3370 (97.6%)
2025-05-08 19:47:55 - Epoch 63, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:55 - Epoch 64 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:47:55 - Epoch 64, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:55 - Epoch 65 伪标签: 正样本: 1156 (33.5%), 负样本: 2297 (66.5%)
2025-05-08 19:47:55 - Epoch 65, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:56 - Epoch 66 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-08 19:47:56 - Epoch 66, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:56 - Epoch 67 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:56 - Epoch 67, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:56 - Epoch 68 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 19:47:56 - Epoch 68, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:56 - Epoch 69 伪标签: 正样本: 1158 (33.5%), 负样本: 2295 (66.5%)
2025-05-08 19:47:57 - Epoch 69, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:57 - Epoch 70 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:47:57 - Epoch 70, 有标签损失: -17582.4492, 一致性损失: 19.0610, 伪标签损失: 0.8213, LPL损失: 34.2554, 聚类损失: 6947.5200, 总损失: -17322.2695
2025-05-08 19:47:57 - Epoch 70, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:57 - Epoch 71 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:47:57 - Epoch 71, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:58 - Epoch 72 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:47:58 - Epoch 72, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:58 - Epoch 73 伪标签: 正样本: 864 (25.0%), 负样本: 2589 (75.0%)
2025-05-08 19:47:58 - Epoch 73, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:58 - Epoch 74 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:59 - Epoch 74, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:59 - Epoch 75 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:59 - Epoch 75, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:59 - Epoch 76 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:47:59 - Epoch 76, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:47:59 - Epoch 77 伪标签: 正样本: 1165 (33.7%), 负样本: 2288 (66.3%)
2025-05-08 19:48:00 - Epoch 77, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:00 - Epoch 78 伪标签: 正样本: 1163 (33.7%), 负样本: 2290 (66.3%)
2025-05-08 19:48:00 - Epoch 78, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:00 - Epoch 79 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 19:48:00 - Epoch 79, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:00 - Epoch 80 伪标签: 正样本: 1160 (33.6%), 负样本: 2293 (66.4%)
2025-05-08 19:48:00 - Epoch 80, 有标签损失: -28728.9609, 一致性损失: 13.4553, 伪标签损失: 0.8432, LPL损失: 34.0376, 聚类损失: 11321.1807, 总损失: -28228.1855
2025-05-08 19:48:01 - Epoch 80, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:01 - Epoch 81 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:01 - Epoch 81, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:01 - Epoch 82 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:01 - Epoch 82, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:01 - Epoch 83 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:01 - Epoch 83, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:02 - Epoch 84 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:02 - Epoch 84, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:02 - Epoch 85 伪标签: 正样本: 1165 (33.7%), 负样本: 2288 (66.3%)
2025-05-08 19:48:02 - Epoch 85, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:02 - Epoch 86 伪标签: 正样本: 1166 (33.8%), 负样本: 2287 (66.2%)
2025-05-08 19:48:02 - Epoch 86, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:02 - Epoch 87 伪标签: 正样本: 1166 (33.8%), 负样本: 2287 (66.2%)
2025-05-08 19:48:03 - Epoch 87, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:03 - Epoch 88 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:03 - Epoch 88, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:03 - Epoch 89 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:03 - Epoch 89, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:03 - Epoch 90 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:04 - Epoch 90, 有标签损失: -44566.5352, 一致性损失: 16.7823, 伪标签损失: 0.3552, LPL损失: 0.0000, 聚类损失: 17581.0215, 总损失: -43651.4531
2025-05-08 19:48:04 - Epoch 90, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:04 - Epoch 91 伪标签: 正样本: 1149 (33.3%), 负样本: 2304 (66.7%)
2025-05-08 19:48:04 - Epoch 91, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:04 - Epoch 92 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 19:48:05 - Epoch 92, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:05 - Epoch 93 伪标签: 正样本: 562 (16.3%), 负样本: 2891 (83.7%)
2025-05-08 19:48:05 - Epoch 93, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:05 - Epoch 94 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:05 - Epoch 94, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:05 - Epoch 95 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:05 - Epoch 95, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:06 - Epoch 96 伪标签: 正样本: 1152 (33.4%), 负样本: 2301 (66.6%)
2025-05-08 19:48:06 - Epoch 96, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:06 - Epoch 97 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:06 - Epoch 97, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:06 - Epoch 98 伪标签: 正样本: 0 (0.0%), 负样本: 3453 (100.0%)
2025-05-08 19:48:06 - Epoch 98, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:06 - Epoch 99 伪标签: 正样本: 1144 (33.1%), 负样本: 2309 (66.9%)
2025-05-08 19:48:07 - Epoch 99, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:07 - time cost: 38.23 s
2025-05-08 19:48:07 - Test: REC 0.00 PRE 0.00 MF1 47.51 AUC 19.79 ACC1 0.00 ACC0 100.00 Gmean 0.00
2025-05-08 19:48:20 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:48:20 - 无标签数据数量: 3453
2025-05-08 19:48:20 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:48:20 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:48:20 - 伪标签策略：
2025-05-08 19:48:20 -   使用模型输出和聚类结果的融合
2025-05-08 19:48:20 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:48:20 - Epoch 0, 有标签损失: -5.4533, 一致性损失: 0.1002, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: -4.3766
2025-05-08 19:48:20 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:21 - Epoch 1 伪标签: 正样本: 2849 (82.5%), 负样本: 604 (17.5%)
2025-05-08 19:48:21 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:21 - Epoch 2 伪标签: 正样本: 1714 (49.6%), 负样本: 1739 (50.4%)
2025-05-08 19:48:21 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:21 - Epoch 3 伪标签: 正样本: 1355 (39.2%), 负样本: 2098 (60.8%)
2025-05-08 19:48:22 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:22 - Epoch 4 伪标签: 正样本: 1206 (34.9%), 负样本: 2247 (65.1%)
2025-05-08 19:48:22 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:22 - Epoch 5 伪标签: 正样本: 1034 (29.9%), 负样本: 2419 (70.1%)
2025-05-08 19:48:22 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:22 - Epoch 6 伪标签: 正样本: 905 (26.2%), 负样本: 2548 (73.8%)
2025-05-08 19:48:23 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:23 - Epoch 7 伪标签: 正样本: 719 (20.8%), 负样本: 2734 (79.2%)
2025-05-08 19:48:23 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:23 - Epoch 8 伪标签: 正样本: 812 (23.5%), 负样本: 2641 (76.5%)
2025-05-08 19:48:24 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:24 - Epoch 9 伪标签: 正样本: 1354 (39.2%), 负样本: 2099 (60.8%)
2025-05-08 19:48:24 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:24 - Epoch 10 伪标签: 正样本: 1057 (30.6%), 负样本: 2396 (69.4%)
2025-05-08 19:48:24 - Epoch 10, 有标签损失: -120.6525, 一致性损失: 0.0470, 伪标签损失: 0.8002, LPL损失: 18.4728, 聚类损失: 53.2288, 总损失: -119.7587
2025-05-08 19:48:24 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:25 - Epoch 11 伪标签: 正样本: 1044 (30.2%), 负样本: 2409 (69.8%)
2025-05-08 19:48:25 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:25 - Epoch 12 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 19:48:25 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:25 - Epoch 13 伪标签: 正样本: 1087 (31.5%), 负样本: 2366 (68.5%)
2025-05-08 19:48:26 - Epoch 13, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:26 - Epoch 14 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 19:48:26 - Epoch 14, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:26 - Epoch 15 伪标签: 正样本: 1100 (31.9%), 负样本: 2353 (68.1%)
2025-05-08 19:48:27 - Epoch 15, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:27 - Epoch 16 伪标签: 正样本: 1098 (31.8%), 负样本: 2355 (68.2%)
2025-05-08 19:48:27 - Epoch 16, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:27 - Epoch 17 伪标签: 正样本: 1096 (31.7%), 负样本: 2357 (68.3%)
2025-05-08 19:48:27 - Epoch 17, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:27 - Epoch 18 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 19:48:28 - Epoch 18, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:28 - Epoch 19 伪标签: 正样本: 1105 (32.0%), 负样本: 2348 (68.0%)
2025-05-08 19:48:28 - Epoch 19, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:28 - Epoch 20 伪标签: 正样本: 1117 (32.3%), 负样本: 2336 (67.7%)
2025-05-08 19:48:28 - Epoch 20, 有标签损失: -413.7983, 一致性损失: 0.0191, 伪标签损失: 0.8688, LPL损失: 18.5837, 聚类损失: 170.0049, 总损失: -410.9642
2025-05-08 19:48:29 - Epoch 20, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:29 - Epoch 21 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 19:48:29 - Epoch 21, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:29 - Epoch 22 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:48:29 - Epoch 22, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:29 - Epoch 23 伪标签: 正样本: 1122 (32.5%), 负样本: 2331 (67.5%)
2025-05-08 19:48:30 - Epoch 23, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:30 - Epoch 24 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 19:48:30 - Epoch 24, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:30 - Epoch 25 伪标签: 正样本: 1122 (32.5%), 负样本: 2331 (67.5%)
2025-05-08 19:48:31 - Epoch 25, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:31 - Epoch 26 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 19:48:31 - Epoch 26, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:31 - Epoch 27 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 19:48:31 - Epoch 27, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:32 - Epoch 28 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 19:48:32 - Epoch 28, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:32 - Epoch 29 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 19:48:32 - Epoch 29, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:32 - Epoch 30 伪标签: 正样本: 1148 (33.2%), 负样本: 2305 (66.8%)
2025-05-08 19:48:33 - Epoch 30, 有标签损失: -1124.1289, 一致性损失: 0.0145, 伪标签损失: 0.9342, LPL损失: 23.0122, 聚类损失: 453.0807, 总损失: -1115.5005
2025-05-08 19:48:33 - Epoch 30, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:33 - Epoch 31 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:48:33 - Epoch 31, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:33 - Epoch 32 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:48:34 - Epoch 32, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:34 - Epoch 33 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 19:48:34 - Epoch 33, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:34 - Epoch 34 伪标签: 正样本: 1140 (33.0%), 负样本: 2313 (67.0%)
2025-05-08 19:48:34 - Epoch 34, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:34 - Epoch 35 伪标签: 正样本: 1144 (33.1%), 负样本: 2309 (66.9%)
2025-05-08 19:48:34 - Epoch 35, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:35 - Epoch 36 伪标签: 正样本: 1141 (33.0%), 负样本: 2312 (67.0%)
2025-05-08 19:48:35 - Epoch 36, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:35 - Epoch 37 伪标签: 正样本: 1142 (33.1%), 负样本: 2311 (66.9%)
2025-05-08 19:48:35 - Epoch 37, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:35 - Epoch 38 伪标签: 正样本: 1142 (33.1%), 负样本: 2311 (66.9%)
2025-05-08 19:48:36 - Epoch 38, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:36 - Epoch 39 伪标签: 正样本: 1134 (32.8%), 负样本: 2319 (67.2%)
2025-05-08 19:48:36 - Epoch 39, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:36 - Epoch 40 伪标签: 正样本: 1137 (32.9%), 负样本: 2316 (67.1%)
2025-05-08 19:48:36 - Epoch 40, 有标签损失: -2601.9434, 一致性损失: 0.0879, 伪标签损失: 0.9552, LPL损失: 7.3480, 聚类损失: 1041.5635, 总损失: -2579.0701
2025-05-08 19:48:36 - Epoch 40, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:37 - Epoch 41 伪标签: 正样本: 1128 (32.7%), 负样本: 2325 (67.3%)
2025-05-08 19:48:37 - Epoch 41, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:37 - Epoch 42 伪标签: 正样本: 1129 (32.7%), 负样本: 2324 (67.3%)
2025-05-08 19:48:38 - Epoch 42, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:38 - Epoch 43 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 19:48:38 - Epoch 43, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:38 - Epoch 44 伪标签: 正样本: 1124 (32.6%), 负样本: 2329 (67.4%)
2025-05-08 19:48:38 - Epoch 44, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:39 - Epoch 45 伪标签: 正样本: 1134 (32.8%), 负样本: 2319 (67.2%)
2025-05-08 19:48:39 - Epoch 45, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:39 - Epoch 46 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 19:48:39 - Epoch 46, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:39 - Epoch 47 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 19:48:40 - Epoch 47, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:40 - Epoch 48 伪标签: 正样本: 1138 (33.0%), 负样本: 2315 (67.0%)
2025-05-08 19:48:40 - Epoch 48, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:40 - Epoch 49 伪标签: 正样本: 1146 (33.2%), 负样本: 2307 (66.8%)
2025-05-08 19:48:41 - Epoch 49, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:41 - Epoch 50 伪标签: 正样本: 1136 (32.9%), 负样本: 2317 (67.1%)
2025-05-08 19:48:41 - Epoch 50, 有标签损失: -5380.6260, 一致性损失: 0.4153, 伪标签损失: 0.9233, LPL损失: 12.1467, 聚类损失: 2169.6470, 总损失: -5323.5732
2025-05-08 19:48:41 - Epoch 50, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:41 - Epoch 51 伪标签: 正样本: 1018 (29.5%), 负样本: 2435 (70.5%)
2025-05-08 19:48:41 - Epoch 51, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:41 - Epoch 52 伪标签: 正样本: 1135 (32.9%), 负样本: 2318 (67.1%)
2025-05-08 19:48:42 - Epoch 52, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:42 - Epoch 53 伪标签: 正样本: 1113 (32.2%), 负样本: 2340 (67.8%)
2025-05-08 19:48:42 - Epoch 53, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:42 - Epoch 54 伪标签: 正样本: 911 (26.4%), 负样本: 2542 (73.6%)
2025-05-08 19:48:42 - Epoch 54, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:43 - Epoch 55 伪标签: 正样本: 1079 (31.2%), 负样本: 2374 (68.8%)
2025-05-08 19:48:43 - Epoch 55, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:43 - Epoch 56 伪标签: 正样本: 767 (22.2%), 负样本: 2686 (77.8%)
2025-05-08 19:48:43 - Epoch 56, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:44 - Epoch 57 伪标签: 正样本: 1143 (33.1%), 负样本: 2310 (66.9%)
2025-05-08 19:48:44 - Epoch 57, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:44 - Epoch 58 伪标签: 正样本: 1138 (33.0%), 负样本: 2315 (67.0%)
2025-05-08 19:48:44 - Epoch 58, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:48:44 - Epoch 59 伪标签: 正样本: 714 (20.7%), 负样本: 2739 (79.3%)
2025-05-08 19:49:02 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:49:02 - 无标签数据数量: 3453
2025-05-08 19:49:02 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:49:02 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:49:02 - 伪标签策略：
2025-05-08 19:49:02 -   使用模型输出和聚类结果的融合
2025-05-08 19:49:02 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:49:02 - Epoch 0, 有标签损失: -5.4533, 一致性损失: 0.1002, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: -5.4523
2025-05-08 19:49:02 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:03 - Epoch 1 伪标签: 正样本: 832 (24.1%), 负样本: 2621 (75.9%)
2025-05-08 19:49:03 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:03 - Epoch 2 伪标签: 正样本: 1972 (57.1%), 负样本: 1481 (42.9%)
2025-05-08 19:49:03 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:03 - Epoch 3 伪标签: 正样本: 3248 (94.1%), 负样本: 205 (5.9%)
2025-05-08 19:49:03 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:03 - Epoch 4 伪标签: 正样本: 3099 (89.7%), 负样本: 354 (10.3%)
2025-05-08 19:49:04 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:04 - Epoch 5 伪标签: 正样本: 1579 (45.7%), 负样本: 1874 (54.3%)
2025-05-08 19:49:04 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:04 - Epoch 6 伪标签: 正样本: 1513 (43.8%), 负样本: 1940 (56.2%)
2025-05-08 19:49:04 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:04 - Epoch 7 伪标签: 正样本: 2925 (84.7%), 负样本: 528 (15.3%)
2025-05-08 19:49:04 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:05 - Epoch 8 伪标签: 正样本: 3340 (96.7%), 负样本: 113 (3.3%)
2025-05-08 19:49:05 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:05 - Epoch 9 伪标签: 正样本: 3066 (88.8%), 负样本: 387 (11.2%)
2025-05-08 19:49:05 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:05 - Epoch 10 伪标签: 正样本: 520 (15.1%), 负样本: 2933 (84.9%)
2025-05-08 19:49:05 - Epoch 10, 有标签损失: -120.8097, 一致性损失: 0.0801, 伪标签损失: 0.7537, LPL损失: 36.3786, 聚类损失: 142.8324, 总损失: -120.8087
2025-05-08 19:49:05 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:05 - Epoch 11 伪标签: 正样本: 531 (15.4%), 负样本: 2922 (84.6%)
2025-05-08 19:49:06 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:06 - Epoch 12 伪标签: 正样本: 570 (16.5%), 负样本: 2883 (83.5%)
2025-05-08 19:49:06 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:49:06 - Epoch 13 伪标签: 正样本: 541 (15.7%), 负样本: 2912 (84.3%)
2025-05-08 19:50:04 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:50:04 - 无标签数据数量: 3453
2025-05-08 19:50:04 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:50:04 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:50:04 - 伪标签策略：
2025-05-08 19:50:04 -   使用模型输出和聚类结果的融合
2025-05-08 19:50:04 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:50:04 - Epoch 0, 有标签损失: -5.4533, 一致性损失: 0.1002, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: -5.3532
2025-05-08 19:50:04 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:04 - Epoch 1 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 19:50:05 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:05 - Epoch 2 伪标签: 正样本: 1947 (56.4%), 负样本: 1506 (43.6%)
2025-05-08 19:50:05 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:05 - Epoch 3 伪标签: 正样本: 3247 (94.0%), 负样本: 206 (6.0%)
2025-05-08 19:50:05 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:05 - Epoch 4 伪标签: 正样本: 3163 (91.6%), 负样本: 290 (8.4%)
2025-05-08 19:50:05 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:06 - Epoch 5 伪标签: 正样本: 1847 (53.5%), 负样本: 1606 (46.5%)
2025-05-08 19:50:06 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:06 - Epoch 6 伪标签: 正样本: 1282 (37.1%), 负样本: 2171 (62.9%)
2025-05-08 19:50:06 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:06 - Epoch 7 伪标签: 正样本: 2072 (60.0%), 负样本: 1381 (40.0%)
2025-05-08 19:50:06 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:06 - Epoch 8 伪标签: 正样本: 3252 (94.2%), 负样本: 201 (5.8%)
2025-05-08 19:50:07 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:07 - Epoch 9 伪标签: 正样本: 3291 (95.3%), 负样本: 162 (4.7%)
2025-05-08 19:50:07 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:07 - Epoch 10 伪标签: 正样本: 522 (15.1%), 负样本: 2931 (84.9%)
2025-05-08 19:50:07 - Epoch 10, 有标签损失: -120.7599, 一致性损失: 0.0220, 伪标签损失: 0.7524, LPL损失: 45.8924, 聚类损失: 142.2229, 总损失: -120.7380
2025-05-08 19:50:07 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:07 - Epoch 11 伪标签: 正样本: 526 (15.2%), 负样本: 2927 (84.8%)
2025-05-08 19:50:07 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:50:08 - Epoch 12 伪标签: 正样本: 537 (15.6%), 负样本: 2916 (84.4%)
2025-05-08 19:50:08 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:10 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:52:10 - 无标签数据数量: 3453
2025-05-08 19:52:10 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:52:10 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:52:10 - 伪标签策略：
2025-05-08 19:52:10 -   使用模型输出和聚类结果的融合
2025-05-08 19:52:11 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:52:11 - Epoch 0, 有标签损失: -5.4533, 一致性损失: 0.1002, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: -5.3532
2025-05-08 19:52:11 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:11 - Epoch 1 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 19:52:11 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:11 - Epoch 2 伪标签: 正样本: 1947 (56.4%), 负样本: 1506 (43.6%)
2025-05-08 19:52:12 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:12 - Epoch 3 伪标签: 正样本: 3247 (94.0%), 负样本: 206 (6.0%)
2025-05-08 19:52:12 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:12 - Epoch 4 伪标签: 正样本: 3163 (91.6%), 负样本: 290 (8.4%)
2025-05-08 19:52:12 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:12 - Epoch 5 伪标签: 正样本: 1847 (53.5%), 负样本: 1606 (46.5%)
2025-05-08 19:52:12 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:12 - Epoch 6 伪标签: 正样本: 1282 (37.1%), 负样本: 2171 (62.9%)
2025-05-08 19:52:13 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:13 - Epoch 7 伪标签: 正样本: 2072 (60.0%), 负样本: 1381 (40.0%)
2025-05-08 19:52:13 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:13 - Epoch 8 伪标签: 正样本: 3252 (94.2%), 负样本: 201 (5.8%)
2025-05-08 19:52:13 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:13 - Epoch 9 伪标签: 正样本: 3291 (95.3%), 负样本: 162 (4.7%)
2025-05-08 19:52:14 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:14 - Epoch 10 伪标签: 正样本: 522 (15.1%), 负样本: 2931 (84.9%)
2025-05-08 19:52:14 - Epoch 10, 有标签损失: -120.7599, 一致性损失: 0.0220, 伪标签损失: 0.7524, LPL损失: 45.8924, 聚类损失: 142.2229, 总损失: -120.7380
2025-05-08 19:52:14 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:14 - Epoch 11 伪标签: 正样本: 526 (15.2%), 负样本: 2927 (84.8%)
2025-05-08 19:52:14 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:14 - Epoch 12 伪标签: 正样本: 537 (15.6%), 负样本: 2916 (84.4%)
2025-05-08 19:52:14 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:52:15 - Epoch 13 伪标签: 正样本: 524 (15.2%), 负样本: 2929 (84.8%)
2025-05-08 19:53:47 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:53:47 - 无标签数据数量: 3453
2025-05-08 19:53:47 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:53:47 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:53:47 - 伪标签策略：
2025-05-08 19:53:47 -   使用模型输出和聚类结果的融合
2025-05-08 19:53:47 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:53:47 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.2775
2025-05-08 19:53:47 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:47 - Epoch 1 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 19:53:48 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:48 - Epoch 2 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 19:53:48 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:48 - Epoch 3 伪标签: 正样本: 11 (0.3%), 负样本: 3442 (99.7%)
2025-05-08 19:53:48 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:48 - Epoch 4 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 19:53:48 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:49 - Epoch 5 伪标签: 正样本: 20 (0.6%), 负样本: 3433 (99.4%)
2025-05-08 19:53:49 - Epoch 5, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:49 - Epoch 6 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 19:53:49 - Epoch 6, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:49 - Epoch 7 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 19:53:49 - Epoch 7, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:49 - Epoch 8 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 19:53:50 - Epoch 8, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:50 - Epoch 9 伪标签: 正样本: 129 (3.7%), 负样本: 3324 (96.3%)
2025-05-08 19:53:50 - Epoch 9, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:50 - Epoch 10 伪标签: 正样本: 256 (7.4%), 负样本: 3197 (92.6%)
2025-05-08 19:53:50 - Epoch 10, 有标签损失: 0.0536, 一致性损失: 0.3451, 伪标签损失: 1.1030, LPL损失: 7.8922, 聚类损失: 39.0218, 总损失: 0.3987
2025-05-08 19:53:50 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:50 - Epoch 11 伪标签: 正样本: 303 (8.8%), 负样本: 3150 (91.2%)
2025-05-08 19:53:50 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:51 - Epoch 12 伪标签: 正样本: 384 (11.1%), 负样本: 3069 (88.9%)
2025-05-08 19:53:51 - Epoch 12, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:51 - Epoch 13 伪标签: 正样本: 460 (13.3%), 负样本: 2993 (86.7%)
2025-05-08 19:53:51 - Epoch 13, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:51 - Epoch 14 伪标签: 正样本: 501 (14.5%), 负样本: 2952 (85.5%)
2025-05-08 19:53:51 - Epoch 14, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:52 - Epoch 15 伪标签: 正样本: 508 (14.7%), 负样本: 2945 (85.3%)
2025-05-08 19:53:52 - Epoch 15, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:52 - Epoch 16 伪标签: 正样本: 501 (14.5%), 负样本: 2952 (85.5%)
2025-05-08 19:53:52 - Epoch 16, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:52 - Epoch 17 伪标签: 正样本: 493 (14.3%), 负样本: 2960 (85.7%)
2025-05-08 19:53:53 - Epoch 17, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:53 - Epoch 18 伪标签: 正样本: 487 (14.1%), 负样本: 2966 (85.9%)
2025-05-08 19:53:53 - Epoch 18, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:53:53 - Epoch 19 伪标签: 正样本: 481 (13.9%), 负样本: 2972 (86.1%)
2025-05-08 19:54:57 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:54:57 - 无标签数据数量: 3453
2025-05-08 19:54:57 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:54:57 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:54:57 - 伪标签策略：
2025-05-08 19:54:57 -   使用模型输出和聚类结果的融合
2025-05-08 19:54:58 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:54:58 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.2775
2025-05-08 19:54:58 - Epoch 0, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:54:58 - Epoch 1 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 19:54:58 - Epoch 1, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:54:58 - Epoch 2 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 19:54:58 - Epoch 2, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:54:59 - Epoch 3 伪标签: 正样本: 11 (0.3%), 负样本: 3442 (99.7%)
2025-05-08 19:54:59 - Epoch 3, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:54:59 - Epoch 4 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 19:54:59 - Epoch 4, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.4750)
2025-05-08 19:54:59 - Epoch 5 伪标签: 正样本: 20 (0.6%), 负样本: 3433 (99.4%)
2025-05-08 19:56:05 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:56:05 - 无标签数据数量: 3453
2025-05-08 19:56:05 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:56:06 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:56:06 - 伪标签策略：
2025-05-08 19:56:06 -   使用模型输出和聚类结果的融合
2025-05-08 19:56:06 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:56:06 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.2775
2025-05-08 19:56:06 - Epoch 0, val mf1: 0.6468, val ACC1: 0.3006, val ACC0: 0.9567, val Gmean: 0.5363 (best 0.6468)
2025-05-08 19:56:06 - Epoch 1 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 19:56:06 - Epoch 1, val mf1: 0.5562, val ACC1: 0.0982, val ACC0: 0.9890, val Gmean: 0.3116 (best 0.6468)
2025-05-08 19:56:07 - Epoch 2 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 19:56:07 - Epoch 2, val mf1: 0.5441, val ACC1: 0.0798, val ACC0: 0.9922, val Gmean: 0.2813 (best 0.6468)
2025-05-08 19:56:07 - Epoch 3 伪标签: 正样本: 11 (0.3%), 负样本: 3442 (99.7%)
2025-05-08 19:56:07 - Epoch 3, val mf1: 0.5559, val ACC1: 0.0920, val ACC0: 0.9942, val Gmean: 0.3025 (best 0.6468)
2025-05-08 19:56:07 - Epoch 4 伪标签: 正样本: 12 (0.3%), 负样本: 3441 (99.7%)
2025-05-08 19:56:07 - Epoch 4, val mf1: 0.5847, val ACC1: 0.1288, val ACC0: 0.9935, val Gmean: 0.3578 (best 0.6468)
2025-05-08 19:56:07 - Epoch 5 伪标签: 正样本: 20 (0.6%), 负样本: 3433 (99.4%)
2025-05-08 19:56:08 - Epoch 5, val mf1: 0.6221, val ACC1: 0.1840, val ACC0: 0.9910, val Gmean: 0.4271 (best 0.6468)
2025-05-08 19:56:08 - Epoch 6 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 19:56:08 - Epoch 6, val mf1: 0.6856, val ACC1: 0.2945, val ACC0: 0.9864, val Gmean: 0.5390 (best 0.6856)
2025-05-08 19:56:08 - Epoch 7 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 19:56:08 - Epoch 7, val mf1: 0.7202, val ACC1: 0.3804, val ACC0: 0.9793, val Gmean: 0.6103 (best 0.7202)
2025-05-08 19:56:08 - Epoch 8 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 19:56:08 - Epoch 8, val mf1: 0.7518, val ACC1: 0.4908, val ACC0: 0.9677, val Gmean: 0.6892 (best 0.7518)
2025-05-08 19:56:08 - Epoch 9 伪标签: 正样本: 129 (3.7%), 负样本: 3324 (96.3%)
2025-05-08 19:56:09 - Epoch 9, val mf1: 0.7683, val ACC1: 0.4785, val ACC0: 0.9800, val Gmean: 0.6848 (best 0.7683)
2025-05-08 19:56:09 - Epoch 10 伪标签: 正样本: 256 (7.4%), 负样本: 3197 (92.6%)
2025-05-08 19:56:09 - Epoch 10, 有标签损失: 0.0536, 一致性损失: 0.3451, 伪标签损失: 1.1030, LPL损失: 7.8922, 聚类损失: 39.0218, 总损失: 0.3987
2025-05-08 19:56:09 - Epoch 10, val mf1: 0.7822, val ACC1: 0.5153, val ACC0: 0.9787, val Gmean: 0.7102 (best 0.7822)
2025-05-08 19:56:09 - Epoch 11 伪标签: 正样本: 303 (8.8%), 负样本: 3150 (91.2%)
2025-05-08 19:56:09 - Epoch 11, val mf1: 0.7873, val ACC1: 0.5215, val ACC0: 0.9800, val Gmean: 0.7149 (best 0.7873)
2025-05-08 19:56:09 - Epoch 12 伪标签: 正样本: 384 (11.1%), 负样本: 3069 (88.9%)
2025-05-08 19:56:09 - Epoch 12, val mf1: 0.7989, val ACC1: 0.5215, val ACC0: 0.9858, val Gmean: 0.7170 (best 0.7989)
2025-05-08 19:56:09 - Epoch 13 伪标签: 正样本: 460 (13.3%), 负样本: 2993 (86.7%)
2025-05-08 19:56:10 - Epoch 13, val mf1: 0.8081, val ACC1: 0.5583, val ACC0: 0.9825, val Gmean: 0.7406 (best 0.8081)
2025-05-08 19:56:10 - Epoch 14 伪标签: 正样本: 501 (14.5%), 负样本: 2952 (85.5%)
2025-05-08 19:56:10 - Epoch 14, val mf1: 0.8130, val ACC1: 0.5767, val ACC0: 0.9813, val Gmean: 0.7522 (best 0.8130)
2025-05-08 19:56:10 - Epoch 15 伪标签: 正样本: 508 (14.7%), 负样本: 2945 (85.3%)
2025-05-08 19:56:10 - Epoch 15, val mf1: 0.7978, val ACC1: 0.6074, val ACC0: 0.9670, val Gmean: 0.7664 (best 0.8130)
2025-05-08 19:56:10 - Epoch 16 伪标签: 正样本: 501 (14.5%), 负样本: 2952 (85.5%)
2025-05-08 19:56:10 - Epoch 16, val mf1: 0.7838, val ACC1: 0.5890, val ACC0: 0.9632, val Gmean: 0.7532 (best 0.8130)
2025-05-08 19:56:11 - Epoch 17 伪标签: 正样本: 493 (14.3%), 负样本: 2960 (85.7%)
2025-05-08 19:56:11 - Epoch 17, val mf1: 0.7735, val ACC1: 0.6135, val ACC0: 0.9515, val Gmean: 0.7640 (best 0.8130)
2025-05-08 19:56:11 - Epoch 18 伪标签: 正样本: 487 (14.1%), 负样本: 2966 (85.9%)
2025-05-08 19:56:11 - Epoch 18, val mf1: 0.7545, val ACC1: 0.6135, val ACC0: 0.9392, val Gmean: 0.7591 (best 0.8130)
2025-05-08 19:56:11 - Epoch 19 伪标签: 正样本: 481 (13.9%), 负样本: 2972 (86.1%)
2025-05-08 19:56:30 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:56:30 - 无标签数据数量: 3453
2025-05-08 19:56:30 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:56:30 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:56:30 - 伪标签策略：
2025-05-08 19:56:30 -   使用模型输出和聚类结果的融合
2025-05-08 19:56:31 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:56:31 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 110.7072
2025-05-08 19:56:31 - Epoch 0, val mf1: 0.5304, val ACC1: 0.6196, val ACC0: 0.6833, val Gmean: 0.6507 (best 0.5304)
2025-05-08 19:56:31 - Epoch 1 伪标签: 正样本: 687 (19.9%), 负样本: 2766 (80.1%)
2025-05-08 19:56:31 - Epoch 1, val mf1: 0.5276, val ACC1: 0.5767, val ACC0: 0.6936, val Gmean: 0.6324 (best 0.5304)
2025-05-08 19:56:31 - Epoch 2 伪标签: 正样本: 787 (22.8%), 负样本: 2666 (77.2%)
2025-05-08 19:56:32 - Epoch 2, val mf1: 0.5255, val ACC1: 0.5890, val ACC0: 0.6858, val Gmean: 0.6356 (best 0.5304)
2025-05-08 19:56:32 - Epoch 3 伪标签: 正样本: 964 (27.9%), 负样本: 2489 (72.1%)
2025-05-08 19:56:32 - Epoch 3, val mf1: 0.4949, val ACC1: 0.6012, val ACC0: 0.6309, val Gmean: 0.6159 (best 0.5304)
2025-05-08 19:56:32 - Epoch 4 伪标签: 正样本: 1514 (43.8%), 负样本: 1939 (56.2%)
2025-05-08 19:56:32 - Epoch 4, val mf1: 0.4876, val ACC1: 0.1288, val ACC0: 0.8487, val Gmean: 0.3307 (best 0.5304)
2025-05-08 19:56:32 - Epoch 5 伪标签: 正样本: 1072 (31.0%), 负样本: 2381 (69.0%)
2025-05-08 19:56:33 - Epoch 5, val mf1: 0.4921, val ACC1: 0.0982, val ACC0: 0.8856, val Gmean: 0.2948 (best 0.5304)
2025-05-08 19:56:33 - Epoch 6 伪标签: 正样本: 1051 (30.4%), 负样本: 2402 (69.6%)
2025-05-08 19:56:33 - Epoch 6, val mf1: 0.4916, val ACC1: 0.0368, val ACC0: 0.9599, val Gmean: 0.1880 (best 0.5304)
2025-05-08 19:56:33 - Epoch 7 伪标签: 正样本: 925 (26.8%), 负样本: 2528 (73.2%)
2025-05-08 19:56:33 - Epoch 7, val mf1: 0.4878, val ACC1: 0.0184, val ACC0: 0.9858, val Gmean: 0.1347 (best 0.5304)
2025-05-08 19:56:33 - Epoch 8 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 19:56:34 - Epoch 8, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.5304)
2025-05-08 19:56:34 - Epoch 9 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-08 19:56:34 - Epoch 9, val mf1: 0.4812, val ACC1: 0.0061, val ACC0: 1.0000, val Gmean: 0.0783 (best 0.5304)
2025-05-08 19:56:34 - Epoch 10 伪标签: 正样本: 1587 (46.0%), 负样本: 1866 (54.0%)
2025-05-08 19:56:34 - Epoch 10, 有标签损失: 0.6884, 一致性损失: 0.0007, 伪标签损失: 0.4468, LPL损失: 30.5930, 聚类损失: 0.0225, 总损失: 31.7514
2025-05-08 19:56:34 - Epoch 10, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5304)
2025-05-08 19:56:35 - Epoch 11 伪标签: 正样本: 1593 (46.1%), 负样本: 1860 (53.9%)
2025-05-08 19:56:35 - Epoch 11, val mf1: 0.4750, val ACC1: 0.0000, val ACC0: 1.0000, val Gmean: 0.0000 (best 0.5304)
2025-05-08 19:56:35 - Epoch 12 伪标签: 正样本: 1568 (45.4%), 负样本: 1885 (54.6%)
2025-05-08 19:56:35 - Epoch 12, val mf1: 0.4810, val ACC1: 0.0061, val ACC0: 0.9994, val Gmean: 0.0783 (best 0.5304)
2025-05-08 19:56:35 - Epoch 13 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 19:56:36 - Epoch 13, val mf1: 0.4810, val ACC1: 0.0061, val ACC0: 0.9994, val Gmean: 0.0783 (best 0.5304)
2025-05-08 19:56:36 - Epoch 14 伪标签: 正样本: 1563 (45.3%), 负样本: 1890 (54.7%)
2025-05-08 19:56:36 - Epoch 14, val mf1: 0.4810, val ACC1: 0.0061, val ACC0: 0.9994, val Gmean: 0.0783 (best 0.5304)
2025-05-08 19:56:36 - Epoch 15 伪标签: 正样本: 1589 (46.0%), 负样本: 1864 (54.0%)
2025-05-08 19:56:36 - Epoch 15, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.5304)
2025-05-08 19:56:36 - Epoch 16 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 19:56:37 - Epoch 16, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.5304)
2025-05-08 19:56:37 - Epoch 17 伪标签: 正样本: 1574 (45.6%), 负样本: 1879 (54.4%)
2025-05-08 19:56:37 - Epoch 17, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.5304)
2025-05-08 19:56:37 - Epoch 18 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 19:56:37 - Epoch 18, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.5304)
2025-05-08 19:56:37 - Epoch 19 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 19:56:38 - Epoch 19, val mf1: 0.4995, val ACC1: 0.0245, val ACC0: 1.0000, val Gmean: 0.1567 (best 0.5304)
2025-05-08 19:56:38 - Epoch 20 伪标签: 正样本: 1590 (46.0%), 负样本: 1863 (54.0%)
2025-05-08 19:56:38 - Epoch 20, 有标签损失: 0.6275, 一致性损失: 0.0003, 伪标签损失: 0.4320, LPL损失: 31.5521, 聚类损失: 0.0338, 总损失: 32.6456
2025-05-08 19:56:38 - Epoch 20, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.5304)
2025-05-08 19:56:38 - Epoch 21 伪标签: 正样本: 1590 (46.0%), 负样本: 1863 (54.0%)
2025-05-08 19:56:38 - Epoch 21, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.5304)
2025-05-08 19:56:39 - Epoch 22 伪标签: 正样本: 1538 (44.5%), 负样本: 1915 (55.5%)
2025-05-08 19:56:39 - Epoch 22, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.5342)
2025-05-08 19:56:39 - Epoch 23 伪标签: 正样本: 1622 (47.0%), 负样本: 1831 (53.0%)
2025-05-08 19:56:39 - Epoch 23, val mf1: 0.5864, val ACC1: 0.1227, val ACC0: 0.9994, val Gmean: 0.3502 (best 0.5864)
2025-05-08 19:56:39 - Epoch 24 伪标签: 正样本: 1583 (45.8%), 负样本: 1870 (54.2%)
2025-05-08 19:56:39 - Epoch 24, val mf1: 0.5963, val ACC1: 0.1350, val ACC0: 0.9994, val Gmean: 0.3673 (best 0.5963)
2025-05-08 19:56:39 - Epoch 25 伪标签: 正样本: 1580 (45.8%), 负样本: 1873 (54.2%)
2025-05-08 19:56:40 - Epoch 25, val mf1: 0.6155, val ACC1: 0.1595, val ACC0: 0.9994, val Gmean: 0.3993 (best 0.6155)
2025-05-08 19:56:40 - Epoch 26 伪标签: 正样本: 1591 (46.1%), 负样本: 1862 (53.9%)
2025-05-08 19:56:40 - Epoch 26, val mf1: 0.6248, val ACC1: 0.1718, val ACC0: 0.9994, val Gmean: 0.4143 (best 0.6248)
2025-05-08 19:56:40 - Epoch 27 伪标签: 正样本: 1608 (46.6%), 负样本: 1845 (53.4%)
2025-05-08 19:56:40 - Epoch 27, val mf1: 0.6293, val ACC1: 0.1779, val ACC0: 0.9994, val Gmean: 0.4217 (best 0.6293)
2025-05-08 19:56:40 - Epoch 28 伪标签: 正样本: 1615 (46.8%), 负样本: 1838 (53.2%)
2025-05-08 19:56:41 - Epoch 28, val mf1: 0.6293, val ACC1: 0.1779, val ACC0: 0.9994, val Gmean: 0.4217 (best 0.6293)
2025-05-08 19:56:41 - Epoch 29 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 19:56:41 - Epoch 29, val mf1: 0.6339, val ACC1: 0.1840, val ACC0: 0.9994, val Gmean: 0.4289 (best 0.6339)
2025-05-08 19:56:41 - Epoch 30 伪标签: 正样本: 1625 (47.1%), 负样本: 1828 (52.9%)
2025-05-08 19:56:41 - Epoch 30, 有标签损失: 0.4436, 一致性损失: 0.0009, 伪标签损失: 0.4483, LPL损失: 27.9964, 聚类损失: 0.1305, 总损失: 29.0196
2025-05-08 19:56:41 - Epoch 30, val mf1: 0.6384, val ACC1: 0.1902, val ACC0: 0.9994, val Gmean: 0.4360 (best 0.6384)
2025-05-08 19:56:41 - Epoch 31 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 19:56:42 - Epoch 31, val mf1: 0.6384, val ACC1: 0.1902, val ACC0: 0.9994, val Gmean: 0.4360 (best 0.6384)
2025-05-08 19:56:42 - Epoch 32 伪标签: 正样本: 1624 (47.0%), 负样本: 1829 (53.0%)
2025-05-08 19:56:42 - Epoch 32, val mf1: 0.6339, val ACC1: 0.1840, val ACC0: 0.9994, val Gmean: 0.4289 (best 0.6384)
2025-05-08 19:57:01 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:57:01 - 无标签数据数量: 3453
2025-05-08 19:57:01 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:57:01 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:57:01 - 伪标签策略：
2025-05-08 19:57:01 -   使用模型输出和聚类结果的融合
2025-05-08 19:57:01 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:57:01 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.7590
2025-05-08 19:57:01 - Epoch 0, val mf1: 0.6479, val ACC1: 0.2699, val ACC0: 0.9703, val Gmean: 0.5118 (best 0.6479)
2025-05-08 19:57:02 - Epoch 1 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 19:57:02 - Epoch 1, val mf1: 0.5545, val ACC1: 0.0982, val ACC0: 0.9871, val Gmean: 0.3113 (best 0.6479)
2025-05-08 19:57:02 - Epoch 2 伪标签: 正样本: 19 (0.6%), 负样本: 3434 (99.4%)
2025-05-08 19:57:02 - Epoch 2, val mf1: 0.5428, val ACC1: 0.0859, val ACC0: 0.9845, val Gmean: 0.2908 (best 0.6479)
2025-05-08 19:57:02 - Epoch 3 伪标签: 正样本: 28 (0.8%), 负样本: 3425 (99.2%)
2025-05-08 19:57:02 - Epoch 3, val mf1: 0.5506, val ACC1: 0.0982, val ACC0: 0.9825, val Gmean: 0.3106 (best 0.6479)
2025-05-08 19:57:02 - Epoch 4 伪标签: 正样本: 41 (1.2%), 负样本: 3412 (98.8%)
2025-05-08 19:57:03 - Epoch 4, val mf1: 0.5851, val ACC1: 0.1595, val ACC0: 0.9735, val Gmean: 0.3941 (best 0.6479)
2025-05-08 19:57:03 - Epoch 5 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 19:57:03 - Epoch 5, val mf1: 0.5854, val ACC1: 0.1902, val ACC0: 0.9548, val Gmean: 0.4261 (best 0.6479)
2025-05-08 19:57:03 - Epoch 6 伪标签: 正样本: 131 (3.8%), 负样本: 3322 (96.2%)
2025-05-08 19:57:04 - Epoch 6, val mf1: 0.6268, val ACC1: 0.3067, val ACC0: 0.9367, val Gmean: 0.5360 (best 0.6479)
2025-05-08 19:57:04 - Epoch 7 伪标签: 正样本: 189 (5.5%), 负样本: 3264 (94.5%)
2025-05-08 19:57:04 - Epoch 7, val mf1: 0.6471, val ACC1: 0.3988, val ACC0: 0.9186, val Gmean: 0.6052 (best 0.6479)
2025-05-08 19:57:04 - Epoch 8 伪标签: 正样本: 260 (7.5%), 负样本: 3193 (92.5%)
2025-05-08 19:57:04 - Epoch 8, val mf1: 0.6744, val ACC1: 0.5153, val ACC0: 0.9037, val Gmean: 0.6824 (best 0.6744)
2025-05-08 19:57:04 - Epoch 9 伪标签: 正样本: 328 (9.5%), 负样本: 3125 (90.5%)
2025-05-08 19:57:05 - Epoch 9, val mf1: 0.6800, val ACC1: 0.5460, val ACC0: 0.8992, val Gmean: 0.7007 (best 0.6800)
2025-05-08 19:57:05 - Epoch 10 伪标签: 正样本: 589 (17.1%), 负样本: 2864 (82.9%)
2025-05-08 19:57:05 - Epoch 10, 有标签损失: 0.0619, 一致性损失: 0.5744, 伪标签损失: 1.1508, LPL损失: 10.5175, 聚类损失: 36.7544, 总损失: 0.6655
2025-05-08 19:57:05 - Epoch 10, val mf1: 0.6890, val ACC1: 0.5644, val ACC0: 0.9017, val Gmean: 0.7134 (best 0.6890)
2025-05-08 19:57:05 - Epoch 11 伪标签: 正样本: 197 (5.7%), 负样本: 3256 (94.3%)
2025-05-08 19:57:05 - Epoch 11, val mf1: 0.6895, val ACC1: 0.5767, val ACC0: 0.8985, val Gmean: 0.7198 (best 0.6895)
2025-05-08 19:57:05 - Epoch 12 伪标签: 正样本: 420 (12.2%), 负样本: 3033 (87.8%)
2025-05-08 19:57:06 - Epoch 12, val mf1: 0.6898, val ACC1: 0.5644, val ACC0: 0.9024, val Gmean: 0.7137 (best 0.6898)
2025-05-08 19:57:06 - Epoch 13 伪标签: 正样本: 593 (17.2%), 负样本: 2860 (82.8%)
2025-05-08 19:57:06 - Epoch 13, val mf1: 0.7025, val ACC1: 0.5890, val ACC0: 0.9063, val Gmean: 0.7306 (best 0.7025)
2025-05-08 19:57:06 - Epoch 14 伪标签: 正样本: 718 (20.8%), 负样本: 2735 (79.2%)
2025-05-08 19:57:06 - Epoch 14, val mf1: 0.7303, val ACC1: 0.5767, val ACC0: 0.9315, val Gmean: 0.7329 (best 0.7303)
2025-05-08 19:57:06 - Epoch 15 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 19:57:07 - Epoch 15, val mf1: 0.7566, val ACC1: 0.6196, val ACC0: 0.9392, val Gmean: 0.7629 (best 0.7566)
2025-05-08 19:57:07 - Epoch 16 伪标签: 正样本: 911 (26.4%), 负样本: 2542 (73.6%)
2025-05-08 19:57:07 - Epoch 16, val mf1: 0.7743, val ACC1: 0.6503, val ACC0: 0.9438, val Gmean: 0.7834 (best 0.7743)
2025-05-08 19:57:07 - Epoch 17 伪标签: 正样本: 968 (28.0%), 负样本: 2485 (72.0%)
2025-05-08 19:57:07 - Epoch 17, val mf1: 0.7711, val ACC1: 0.6933, val ACC0: 0.9321, val Gmean: 0.8039 (best 0.7743)
2025-05-08 19:57:07 - Epoch 18 伪标签: 正样本: 1028 (29.8%), 负样本: 2425 (70.2%)
2025-05-08 19:57:08 - Epoch 18, val mf1: 0.7395, val ACC1: 0.7239, val ACC0: 0.9017, val Gmean: 0.8080 (best 0.7743)
2025-05-08 19:57:08 - Epoch 19 伪标签: 正样本: 1079 (31.2%), 负样本: 2374 (68.8%)
2025-05-08 19:57:08 - Epoch 19, val mf1: 0.6733, val ACC1: 0.7485, val ACC0: 0.8339, val Gmean: 0.7900 (best 0.7743)
2025-05-08 19:57:08 - Epoch 20 伪标签: 正样本: 1119 (32.4%), 负样本: 2334 (67.6%)
2025-05-08 19:57:08 - Epoch 20, 有标签损失: 0.0046, 一致性损失: 0.1505, 伪标签损失: 1.2348, LPL损失: 6.4462, 聚类损失: 13.6518, 总损失: 0.3260
2025-05-08 19:57:09 - Epoch 20, val mf1: 0.6584, val ACC1: 0.7546, val ACC0: 0.8158, val Gmean: 0.7846 (best 0.7743)
2025-05-08 19:57:09 - Epoch 21 伪标签: 正样本: 1128 (32.7%), 负样本: 2325 (67.3%)
2025-05-08 19:57:09 - Epoch 21, val mf1: 0.6703, val ACC1: 0.7485, val ACC0: 0.8306, val Gmean: 0.7885 (best 0.7743)
2025-05-08 19:57:09 - Epoch 22 伪标签: 正样本: 1134 (32.8%), 负样本: 2319 (67.2%)
2025-05-08 19:57:09 - Epoch 22, val mf1: 0.6975, val ACC1: 0.7485, val ACC0: 0.8584, val Gmean: 0.8016 (best 0.7743)
2025-05-08 19:57:09 - Epoch 23 伪标签: 正样本: 1109 (32.1%), 负样本: 2344 (67.9%)
2025-05-08 19:57:10 - Epoch 23, val mf1: 0.7295, val ACC1: 0.7485, val ACC0: 0.8875, val Gmean: 0.8150 (best 0.7743)
2025-05-08 19:57:10 - Epoch 24 伪标签: 正样本: 1065 (30.8%), 负样本: 2388 (69.2%)
2025-05-08 19:57:10 - Epoch 24, val mf1: 0.7717, val ACC1: 0.7362, val ACC0: 0.9231, val Gmean: 0.8244 (best 0.7743)
2025-05-08 19:57:10 - Epoch 25 伪标签: 正样本: 1056 (30.6%), 负样本: 2397 (69.4%)
2025-05-08 19:57:10 - Epoch 25, val mf1: 0.7918, val ACC1: 0.7301, val ACC0: 0.9379, val Gmean: 0.8275 (best 0.7918)
2025-05-08 19:57:10 - Epoch 26 伪标签: 正样本: 1050 (30.4%), 负样本: 2403 (69.6%)
2025-05-08 19:57:10 - Epoch 26, val mf1: 0.8172, val ACC1: 0.7301, val ACC0: 0.9535, val Gmean: 0.8343 (best 0.8172)
2025-05-08 19:57:10 - Epoch 27 伪标签: 正样本: 1070 (31.0%), 负样本: 2383 (69.0%)
2025-05-08 19:57:11 - Epoch 27, val mf1: 0.8428, val ACC1: 0.7178, val ACC0: 0.9696, val Gmean: 0.8343 (best 0.8428)
2025-05-08 19:57:11 - Epoch 28 伪标签: 正样本: 1055 (30.6%), 负样本: 2398 (69.4%)
2025-05-08 19:57:11 - Epoch 28, val mf1: 0.8614, val ACC1: 0.6994, val ACC0: 0.9819, val Gmean: 0.8287 (best 0.8614)
2025-05-08 19:57:11 - Epoch 29 伪标签: 正样本: 1036 (30.0%), 负样本: 2417 (70.0%)
2025-05-08 19:57:11 - Epoch 29, val mf1: 0.8787, val ACC1: 0.6748, val ACC0: 0.9935, val Gmean: 0.8188 (best 0.8787)
2025-05-08 19:57:11 - Epoch 30 伪标签: 正样本: 1020 (29.5%), 负样本: 2433 (70.5%)
2025-05-08 19:57:12 - Epoch 30, 有标签损失: 0.0127, 一致性损失: 0.0352, 伪标签损失: 0.9953, LPL损失: 15.1580, 聚类损失: 5.3147, 总损失: 0.4017
2025-05-08 19:57:12 - Epoch 30, val mf1: 0.8787, val ACC1: 0.6994, val ACC0: 0.9897, val Gmean: 0.8320 (best 0.8787)
2025-05-08 19:57:12 - Epoch 31 伪标签: 正样本: 995 (28.8%), 负样本: 2458 (71.2%)
2025-05-08 19:57:12 - Epoch 31, val mf1: 0.8723, val ACC1: 0.6503, val ACC0: 0.9948, val Gmean: 0.8043 (best 0.8787)
2025-05-08 19:57:12 - Epoch 32 伪标签: 正样本: 1058 (30.6%), 负样本: 2395 (69.4%)
2025-05-08 19:57:12 - Epoch 32, val mf1: 0.8713, val ACC1: 0.6994, val ACC0: 0.9864, val Gmean: 0.8306 (best 0.8787)
2025-05-08 19:57:12 - Epoch 33 伪标签: 正样本: 1036 (30.0%), 负样本: 2417 (70.0%)
2025-05-08 19:57:13 - Epoch 33, val mf1: 0.8772, val ACC1: 0.6871, val ACC0: 0.9910, val Gmean: 0.8252 (best 0.8787)
2025-05-08 19:57:13 - Epoch 34 伪标签: 正样本: 979 (28.4%), 负样本: 2474 (71.6%)
2025-05-08 19:57:13 - Epoch 34, val mf1: 0.8756, val ACC1: 0.6748, val ACC0: 0.9922, val Gmean: 0.8183 (best 0.8787)
2025-05-08 19:57:13 - Epoch 35 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 19:57:13 - Epoch 35, val mf1: 0.8693, val ACC1: 0.6503, val ACC0: 0.9935, val Gmean: 0.8038 (best 0.8787)
2025-05-08 19:57:13 - Epoch 36 伪标签: 正样本: 931 (27.0%), 负样本: 2522 (73.0%)
2025-05-08 19:57:13 - Epoch 36, val mf1: 0.8583, val ACC1: 0.6564, val ACC0: 0.9877, val Gmean: 0.8052 (best 0.8787)
2025-05-08 19:57:14 - Epoch 37 伪标签: 正样本: 896 (25.9%), 负样本: 2557 (74.1%)
2025-05-08 19:57:14 - Epoch 37, val mf1: 0.8488, val ACC1: 0.6135, val ACC0: 0.9910, val Gmean: 0.7797 (best 0.8787)
2025-05-08 19:57:14 - Epoch 38 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 19:57:14 - Epoch 38, val mf1: 0.8448, val ACC1: 0.6074, val ACC0: 0.9903, val Gmean: 0.7755 (best 0.8787)
2025-05-08 19:57:14 - Epoch 39 伪标签: 正样本: 42 (1.2%), 负样本: 3411 (98.8%)
2025-05-08 19:57:14 - Epoch 39, val mf1: 0.8276, val ACC1: 0.5521, val ACC0: 0.9929, val Gmean: 0.7404 (best 0.8787)
2025-05-08 19:57:14 - Epoch 40 伪标签: 正样本: 38 (1.1%), 负样本: 3415 (98.9%)
2025-05-08 19:57:15 - Epoch 40, 有标签损失: 0.0102, 一致性损失: 0.0159, 伪标签损失: 0.4977, LPL损失: 7.3503, 聚类损失: 4.0863, 总损失: 0.2705
2025-05-08 19:57:15 - Epoch 40, val mf1: 0.8143, val ACC1: 0.5092, val ACC0: 0.9955, val Gmean: 0.7120 (best 0.8787)
2025-05-08 19:57:15 - Epoch 41 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 19:57:15 - Epoch 41, val mf1: 0.7863, val ACC1: 0.4417, val ACC0: 0.9974, val Gmean: 0.6638 (best 0.8787)
2025-05-08 19:57:15 - Epoch 42 伪标签: 正样本: 814 (23.6%), 负样本: 2639 (76.4%)
2025-05-08 19:57:15 - Epoch 42, val mf1: 0.7798, val ACC1: 0.4233, val ACC0: 0.9987, val Gmean: 0.6502 (best 0.8787)
2025-05-08 19:57:15 - Epoch 43 伪标签: 正样本: 776 (22.5%), 负样本: 2677 (77.5%)
2025-05-08 19:57:16 - Epoch 43, val mf1: 0.7536, val ACC1: 0.3742, val ACC0: 0.9987, val Gmean: 0.6114 (best 0.8787)
2025-05-08 19:57:16 - Epoch 44 伪标签: 正样本: 722 (20.9%), 负样本: 2731 (79.1%)
2025-05-08 19:57:16 - Epoch 44, val mf1: 0.7328, val ACC1: 0.3374, val ACC0: 0.9987, val Gmean: 0.5805 (best 0.8787)
2025-05-08 19:57:16 - Epoch 45 伪标签: 正样本: 660 (19.1%), 负样本: 2793 (80.9%)
2025-05-08 19:57:16 - Epoch 45, val mf1: 0.7256, val ACC1: 0.3252, val ACC0: 0.9987, val Gmean: 0.5699 (best 0.8787)
2025-05-08 19:57:17 - Epoch 46 伪标签: 正样本: 29 (0.8%), 负样本: 3424 (99.2%)
2025-05-08 19:57:17 - Epoch 46, val mf1: 0.7183, val ACC1: 0.3129, val ACC0: 0.9987, val Gmean: 0.5590 (best 0.8787)
2025-05-08 19:57:17 - Epoch 47 伪标签: 正样本: 615 (17.8%), 负样本: 2838 (82.2%)
2025-05-08 19:57:17 - Epoch 47, val mf1: 0.7146, val ACC1: 0.3129, val ACC0: 0.9968, val Gmean: 0.5585 (best 0.8787)
2025-05-08 19:57:17 - Epoch 48 伪标签: 正样本: 559 (16.2%), 负样本: 2894 (83.8%)
2025-05-08 19:57:17 - Epoch 48, val mf1: 0.7097, val ACC1: 0.3067, val ACC0: 0.9961, val Gmean: 0.5528 (best 0.8787)
2025-05-08 19:57:18 - Epoch 49 伪标签: 正样本: 30 (0.9%), 负样本: 3423 (99.1%)
2025-05-08 19:57:18 - Epoch 49, val mf1: 0.7097, val ACC1: 0.3067, val ACC0: 0.9961, val Gmean: 0.5528 (best 0.8787)
2025-05-08 19:57:18 - Epoch 50 伪标签: 正样本: 558 (16.2%), 负样本: 2895 (83.8%)
2025-05-08 19:57:18 - Epoch 50, 有标签损失: 0.0114, 一致性损失: 0.0105, 伪标签损失: 0.6775, LPL损失: 12.5110, 聚类损失: 1.8511, 总损失: 0.4047
2025-05-08 19:57:18 - Epoch 50, val mf1: 0.7060, val ACC1: 0.3006, val ACC0: 0.9961, val Gmean: 0.5472 (best 0.8787)
2025-05-08 19:57:18 - Epoch 51 伪标签: 正样本: 544 (15.8%), 负样本: 2909 (84.2%)
2025-05-08 19:57:18 - Epoch 51, val mf1: 0.6986, val ACC1: 0.2883, val ACC0: 0.9961, val Gmean: 0.5359 (best 0.8787)
2025-05-08 19:57:18 - Epoch 52 伪标签: 正样本: 505 (14.6%), 负样本: 2948 (85.4%)
2025-05-08 19:57:19 - Epoch 52, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8787)
2025-05-08 19:57:19 - Epoch 53 伪标签: 正样本: 459 (13.3%), 负样本: 2994 (86.7%)
2025-05-08 19:57:19 - Epoch 53, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8787)
2025-05-08 19:57:19 - Epoch 54 伪标签: 正样本: 433 (12.5%), 负样本: 3020 (87.5%)
2025-05-08 19:57:20 - Epoch 54, val mf1: 0.6944, val ACC1: 0.2761, val ACC0: 0.9981, val Gmean: 0.5249 (best 0.8787)
2025-05-08 19:57:20 - Epoch 55 伪标签: 正样本: 24 (0.7%), 负样本: 3429 (99.3%)
2025-05-08 19:57:20 - Epoch 55, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8787)
2025-05-08 19:57:20 - Epoch 56 伪标签: 正样本: 345 (10.0%), 负样本: 3108 (90.0%)
2025-05-08 19:57:21 - Epoch 56, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8787)
2025-05-08 19:57:21 - Epoch 57 伪标签: 正样本: 21 (0.6%), 负样本: 3432 (99.4%)
2025-05-08 19:57:21 - Epoch 57, val mf1: 0.6685, val ACC1: 0.2331, val ACC0: 0.9994, val Gmean: 0.4827 (best 0.8787)
2025-05-08 19:57:21 - Epoch 58 伪标签: 正样本: 319 (9.2%), 负样本: 3134 (90.8%)
2025-05-08 19:57:21 - Epoch 58, val mf1: 0.6559, val ACC1: 0.2147, val ACC0: 0.9994, val Gmean: 0.4632 (best 0.8787)
2025-05-08 19:57:21 - Epoch 59 伪标签: 正样本: 312 (9.0%), 负样本: 3141 (91.0%)
2025-05-08 19:57:22 - Epoch 59, val mf1: 0.6472, val ACC1: 0.2025, val ACC0: 0.9994, val Gmean: 0.4498 (best 0.8787)
2025-05-08 19:57:22 - Epoch 60 伪标签: 正样本: 298 (8.6%), 负样本: 3155 (91.4%)
2025-05-08 19:57:22 - Epoch 60, 有标签损失: 0.0130, 一致性损失: 0.0072, 伪标签损失: 0.5274, LPL损失: 8.8283, 聚类损失: 0.9257, 总损失: 0.3343
2025-05-08 19:57:22 - Epoch 60, val mf1: 0.6293, val ACC1: 0.1779, val ACC0: 0.9994, val Gmean: 0.4217 (best 0.8787)
2025-05-08 19:57:22 - Epoch 61 伪标签: 正样本: 296 (8.6%), 负样本: 3157 (91.4%)
2025-05-08 19:57:22 - Epoch 61, val mf1: 0.6155, val ACC1: 0.1595, val ACC0: 0.9994, val Gmean: 0.3993 (best 0.8787)
2025-05-08 19:57:23 - Epoch 62 伪标签: 正样本: 257 (7.4%), 负样本: 3196 (92.6%)
2025-05-08 19:57:23 - Epoch 62, val mf1: 0.6108, val ACC1: 0.1534, val ACC0: 0.9994, val Gmean: 0.3915 (best 0.8787)
2025-05-08 19:57:23 - Epoch 63 伪标签: 正样本: 244 (7.1%), 负样本: 3209 (92.9%)
2025-05-08 19:57:23 - Epoch 63, val mf1: 0.6068, val ACC1: 0.1472, val ACC0: 1.0000, val Gmean: 0.3837 (best 0.8787)
2025-05-08 19:57:23 - Epoch 64 伪标签: 正样本: 221 (6.4%), 负样本: 3232 (93.6%)
2025-05-08 19:57:24 - Epoch 64, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8787)
2025-05-08 19:57:24 - Epoch 65 伪标签: 正样本: 199 (5.8%), 负样本: 3254 (94.2%)
2025-05-08 19:57:24 - Epoch 65, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8787)
2025-05-08 19:57:24 - Epoch 66 伪标签: 正样本: 188 (5.4%), 负样本: 3265 (94.6%)
2025-05-08 19:57:24 - Epoch 66, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8787)
2025-05-08 19:57:25 - Epoch 67 伪标签: 正样本: 176 (5.1%), 负样本: 3277 (94.9%)
2025-05-08 19:57:25 - Epoch 67, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8787)
2025-05-08 19:57:25 - Epoch 68 伪标签: 正样本: 167 (4.8%), 负样本: 3286 (95.2%)
2025-05-08 19:57:25 - Epoch 68, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8787)
2025-05-08 19:57:26 - Epoch 69 伪标签: 正样本: 1233 (35.7%), 负样本: 2220 (64.3%)
2025-05-08 19:57:26 - Epoch 69, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8787)
2025-05-08 19:57:26 - Epoch 70 伪标签: 正样本: 145 (4.2%), 负样本: 3308 (95.8%)
2025-05-08 19:57:26 - Epoch 70, 有标签损失: 0.0121, 一致性损失: 0.0072, 伪标签损失: 0.4746, LPL损失: 4.2441, 聚类损失: 0.4661, 总损失: 0.2051
2025-05-08 19:57:26 - Epoch 70, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8787)
2025-05-08 19:57:27 - Epoch 71 伪标签: 正样本: 139 (4.0%), 负样本: 3314 (96.0%)
2025-05-08 19:57:27 - Epoch 71, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8787)
2025-05-08 19:57:27 - Epoch 72 伪标签: 正样本: 1541 (44.6%), 负样本: 1912 (55.4%)
2025-05-08 19:57:27 - Epoch 72, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8787)
2025-05-08 19:57:28 - Epoch 73 伪标签: 正样本: 130 (3.8%), 负样本: 3323 (96.2%)
2025-05-08 19:57:28 - Epoch 73, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8787)
2025-05-08 19:57:28 - Epoch 74 伪标签: 正样本: 125 (3.6%), 负样本: 3328 (96.4%)
2025-05-08 19:57:28 - Epoch 74, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8787)
2025-05-08 19:57:28 - Epoch 75 伪标签: 正样本: 124 (3.6%), 负样本: 3329 (96.4%)
2025-05-08 19:57:29 - Epoch 75, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8787)
2025-05-08 19:57:29 - Epoch 76 伪标签: 正样本: 127 (3.7%), 负样本: 3326 (96.3%)
2025-05-08 19:57:29 - Epoch 76, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8787)
2025-05-08 19:57:29 - Epoch 77 伪标签: 正样本: 121 (3.5%), 负样本: 3332 (96.5%)
2025-05-08 19:57:30 - Epoch 77, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8787)
2025-05-08 19:57:30 - Epoch 78 伪标签: 正样本: 121 (3.5%), 负样本: 3332 (96.5%)
2025-05-08 19:57:30 - Epoch 78, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8787)
2025-05-08 19:57:30 - Epoch 79 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 19:57:30 - Epoch 79, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8787)
2025-05-08 19:57:30 - Epoch 80 伪标签: 正样本: 112 (3.2%), 负样本: 3341 (96.8%)
2025-05-08 19:57:31 - Epoch 80, 有标签损失: 0.0093, 一致性损失: 0.0070, 伪标签损失: 0.4763, LPL损失: 3.6278, 聚类损失: 0.2728, 总损失: 0.2024
2025-05-08 19:57:31 - Epoch 80, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8787)
2025-05-08 19:57:31 - Epoch 81 伪标签: 正样本: 102 (3.0%), 负样本: 3351 (97.0%)
2025-05-08 19:57:31 - Epoch 81, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:31 - Epoch 82 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 19:57:31 - Epoch 82, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:31 - Epoch 83 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 19:57:32 - Epoch 83, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:32 - Epoch 84 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 19:57:32 - Epoch 84, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8787)
2025-05-08 19:57:32 - Epoch 85 伪标签: 正样本: 88 (2.5%), 负样本: 3365 (97.5%)
2025-05-08 19:57:33 - Epoch 85, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:33 - Epoch 86 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 19:57:33 - Epoch 86, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:33 - Epoch 87 伪标签: 正样本: 79 (2.3%), 负样本: 3374 (97.7%)
2025-05-08 19:57:33 - Epoch 87, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:34 - Epoch 88 伪标签: 正样本: 79 (2.3%), 负样本: 3374 (97.7%)
2025-05-08 19:57:34 - Epoch 88, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:34 - Epoch 89 伪标签: 正样本: 71 (2.1%), 负样本: 3382 (97.9%)
2025-05-08 19:57:34 - Epoch 89, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:34 - Epoch 90 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 19:57:34 - Epoch 90, 有标签损失: 0.0071, 一致性损失: 0.0053, 伪标签损失: 0.4621, LPL损失: 2.3431, 聚类损失: 0.1660, 总损失: 0.1618
2025-05-08 19:57:35 - Epoch 90, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:35 - Epoch 91 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 19:57:35 - Epoch 91, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:35 - Epoch 92 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 19:57:36 - Epoch 92, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:36 - Epoch 93 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 19:57:36 - Epoch 93, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:36 - Epoch 94 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-08 19:57:36 - Epoch 94, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:37 - Epoch 95 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 19:57:37 - Epoch 95, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8787)
2025-05-08 19:57:37 - Epoch 96 伪标签: 正样本: 57 (1.7%), 负样本: 3396 (98.3%)
2025-05-08 19:57:37 - Epoch 96, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:37 - Epoch 97 伪标签: 正样本: 1520 (44.0%), 负样本: 1933 (56.0%)
2025-05-08 19:57:38 - Epoch 97, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8787)
2025-05-08 19:57:38 - Epoch 98 伪标签: 正样本: 56 (1.6%), 负样本: 3397 (98.4%)
2025-05-08 19:57:38 - Epoch 98, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8787)
2025-05-08 19:57:38 - Epoch 99 伪标签: 正样本: 1576 (45.6%), 负样本: 1877 (54.4%)
2025-05-08 19:57:39 - Epoch 99, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8787)
2025-05-08 19:57:39 - time cost: 37.78 s
2025-05-08 19:57:39 - Test: REC 74.55 PRE 83.39 MF1 88.31 AUC 90.11 ACC1 74.55 ACC0 98.44 Gmean 85.66
2025-05-08 19:59:04 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 19:59:04 - 无标签数据数量: 3453
2025-05-08 19:59:04 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 19:59:04 - cross entropy weight: 1.000000 (不使用)
2025-05-08 19:59:04 - 伪标签策略：
2025-05-08 19:59:04 -   使用模型输出和聚类结果的融合
2025-05-08 19:59:04 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 19:59:05 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.7590
2025-05-08 19:59:05 - Epoch 0, val mf1: 0.2473, val ACC1: 0.2393, val ACC0: 0.2993, val Gmean: 0.2676 (best 0.2473)
2025-05-08 19:59:05 - Epoch 1 伪标签: 正样本: 3174 (91.9%), 负样本: 279 (8.1%)
2025-05-08 19:59:05 - Epoch 1, val mf1: 0.2975, val ACC1: 0.1166, val ACC0: 0.4247, val Gmean: 0.2225 (best 0.2975)
2025-05-08 19:59:05 - Epoch 2 伪标签: 正样本: 3054 (88.4%), 负样本: 399 (11.6%)
2025-05-08 19:59:06 - Epoch 2, val mf1: 0.3679, val ACC1: 0.0491, val ACC0: 0.6122, val Gmean: 0.1733 (best 0.3679)
2025-05-08 19:59:06 - Epoch 3 伪标签: 正样本: 2893 (83.8%), 负样本: 560 (16.2%)
2025-05-08 19:59:06 - Epoch 3, val mf1: 0.4416, val ACC1: 0.0307, val ACC0: 0.8313, val Gmean: 0.1597 (best 0.4416)
2025-05-08 19:59:06 - Epoch 4 伪标签: 正样本: 2610 (75.6%), 负样本: 843 (24.4%)
2025-05-08 19:59:06 - Epoch 4, val mf1: 0.4607, val ACC1: 0.0368, val ACC0: 0.8791, val Gmean: 0.1799 (best 0.4607)
2025-05-08 19:59:06 - Epoch 5 伪标签: 正样本: 2176 (63.0%), 负样本: 1277 (37.0%)
2025-05-08 19:59:07 - Epoch 5, val mf1: 0.4737, val ACC1: 0.0552, val ACC0: 0.8901, val Gmean: 0.2217 (best 0.4737)
2025-05-08 19:59:07 - Epoch 6 伪标签: 正样本: 1726 (50.0%), 负样本: 1727 (50.0%)
2025-05-08 19:59:07 - Epoch 6, val mf1: 0.5212, val ACC1: 0.4601, val ACC0: 0.7272, val Gmean: 0.5785 (best 0.5212)
2025-05-08 19:59:07 - Epoch 7 伪标签: 正样本: 1365 (39.5%), 负样本: 2088 (60.5%)
2025-05-08 19:59:07 - Epoch 7, val mf1: 0.5592, val ACC1: 0.4540, val ACC0: 0.7899, val Gmean: 0.5988 (best 0.5592)
2025-05-08 19:59:07 - Epoch 8 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 19:59:08 - Epoch 8, val mf1: 0.5804, val ACC1: 0.4601, val ACC0: 0.8177, val Gmean: 0.6134 (best 0.5804)
2025-05-08 19:59:08 - Epoch 9 伪标签: 正样本: 882 (25.5%), 负样本: 2571 (74.5%)
2025-05-08 19:59:08 - Epoch 9, val mf1: 0.5958, val ACC1: 0.5031, val ACC0: 0.8216, val Gmean: 0.6429 (best 0.5958)
2025-05-08 19:59:08 - Epoch 10 伪标签: 正样本: 523 (15.1%), 负样本: 2930 (84.9%)
2025-05-08 19:59:09 - Epoch 10, 有标签损失: 0.3912, 一致性损失: 0.6006, 伪标签损失: 0.6367, LPL损失: 9.8630, 聚类损失: 53.9029, 总损失: 1.1921
2025-05-08 19:59:09 - Epoch 10, val mf1: 0.6023, val ACC1: 0.5583, val ACC0: 0.8100, val Gmean: 0.6724 (best 0.6023)
2025-05-08 19:59:09 - Epoch 11 伪标签: 正样本: 524 (15.2%), 负样本: 2929 (84.8%)
2025-05-08 19:59:09 - Epoch 11, val mf1: 0.6047, val ACC1: 0.5092, val ACC0: 0.8306, val Gmean: 0.6504 (best 0.6047)
2025-05-08 19:59:09 - Epoch 12 伪标签: 正样本: 529 (15.3%), 负样本: 2924 (84.7%)
2025-05-08 19:59:10 - Epoch 12, val mf1: 0.6035, val ACC1: 0.5644, val ACC0: 0.8093, val Gmean: 0.6759 (best 0.6047)
2025-05-08 19:59:10 - Epoch 13 伪标签: 正样本: 530 (15.3%), 负样本: 2923 (84.7%)
2025-05-08 19:59:10 - Epoch 13, val mf1: 0.6079, val ACC1: 0.5399, val ACC0: 0.8235, val Gmean: 0.6668 (best 0.6079)
2025-05-08 19:59:10 - Epoch 14 伪标签: 正样本: 535 (15.5%), 负样本: 2918 (84.5%)
2025-05-08 19:59:11 - Epoch 14, val mf1: 0.6021, val ACC1: 0.5092, val ACC0: 0.8274, val Gmean: 0.6491 (best 0.6079)
2025-05-08 19:59:11 - Epoch 15 伪标签: 正样本: 531 (15.4%), 负样本: 2922 (84.6%)
2025-05-08 19:59:11 - Epoch 15, val mf1: 0.6013, val ACC1: 0.5031, val ACC0: 0.8287, val Gmean: 0.6457 (best 0.6079)
2025-05-08 19:59:11 - Epoch 16 伪标签: 正样本: 551 (16.0%), 负样本: 2902 (84.0%)
2025-05-08 19:59:11 - Epoch 16, val mf1: 0.5954, val ACC1: 0.4847, val ACC0: 0.8281, val Gmean: 0.6335 (best 0.6079)
2025-05-08 19:59:12 - Epoch 17 伪标签: 正样本: 557 (16.1%), 负样本: 2896 (83.9%)
2025-05-08 19:59:12 - Epoch 17, val mf1: 0.5951, val ACC1: 0.5828, val ACC0: 0.7919, val Gmean: 0.6793 (best 0.6079)
2025-05-08 19:59:12 - Epoch 18 伪标签: 正样本: 539 (15.6%), 负样本: 2914 (84.4%)
2025-05-08 19:59:12 - Epoch 18, val mf1: 0.5935, val ACC1: 0.5767, val ACC0: 0.7919, val Gmean: 0.6758 (best 0.6079)
2025-05-08 19:59:12 - Epoch 19 伪标签: 正样本: 559 (16.2%), 负样本: 2894 (83.8%)
2025-05-08 19:59:13 - Epoch 19, val mf1: 0.5872, val ACC1: 0.5706, val ACC0: 0.7854, val Gmean: 0.6694 (best 0.6079)
2025-05-08 19:59:13 - Epoch 20 伪标签: 正样本: 564 (16.3%), 负样本: 2889 (83.7%)
2025-05-08 19:59:13 - Epoch 20, 有标签损失: 0.3954, 一致性损失: 0.5866, 伪标签损失: 0.7724, LPL损失: 7.4719, 聚类损失: 51.3613, 总损失: 1.2958
2025-05-08 19:59:13 - Epoch 20, val mf1: 0.5805, val ACC1: 0.5644, val ACC0: 0.7783, val Gmean: 0.6628 (best 0.6079)
2025-05-08 19:59:13 - Epoch 21 伪标签: 正样本: 565 (16.4%), 负样本: 2888 (83.6%)
2025-05-08 19:59:13 - Epoch 21, val mf1: 0.5807, val ACC1: 0.5706, val ACC0: 0.7763, val Gmean: 0.6655 (best 0.6079)
2025-05-08 19:59:13 - Epoch 22 伪标签: 正样本: 568 (16.4%), 负样本: 2885 (83.6%)
2025-05-08 19:59:14 - Epoch 22, val mf1: 0.5776, val ACC1: 0.5767, val ACC0: 0.7699, val Gmean: 0.6663 (best 0.6079)
2025-05-08 19:59:14 - Epoch 23 伪标签: 正样本: 573 (16.6%), 负样本: 2880 (83.4%)
2025-05-08 19:59:14 - Epoch 23, val mf1: 0.5742, val ACC1: 0.5828, val ACC0: 0.7628, val Gmean: 0.6668 (best 0.6079)
2025-05-08 19:59:14 - Epoch 24 伪标签: 正样本: 573 (16.6%), 负样本: 2880 (83.4%)
2025-05-08 19:59:15 - Epoch 24, val mf1: 0.5721, val ACC1: 0.5890, val ACC0: 0.7576, val Gmean: 0.6680 (best 0.6079)
2025-05-08 19:59:15 - Epoch 25 伪标签: 正样本: 571 (16.5%), 负样本: 2882 (83.5%)
2025-05-08 19:59:15 - Epoch 25, val mf1: 0.5705, val ACC1: 0.5951, val ACC0: 0.7531, val Gmean: 0.6694 (best 0.6079)
2025-05-08 19:59:16 - Epoch 26 伪标签: 正样本: 583 (16.9%), 负样本: 2870 (83.1%)
2025-05-08 19:59:16 - Epoch 26, val mf1: 0.5679, val ACC1: 0.5276, val ACC0: 0.7738, val Gmean: 0.6389 (best 0.6079)
2025-05-08 19:59:16 - Epoch 27 伪标签: 正样本: 585 (16.9%), 负样本: 2868 (83.1%)
2025-05-08 19:59:16 - Epoch 27, val mf1: 0.5664, val ACC1: 0.6135, val ACC0: 0.7408, val Gmean: 0.6741 (best 0.6079)
2025-05-08 19:59:16 - Epoch 28 伪标签: 正样本: 586 (17.0%), 负样本: 2867 (83.0%)
2025-05-08 19:59:17 - Epoch 28, val mf1: 0.5633, val ACC1: 0.5337, val ACC0: 0.7647, val Gmean: 0.6389 (best 0.6079)
2025-05-08 19:59:17 - Epoch 29 伪标签: 正样本: 603 (17.5%), 负样本: 2850 (82.5%)
2025-05-08 19:59:17 - Epoch 29, val mf1: 0.5659, val ACC1: 0.5583, val ACC0: 0.7595, val Gmean: 0.6512 (best 0.6079)
2025-05-08 19:59:17 - Epoch 30 伪标签: 正样本: 592 (17.1%), 负样本: 2861 (82.9%)
2025-05-08 19:59:17 - Epoch 30, 有标签损失: 0.3553, 一致性损失: 0.5608, 伪标签损失: 0.8219, LPL损失: 6.1973, 聚类损失: 49.1509, 总损失: 1.3814
2025-05-08 19:59:18 - Epoch 30, val mf1: 0.5596, val ACC1: 0.5644, val ACC0: 0.7479, val Gmean: 0.6497 (best 0.6079)
2025-05-08 19:59:18 - Epoch 31 伪标签: 正样本: 609 (17.6%), 负样本: 2844 (82.4%)
2025-05-08 19:59:18 - Epoch 31, val mf1: 0.5585, val ACC1: 0.5215, val ACC0: 0.7621, val Gmean: 0.6304 (best 0.6079)
2025-05-08 19:59:18 - Epoch 32 伪标签: 正样本: 615 (17.8%), 负样本: 2838 (82.2%)
2025-05-08 19:59:19 - Epoch 32, val mf1: 0.5536, val ACC1: 0.5276, val ACC0: 0.7524, val Gmean: 0.6301 (best 0.6079)
2025-05-08 19:59:19 - Epoch 33 伪标签: 正样本: 605 (17.5%), 负样本: 2848 (82.5%)
2025-05-08 19:59:19 - Epoch 33, val mf1: 0.5533, val ACC1: 0.4847, val ACC0: 0.7686, val Gmean: 0.6103 (best 0.6079)
2025-05-08 19:59:19 - Epoch 34 伪标签: 正样本: 617 (17.9%), 负样本: 2836 (82.1%)
2025-05-08 19:59:19 - Epoch 34, val mf1: 0.5493, val ACC1: 0.4969, val ACC0: 0.7576, val Gmean: 0.6136 (best 0.6079)
2025-05-08 19:59:19 - Epoch 35 伪标签: 正样本: 630 (18.2%), 负样本: 2823 (81.8%)
2025-05-08 19:59:20 - Epoch 35, val mf1: 0.5457, val ACC1: 0.5092, val ACC0: 0.7473, val Gmean: 0.6168 (best 0.6079)
2025-05-08 19:59:20 - Epoch 36 伪标签: 正样本: 627 (18.2%), 负样本: 2826 (81.8%)
2025-05-08 19:59:20 - Epoch 36, val mf1: 0.5410, val ACC1: 0.5153, val ACC0: 0.7376, val Gmean: 0.6165 (best 0.6079)
2025-05-08 19:59:20 - Epoch 37 伪标签: 正样本: 642 (18.6%), 负样本: 2811 (81.4%)
2025-05-08 19:59:21 - Epoch 37, val mf1: 0.5416, val ACC1: 0.4847, val ACC0: 0.7505, val Gmean: 0.6031 (best 0.6079)
2025-05-08 19:59:21 - Epoch 38 伪标签: 正样本: 645 (18.7%), 负样本: 2808 (81.3%)
2025-05-08 19:59:21 - Epoch 38, val mf1: 0.5395, val ACC1: 0.4908, val ACC0: 0.7447, val Gmean: 0.6046 (best 0.6079)
2025-05-08 19:59:21 - Epoch 39 伪标签: 正样本: 653 (18.9%), 负样本: 2800 (81.1%)
2025-05-08 19:59:21 - Epoch 39, val mf1: 0.5364, val ACC1: 0.5031, val ACC0: 0.7350, val Gmean: 0.6081 (best 0.6079)
2025-05-08 19:59:21 - Epoch 40 伪标签: 正样本: 652 (18.9%), 负样本: 2801 (81.1%)
2025-05-08 19:59:21 - Epoch 40, 有标签损失: 0.3038, 一致性损失: 0.5284, 伪标签损失: 0.8192, LPL损失: 3.8696, 聚类损失: 46.1680, 总损失: 1.4233
2025-05-08 19:59:22 - Epoch 40, val mf1: 0.5357, val ACC1: 0.4724, val ACC0: 0.7460, val Gmean: 0.5936 (best 0.6079)
2025-05-08 19:59:22 - Epoch 41 伪标签: 正样本: 660 (19.1%), 负样本: 2793 (80.9%)
2025-05-08 19:59:22 - Epoch 41, val mf1: 0.5354, val ACC1: 0.5276, val ACC0: 0.7240, val Gmean: 0.6180 (best 0.6079)
2025-05-08 19:59:22 - Epoch 42 伪标签: 正样本: 664 (19.2%), 负样本: 2789 (80.8%)
2025-05-08 19:59:23 - Epoch 42, val mf1: 0.5342, val ACC1: 0.4908, val ACC0: 0.7363, val Gmean: 0.6011 (best 0.6079)
2025-05-08 19:59:23 - Epoch 43 伪标签: 正样本: 661 (19.1%), 负样本: 2792 (80.9%)
2025-05-08 19:59:23 - Epoch 43, val mf1: 0.5342, val ACC1: 0.5521, val ACC0: 0.7130, val Gmean: 0.6274 (best 0.6079)
2025-05-08 19:59:23 - Epoch 44 伪标签: 正样本: 670 (19.4%), 负样本: 2783 (80.6%)
2025-05-08 19:59:23 - Epoch 44, val mf1: 0.5329, val ACC1: 0.6810, val ACC0: 0.6671, val Gmean: 0.6740 (best 0.6079)
2025-05-08 19:59:24 - Epoch 45 伪标签: 正样本: 672 (19.5%), 负样本: 2781 (80.5%)
2025-05-08 19:59:24 - Epoch 45, val mf1: 0.5334, val ACC1: 0.5092, val ACC0: 0.7279, val Gmean: 0.6088 (best 0.6079)
2025-05-08 19:59:24 - Epoch 46 伪标签: 正样本: 679 (19.7%), 负样本: 2774 (80.3%)
2025-05-08 19:59:24 - Epoch 46, val mf1: 0.5327, val ACC1: 0.5215, val ACC0: 0.7220, val Gmean: 0.6136 (best 0.6079)
2025-05-08 19:59:24 - Epoch 47 伪标签: 正样本: 683 (19.8%), 负样本: 2770 (80.2%)
2025-05-08 19:59:25 - Epoch 47, val mf1: 0.5354, val ACC1: 0.5399, val ACC0: 0.7195, val Gmean: 0.6232 (best 0.6079)
2025-05-08 19:59:25 - Epoch 48 伪标签: 正样本: 686 (19.9%), 负样本: 2767 (80.1%)
2025-05-08 19:59:25 - Epoch 48, val mf1: 0.5353, val ACC1: 0.4969, val ACC0: 0.7356, val Gmean: 0.6046 (best 0.6079)
2025-05-08 19:59:25 - Epoch 49 伪标签: 正样本: 685 (19.8%), 负样本: 2768 (80.2%)
2025-05-08 19:59:26 - Epoch 49, val mf1: 0.5350, val ACC1: 0.6748, val ACC0: 0.6723, val Gmean: 0.6736 (best 0.6079)
2025-05-08 19:59:26 - Epoch 50 伪标签: 正样本: 686 (19.9%), 负样本: 2767 (80.1%)
2025-05-08 19:59:26 - Epoch 50, 有标签损失: 0.2577, 一致性损失: 0.4906, 伪标签损失: 0.8369, LPL损失: 5.0822, 聚类损失: 42.8548, 总损失: 1.5451
2025-05-08 19:59:26 - Epoch 50, val mf1: 0.5358, val ACC1: 0.6810, val ACC0: 0.6716, val Gmean: 0.6763 (best 0.6079)
2025-05-08 19:59:27 - Epoch 51 伪标签: 正样本: 689 (20.0%), 负样本: 2764 (80.0%)
2025-05-08 19:59:27 - Epoch 51, val mf1: 0.5361, val ACC1: 0.5153, val ACC0: 0.7298, val Gmean: 0.6133 (best 0.6079)
2025-05-08 19:59:27 - Epoch 52 伪标签: 正样本: 695 (20.1%), 负样本: 2758 (79.9%)
2025-05-08 19:59:27 - Epoch 52, val mf1: 0.5368, val ACC1: 0.5215, val ACC0: 0.7285, val Gmean: 0.6164 (best 0.6079)
2025-05-08 19:59:28 - Epoch 53 伪标签: 正样本: 698 (20.2%), 负样本: 2755 (79.8%)
2025-05-08 19:59:28 - Epoch 53, val mf1: 0.5389, val ACC1: 0.5337, val ACC0: 0.7272, val Gmean: 0.6230 (best 0.6079)
2025-05-08 19:59:28 - Epoch 54 伪标签: 正样本: 700 (20.3%), 负样本: 2753 (79.7%)
2025-05-08 19:59:28 - Epoch 54, val mf1: 0.5389, val ACC1: 0.5337, val ACC0: 0.7272, val Gmean: 0.6230 (best 0.6079)
2025-05-08 19:59:29 - Epoch 55 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-08 19:59:29 - Epoch 55, val mf1: 0.5384, val ACC1: 0.5337, val ACC0: 0.7266, val Gmean: 0.6227 (best 0.6079)
2025-05-08 19:59:29 - Epoch 56 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-08 19:59:30 - Epoch 56, val mf1: 0.5403, val ACC1: 0.5399, val ACC0: 0.7272, val Gmean: 0.6266 (best 0.6079)
2025-05-08 19:59:30 - Epoch 57 伪标签: 正样本: 726 (21.0%), 负样本: 2727 (79.0%)
2025-05-08 19:59:30 - Epoch 57, val mf1: 0.5420, val ACC1: 0.5092, val ACC0: 0.7414, val Gmean: 0.6144 (best 0.6079)
2025-05-08 19:59:30 - Epoch 58 伪标签: 正样本: 724 (21.0%), 负样本: 2729 (79.0%)
2025-05-08 19:59:31 - Epoch 58, val mf1: 0.5448, val ACC1: 0.5644, val ACC0: 0.7253, val Gmean: 0.6398 (best 0.6079)
2025-05-08 19:59:31 - Epoch 59 伪标签: 正样本: 730 (21.1%), 负样本: 2723 (78.9%)
2025-05-08 19:59:31 - Epoch 59, val mf1: 0.5454, val ACC1: 0.5706, val ACC0: 0.7240, val Gmean: 0.6427 (best 0.6079)
2025-05-08 19:59:31 - Epoch 60 伪标签: 正样本: 741 (21.5%), 负样本: 2712 (78.5%)
2025-05-08 19:59:32 - Epoch 60, 有标签损失: 0.2201, 一致性损失: 0.4513, 伪标签损失: 0.8376, LPL损失: 5.2715, 聚类损失: 39.0293, 总损失: 1.6437
2025-05-08 19:59:32 - Epoch 60, val mf1: 0.5454, val ACC1: 0.5706, val ACC0: 0.7240, val Gmean: 0.6427 (best 0.6079)
2025-05-08 19:59:32 - Epoch 61 伪标签: 正样本: 748 (21.7%), 负样本: 2705 (78.3%)
2025-05-08 19:59:32 - Epoch 61, val mf1: 0.5445, val ACC1: 0.5706, val ACC0: 0.7227, val Gmean: 0.6421 (best 0.6079)
2025-05-08 19:59:32 - Epoch 62 伪标签: 正样本: 753 (21.8%), 负样本: 2700 (78.2%)
2025-05-08 19:59:33 - Epoch 62, val mf1: 0.5461, val ACC1: 0.4908, val ACC0: 0.7550, val Gmean: 0.6087 (best 0.6079)
2025-05-08 19:59:33 - Epoch 63 伪标签: 正样本: 757 (21.9%), 负样本: 2696 (78.1%)
2025-05-08 19:59:33 - Epoch 63, val mf1: 0.5481, val ACC1: 0.5276, val ACC0: 0.7440, val Gmean: 0.6265 (best 0.6079)
2025-05-08 19:59:34 - Epoch 64 伪标签: 正样本: 763 (22.1%), 负样本: 2690 (77.9%)
2025-05-08 19:59:34 - Epoch 64, val mf1: 0.5489, val ACC1: 0.5276, val ACC0: 0.7453, val Gmean: 0.6271 (best 0.6079)
2025-05-08 19:59:34 - Epoch 65 伪标签: 正样本: 768 (22.2%), 负样本: 2685 (77.8%)
2025-05-08 19:59:34 - Epoch 65, val mf1: 0.5508, val ACC1: 0.5031, val ACC0: 0.7576, val Gmean: 0.6174 (best 0.6079)
2025-05-08 19:59:35 - Epoch 66 伪标签: 正样本: 780 (22.6%), 负样本: 2673 (77.4%)
2025-05-08 19:59:35 - Epoch 66, val mf1: 0.5524, val ACC1: 0.5092, val ACC0: 0.7576, val Gmean: 0.6211 (best 0.6079)
2025-05-08 19:59:35 - Epoch 67 伪标签: 正样本: 779 (22.6%), 负样本: 2674 (77.4%)
2025-05-08 19:59:35 - Epoch 67, val mf1: 0.5532, val ACC1: 0.5092, val ACC0: 0.7589, val Gmean: 0.6216 (best 0.6079)
2025-05-08 19:59:36 - Epoch 68 伪标签: 正样本: 788 (22.8%), 负样本: 2665 (77.2%)
2025-05-08 19:59:36 - Epoch 68, val mf1: 0.5543, val ACC1: 0.5153, val ACC0: 0.7582, val Gmean: 0.6251 (best 0.6079)
2025-05-08 19:59:36 - Epoch 69 伪标签: 正样本: 798 (23.1%), 负样本: 2655 (76.9%)
2025-05-08 19:59:36 - Epoch 69, val mf1: 0.5555, val ACC1: 0.5583, val ACC0: 0.7440, val Gmean: 0.6445 (best 0.6079)
2025-05-08 19:59:36 - Epoch 70 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 19:59:37 - Epoch 70, 有标签损失: 0.1895, 一致性损失: 0.4141, 伪标签损失: 0.8252, LPL损失: 7.0480, 聚类损失: 35.1642, 总损失: 1.8041
2025-05-08 19:59:37 - Epoch 70, val mf1: 0.5536, val ACC1: 0.5644, val ACC0: 0.7388, val Gmean: 0.6458 (best 0.6079)
2025-05-08 19:59:37 - Epoch 71 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 19:59:37 - Epoch 71, val mf1: 0.5516, val ACC1: 0.5215, val ACC0: 0.7518, val Gmean: 0.6261 (best 0.6079)
2025-05-08 19:59:38 - Epoch 72 伪标签: 正样本: 812 (23.5%), 负样本: 2641 (76.5%)
2025-05-08 19:59:38 - Epoch 72, val mf1: 0.5508, val ACC1: 0.5215, val ACC0: 0.7505, val Gmean: 0.6256 (best 0.6079)
2025-05-08 19:59:38 - Epoch 73 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 19:59:38 - Epoch 73, val mf1: 0.5514, val ACC1: 0.4969, val ACC0: 0.7608, val Gmean: 0.6149 (best 0.6079)
2025-05-08 19:59:38 - Epoch 74 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 19:59:39 - Epoch 74, val mf1: 0.5504, val ACC1: 0.5337, val ACC0: 0.7453, val Gmean: 0.6307 (best 0.6079)
2025-05-08 19:59:39 - Epoch 75 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 19:59:39 - Epoch 75, val mf1: 0.5493, val ACC1: 0.4969, val ACC0: 0.7576, val Gmean: 0.6136 (best 0.6079)
2025-05-08 19:59:39 - Epoch 76 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 19:59:40 - Epoch 76, val mf1: 0.5498, val ACC1: 0.5399, val ACC0: 0.7421, val Gmean: 0.6330 (best 0.6079)
2025-05-08 19:59:40 - Epoch 77 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 19:59:40 - Epoch 77, val mf1: 0.5498, val ACC1: 0.5399, val ACC0: 0.7421, val Gmean: 0.6330 (best 0.6079)
2025-05-08 19:59:40 - Epoch 78 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 19:59:41 - Epoch 78, val mf1: 0.5498, val ACC1: 0.5399, val ACC0: 0.7421, val Gmean: 0.6330 (best 0.6079)
2025-05-08 19:59:41 - Epoch 79 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 19:59:41 - Epoch 79, val mf1: 0.5515, val ACC1: 0.6503, val ACC0: 0.7059, val Gmean: 0.6775 (best 0.6079)
2025-05-08 19:59:41 - Epoch 80 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 19:59:42 - Epoch 80, 有标签损失: 0.1631, 一致性损失: 0.3805, 伪标签损失: 0.8377, LPL损失: 7.6622, 聚类损失: 31.5529, 总损失: 1.9440
2025-05-08 19:59:42 - Epoch 80, val mf1: 0.5510, val ACC1: 0.6503, val ACC0: 0.7052, val Gmean: 0.6772 (best 0.6079)
2025-05-08 19:59:42 - Epoch 81 伪标签: 正样本: 859 (24.9%), 负样本: 2594 (75.1%)
2025-05-08 19:59:42 - Epoch 81, val mf1: 0.5510, val ACC1: 0.6503, val ACC0: 0.7052, val Gmean: 0.6772 (best 0.6079)
2025-05-08 19:59:42 - Epoch 82 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 19:59:43 - Epoch 82, val mf1: 0.5516, val ACC1: 0.6012, val ACC0: 0.7227, val Gmean: 0.6592 (best 0.6079)
2025-05-08 19:59:43 - Epoch 83 伪标签: 正样本: 866 (25.1%), 负样本: 2587 (74.9%)
2025-05-08 19:59:43 - Epoch 83, val mf1: 0.5535, val ACC1: 0.6135, val ACC0: 0.7214, val Gmean: 0.6653 (best 0.6079)
2025-05-08 19:59:44 - Epoch 84 伪标签: 正样本: 867 (25.1%), 负样本: 2586 (74.9%)
2025-05-08 19:59:44 - Epoch 84, val mf1: 0.5535, val ACC1: 0.6135, val ACC0: 0.7214, val Gmean: 0.6653 (best 0.6079)
2025-05-08 19:59:44 - Epoch 85 伪标签: 正样本: 878 (25.4%), 负样本: 2575 (74.6%)
2025-05-08 19:59:44 - Epoch 85, val mf1: 0.5531, val ACC1: 0.6135, val ACC0: 0.7207, val Gmean: 0.6650 (best 0.6079)
2025-05-08 19:59:45 - Epoch 86 伪标签: 正样本: 876 (25.4%), 负样本: 2577 (74.6%)
2025-05-08 19:59:45 - Epoch 86, val mf1: 0.5535, val ACC1: 0.6135, val ACC0: 0.7214, val Gmean: 0.6653 (best 0.6079)
2025-05-08 19:59:45 - Epoch 87 伪标签: 正样本: 883 (25.6%), 负样本: 2570 (74.4%)
2025-05-08 19:59:45 - Epoch 87, val mf1: 0.5543, val ACC1: 0.6135, val ACC0: 0.7227, val Gmean: 0.6659 (best 0.6079)
2025-05-08 19:59:45 - Epoch 88 伪标签: 正样本: 882 (25.5%), 负样本: 2571 (74.5%)
2025-05-08 19:59:46 - Epoch 88, val mf1: 0.5552, val ACC1: 0.6135, val ACC0: 0.7240, val Gmean: 0.6665 (best 0.6079)
2025-05-08 19:59:46 - Epoch 89 伪标签: 正样本: 890 (25.8%), 负样本: 2563 (74.2%)
2025-05-08 19:59:46 - Epoch 89, val mf1: 0.5552, val ACC1: 0.6135, val ACC0: 0.7240, val Gmean: 0.6665 (best 0.6079)
2025-05-08 19:59:46 - Epoch 90 伪标签: 正样本: 894 (25.9%), 负样本: 2559 (74.1%)
2025-05-08 19:59:47 - Epoch 90, 有标签损失: 0.1430, 一致性损失: 0.3452, 伪标签损失: 0.8567, LPL损失: 7.9021, 聚类损失: 28.0921, 总损失: 2.0772
2025-05-08 19:59:47 - Epoch 90, val mf1: 0.5548, val ACC1: 0.6135, val ACC0: 0.7233, val Gmean: 0.6662 (best 0.6079)
2025-05-08 19:59:47 - Epoch 91 伪标签: 正样本: 902 (26.1%), 负样本: 2551 (73.9%)
2025-05-08 19:59:47 - Epoch 91, val mf1: 0.5550, val ACC1: 0.6258, val ACC0: 0.7195, val Gmean: 0.6710 (best 0.6079)
2025-05-08 19:59:47 - Epoch 92 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 19:59:47 - Epoch 92, val mf1: 0.5525, val ACC1: 0.6319, val ACC0: 0.7136, val Gmean: 0.6715 (best 0.6079)
2025-05-08 19:59:47 - Epoch 93 伪标签: 正样本: 909 (26.3%), 负样本: 2544 (73.7%)
2025-05-08 19:59:48 - Epoch 93, val mf1: 0.5508, val ACC1: 0.6319, val ACC0: 0.7111, val Gmean: 0.6703 (best 0.6079)
2025-05-08 19:59:48 - Epoch 94 伪标签: 正样本: 910 (26.4%), 负样本: 2543 (73.6%)
2025-05-08 19:59:48 - Epoch 94, val mf1: 0.5496, val ACC1: 0.6319, val ACC0: 0.7091, val Gmean: 0.6694 (best 0.6079)
2025-05-08 19:59:48 - Epoch 95 伪标签: 正样本: 912 (26.4%), 负样本: 2541 (73.6%)
2025-05-08 19:59:49 - Epoch 95, val mf1: 0.5483, val ACC1: 0.6319, val ACC0: 0.7072, val Gmean: 0.6685 (best 0.6079)
2025-05-08 19:59:49 - Epoch 96 伪标签: 正样本: 923 (26.7%), 负样本: 2530 (73.3%)
2025-05-08 19:59:49 - Epoch 96, val mf1: 0.5463, val ACC1: 0.5890, val ACC0: 0.7188, val Gmean: 0.6507 (best 0.6079)
2025-05-08 19:59:49 - Epoch 97 伪标签: 正样本: 916 (26.5%), 负样本: 2537 (73.5%)
2025-05-08 19:59:49 - Epoch 97, val mf1: 0.5463, val ACC1: 0.5890, val ACC0: 0.7188, val Gmean: 0.6507 (best 0.6079)
2025-05-08 19:59:49 - Epoch 98 伪标签: 正样本: 925 (26.8%), 负样本: 2528 (73.2%)
2025-05-08 19:59:50 - Epoch 98, val mf1: 0.5469, val ACC1: 0.6258, val ACC0: 0.7072, val Gmean: 0.6652 (best 0.6079)
2025-05-08 19:59:50 - Epoch 99 伪标签: 正样本: 930 (26.9%), 负样本: 2523 (73.1%)
2025-05-08 19:59:50 - Epoch 99, val mf1: 0.5469, val ACC1: 0.6196, val ACC0: 0.7091, val Gmean: 0.6629 (best 0.6079)
2025-05-08 19:59:50 - time cost: 45.97 s
2025-05-08 19:59:50 - Test: REC 54.85 PRE 25.89 MF1 61.96 AUC 76.92 ACC1 54.85 ACC0 83.52 Gmean 67.68
2025-05-08 20:00:09 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:00:09 - 无标签数据数量: 3453
2025-05-08 20:00:09 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:00:10 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:00:10 - 伪标签策略：
2025-05-08 20:00:10 -   使用模型输出和聚类结果的融合
2025-05-08 20:00:10 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:00:10 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.7590
2025-05-08 20:00:10 - Epoch 0, val mf1: 0.2473, val ACC1: 0.2393, val ACC0: 0.2993, val Gmean: 0.2676 (best 0.2473)
2025-05-08 20:00:11 - Epoch 1 伪标签: 正样本: 3174 (91.9%), 负样本: 279 (8.1%)
2025-05-08 20:00:11 - Epoch 1, val mf1: 0.2975, val ACC1: 0.1166, val ACC0: 0.4247, val Gmean: 0.2225 (best 0.2975)
2025-05-08 20:00:11 - Epoch 2 伪标签: 正样本: 3054 (88.4%), 负样本: 399 (11.6%)
2025-05-08 20:00:11 - Epoch 2, val mf1: 0.3679, val ACC1: 0.0491, val ACC0: 0.6122, val Gmean: 0.1733 (best 0.3679)
2025-05-08 20:00:11 - Epoch 3 伪标签: 正样本: 2893 (83.8%), 负样本: 560 (16.2%)
2025-05-08 20:00:12 - Epoch 3, val mf1: 0.4416, val ACC1: 0.0307, val ACC0: 0.8313, val Gmean: 0.1597 (best 0.4416)
2025-05-08 20:00:12 - Epoch 4 伪标签: 正样本: 2610 (75.6%), 负样本: 843 (24.4%)
2025-05-08 20:00:12 - Epoch 4, val mf1: 0.4607, val ACC1: 0.0368, val ACC0: 0.8791, val Gmean: 0.1799 (best 0.4607)
2025-05-08 20:00:12 - Epoch 5 伪标签: 正样本: 2176 (63.0%), 负样本: 1277 (37.0%)
2025-05-08 20:00:12 - Epoch 5, val mf1: 0.4737, val ACC1: 0.0552, val ACC0: 0.8901, val Gmean: 0.2217 (best 0.4737)
2025-05-08 20:00:12 - Epoch 6 伪标签: 正样本: 1726 (50.0%), 负样本: 1727 (50.0%)
2025-05-08 20:00:13 - Epoch 6, val mf1: 0.5212, val ACC1: 0.4601, val ACC0: 0.7272, val Gmean: 0.5785 (best 0.5212)
2025-05-08 20:00:13 - Epoch 7 伪标签: 正样本: 1365 (39.5%), 负样本: 2088 (60.5%)
2025-05-08 20:00:13 - Epoch 7, val mf1: 0.5592, val ACC1: 0.4540, val ACC0: 0.7899, val Gmean: 0.5988 (best 0.5592)
2025-05-08 20:00:13 - Epoch 8 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 20:00:14 - Epoch 8, val mf1: 0.5804, val ACC1: 0.4601, val ACC0: 0.8177, val Gmean: 0.6134 (best 0.5804)
2025-05-08 20:00:14 - Epoch 9 伪标签: 正样本: 882 (25.5%), 负样本: 2571 (74.5%)
2025-05-08 20:00:14 - Epoch 9, val mf1: 0.5958, val ACC1: 0.5031, val ACC0: 0.8216, val Gmean: 0.6429 (best 0.5958)
2025-05-08 20:00:14 - Epoch 10 伪标签: 正样本: 523 (15.1%), 负样本: 2930 (84.9%)
2025-05-08 20:00:15 - Epoch 10, 有标签损失: 0.3912, 一致性损失: 0.6006, 伪标签损失: 0.6367, LPL损失: 9.8630, 聚类损失: 53.9029, 总损失: 1.1921
2025-05-08 20:00:15 - Epoch 10, val mf1: 0.6023, val ACC1: 0.5583, val ACC0: 0.8100, val Gmean: 0.6724 (best 0.6023)
2025-05-08 20:00:15 - Epoch 11 伪标签: 正样本: 524 (15.2%), 负样本: 2929 (84.8%)
2025-05-08 20:00:15 - Epoch 11, val mf1: 0.6047, val ACC1: 0.5092, val ACC0: 0.8306, val Gmean: 0.6504 (best 0.6047)
2025-05-08 20:00:15 - Epoch 12 伪标签: 正样本: 529 (15.3%), 负样本: 2924 (84.7%)
2025-05-08 20:00:15 - Epoch 12, val mf1: 0.6035, val ACC1: 0.5644, val ACC0: 0.8093, val Gmean: 0.6759 (best 0.6047)
2025-05-08 20:00:15 - Epoch 13 伪标签: 正样本: 530 (15.3%), 负样本: 2923 (84.7%)
2025-05-08 20:00:16 - Epoch 13, val mf1: 0.6079, val ACC1: 0.5399, val ACC0: 0.8235, val Gmean: 0.6668 (best 0.6079)
2025-05-08 20:00:16 - Epoch 14 伪标签: 正样本: 535 (15.5%), 负样本: 2918 (84.5%)
2025-05-08 20:00:16 - Epoch 14, val mf1: 0.6021, val ACC1: 0.5092, val ACC0: 0.8274, val Gmean: 0.6491 (best 0.6079)
2025-05-08 20:00:16 - Epoch 15 伪标签: 正样本: 531 (15.4%), 负样本: 2922 (84.6%)
2025-05-08 20:00:16 - Epoch 15, val mf1: 0.6013, val ACC1: 0.5031, val ACC0: 0.8287, val Gmean: 0.6457 (best 0.6079)
2025-05-08 20:00:17 - Epoch 16 伪标签: 正样本: 551 (16.0%), 负样本: 2902 (84.0%)
2025-05-08 20:00:17 - Epoch 16, val mf1: 0.5954, val ACC1: 0.4847, val ACC0: 0.8281, val Gmean: 0.6335 (best 0.6079)
2025-05-08 20:00:17 - Epoch 17 伪标签: 正样本: 557 (16.1%), 负样本: 2896 (83.9%)
2025-05-08 20:00:17 - Epoch 17, val mf1: 0.5951, val ACC1: 0.5828, val ACC0: 0.7919, val Gmean: 0.6793 (best 0.6079)
2025-05-08 20:00:17 - Epoch 18 伪标签: 正样本: 539 (15.6%), 负样本: 2914 (84.4%)
2025-05-08 20:00:18 - Epoch 18, val mf1: 0.5935, val ACC1: 0.5767, val ACC0: 0.7919, val Gmean: 0.6758 (best 0.6079)
2025-05-08 20:00:18 - Epoch 19 伪标签: 正样本: 559 (16.2%), 负样本: 2894 (83.8%)
2025-05-08 20:00:18 - Epoch 19, val mf1: 0.5872, val ACC1: 0.5706, val ACC0: 0.7854, val Gmean: 0.6694 (best 0.6079)
2025-05-08 20:00:18 - Epoch 20 伪标签: 正样本: 564 (16.3%), 负样本: 2889 (83.7%)
2025-05-08 20:00:19 - Epoch 20, 有标签损失: 0.3954, 一致性损失: 0.5866, 伪标签损失: 0.7724, LPL损失: 7.4721, 聚类损失: 51.3613, 总损失: 1.2958
2025-05-08 20:00:19 - Epoch 20, val mf1: 0.5805, val ACC1: 0.5644, val ACC0: 0.7783, val Gmean: 0.6628 (best 0.6079)
2025-05-08 20:00:19 - Epoch 21 伪标签: 正样本: 565 (16.4%), 负样本: 2888 (83.6%)
2025-05-08 20:00:19 - Epoch 21, val mf1: 0.5807, val ACC1: 0.5706, val ACC0: 0.7763, val Gmean: 0.6655 (best 0.6079)
2025-05-08 20:00:19 - Epoch 22 伪标签: 正样本: 568 (16.4%), 负样本: 2885 (83.6%)
2025-05-08 20:00:20 - Epoch 22, val mf1: 0.5776, val ACC1: 0.5767, val ACC0: 0.7699, val Gmean: 0.6663 (best 0.6079)
2025-05-08 20:00:20 - Epoch 23 伪标签: 正样本: 573 (16.6%), 负样本: 2880 (83.4%)
2025-05-08 20:00:20 - Epoch 23, val mf1: 0.5742, val ACC1: 0.5828, val ACC0: 0.7628, val Gmean: 0.6668 (best 0.6079)
2025-05-08 20:00:20 - Epoch 24 伪标签: 正样本: 573 (16.6%), 负样本: 2880 (83.4%)
2025-05-08 20:00:21 - Epoch 24, val mf1: 0.5721, val ACC1: 0.5890, val ACC0: 0.7576, val Gmean: 0.6680 (best 0.6079)
2025-05-08 20:00:21 - Epoch 25 伪标签: 正样本: 571 (16.5%), 负样本: 2882 (83.5%)
2025-05-08 20:00:21 - Epoch 25, val mf1: 0.5705, val ACC1: 0.5951, val ACC0: 0.7531, val Gmean: 0.6694 (best 0.6079)
2025-05-08 20:00:21 - Epoch 26 伪标签: 正样本: 583 (16.9%), 负样本: 2870 (83.1%)
2025-05-08 20:00:22 - Epoch 26, val mf1: 0.5679, val ACC1: 0.5276, val ACC0: 0.7738, val Gmean: 0.6389 (best 0.6079)
2025-05-08 20:00:22 - Epoch 27 伪标签: 正样本: 585 (16.9%), 负样本: 2868 (83.1%)
2025-05-08 20:00:22 - Epoch 27, val mf1: 0.5664, val ACC1: 0.6135, val ACC0: 0.7408, val Gmean: 0.6741 (best 0.6079)
2025-05-08 20:00:22 - Epoch 28 伪标签: 正样本: 586 (17.0%), 负样本: 2867 (83.0%)
2025-05-08 20:00:23 - Epoch 28, val mf1: 0.5633, val ACC1: 0.5337, val ACC0: 0.7647, val Gmean: 0.6389 (best 0.6079)
2025-05-08 20:00:23 - Epoch 29 伪标签: 正样本: 603 (17.5%), 负样本: 2850 (82.5%)
2025-05-08 20:00:23 - Epoch 29, val mf1: 0.5659, val ACC1: 0.5583, val ACC0: 0.7595, val Gmean: 0.6512 (best 0.6079)
2025-05-08 20:00:23 - Epoch 30 伪标签: 正样本: 592 (17.1%), 负样本: 2861 (82.9%)
2025-05-08 20:00:23 - Epoch 30, 有标签损失: 0.3553, 一致性损失: 0.5608, 伪标签损失: 0.8219, LPL损失: 6.1974, 聚类损失: 49.1509, 总损失: 1.3814
2025-05-08 20:00:23 - Epoch 30, val mf1: 0.5596, val ACC1: 0.5644, val ACC0: 0.7479, val Gmean: 0.6497 (best 0.6079)
2025-05-08 20:00:23 - Epoch 31 伪标签: 正样本: 609 (17.6%), 负样本: 2844 (82.4%)
2025-05-08 20:00:24 - Epoch 31, val mf1: 0.5585, val ACC1: 0.5215, val ACC0: 0.7621, val Gmean: 0.6304 (best 0.6079)
2025-05-08 20:00:24 - Epoch 32 伪标签: 正样本: 615 (17.8%), 负样本: 2838 (82.2%)
2025-05-08 20:00:24 - Epoch 32, val mf1: 0.5536, val ACC1: 0.5276, val ACC0: 0.7524, val Gmean: 0.6301 (best 0.6079)
2025-05-08 20:00:24 - Epoch 33 伪标签: 正样本: 605 (17.5%), 负样本: 2848 (82.5%)
2025-05-08 20:00:24 - Epoch 33, val mf1: 0.5533, val ACC1: 0.4847, val ACC0: 0.7686, val Gmean: 0.6103 (best 0.6079)
2025-05-08 20:00:24 - Epoch 34 伪标签: 正样本: 617 (17.9%), 负样本: 2836 (82.1%)
2025-05-08 20:00:25 - Epoch 34, val mf1: 0.5493, val ACC1: 0.4969, val ACC0: 0.7576, val Gmean: 0.6136 (best 0.6079)
2025-05-08 20:00:25 - Epoch 35 伪标签: 正样本: 630 (18.2%), 负样本: 2823 (81.8%)
2025-05-08 20:00:25 - Epoch 35, val mf1: 0.5457, val ACC1: 0.5092, val ACC0: 0.7473, val Gmean: 0.6168 (best 0.6079)
2025-05-08 20:00:25 - Epoch 36 伪标签: 正样本: 627 (18.2%), 负样本: 2826 (81.8%)
2025-05-08 20:00:26 - Epoch 36, val mf1: 0.5410, val ACC1: 0.5153, val ACC0: 0.7376, val Gmean: 0.6165 (best 0.6079)
2025-05-08 20:00:26 - Epoch 37 伪标签: 正样本: 642 (18.6%), 负样本: 2811 (81.4%)
2025-05-08 20:00:26 - Epoch 37, val mf1: 0.5416, val ACC1: 0.4847, val ACC0: 0.7505, val Gmean: 0.6031 (best 0.6079)
2025-05-08 20:00:27 - Epoch 38 伪标签: 正样本: 645 (18.7%), 负样本: 2808 (81.3%)
2025-05-08 20:00:27 - Epoch 38, val mf1: 0.5395, val ACC1: 0.4908, val ACC0: 0.7447, val Gmean: 0.6046 (best 0.6079)
2025-05-08 20:00:27 - Epoch 39 伪标签: 正样本: 653 (18.9%), 负样本: 2800 (81.1%)
2025-05-08 20:00:28 - Epoch 39, val mf1: 0.5364, val ACC1: 0.5031, val ACC0: 0.7350, val Gmean: 0.6081 (best 0.6079)
2025-05-08 20:00:28 - Epoch 40 伪标签: 正样本: 652 (18.9%), 负样本: 2801 (81.1%)
2025-05-08 20:00:28 - Epoch 40, 有标签损失: 0.3038, 一致性损失: 0.5284, 伪标签损失: 0.8192, LPL损失: 3.8694, 聚类损失: 46.1680, 总损失: 1.4233
2025-05-08 20:00:28 - Epoch 40, val mf1: 0.5357, val ACC1: 0.4724, val ACC0: 0.7460, val Gmean: 0.5936 (best 0.6079)
2025-05-08 20:00:28 - Epoch 41 伪标签: 正样本: 660 (19.1%), 负样本: 2793 (80.9%)
2025-05-08 20:00:28 - Epoch 41, val mf1: 0.5354, val ACC1: 0.5276, val ACC0: 0.7240, val Gmean: 0.6180 (best 0.6079)
2025-05-08 20:00:29 - Epoch 42 伪标签: 正样本: 664 (19.2%), 负样本: 2789 (80.8%)
2025-05-08 20:00:29 - Epoch 42, val mf1: 0.5342, val ACC1: 0.4908, val ACC0: 0.7363, val Gmean: 0.6011 (best 0.6079)
2025-05-08 20:00:29 - Epoch 43 伪标签: 正样本: 661 (19.1%), 负样本: 2792 (80.9%)
2025-05-08 20:00:30 - Epoch 43, val mf1: 0.5342, val ACC1: 0.5521, val ACC0: 0.7130, val Gmean: 0.6274 (best 0.6079)
2025-05-08 20:00:30 - Epoch 44 伪标签: 正样本: 670 (19.4%), 负样本: 2783 (80.6%)
2025-05-08 20:00:30 - Epoch 44, val mf1: 0.5329, val ACC1: 0.6810, val ACC0: 0.6671, val Gmean: 0.6740 (best 0.6079)
2025-05-08 20:00:30 - Epoch 45 伪标签: 正样本: 672 (19.5%), 负样本: 2781 (80.5%)
2025-05-08 20:00:30 - Epoch 45, val mf1: 0.5334, val ACC1: 0.5092, val ACC0: 0.7279, val Gmean: 0.6088 (best 0.6079)
2025-05-08 20:00:31 - Epoch 46 伪标签: 正样本: 679 (19.7%), 负样本: 2774 (80.3%)
2025-05-08 20:00:31 - Epoch 46, val mf1: 0.5327, val ACC1: 0.5215, val ACC0: 0.7220, val Gmean: 0.6136 (best 0.6079)
2025-05-08 20:00:31 - Epoch 47 伪标签: 正样本: 683 (19.8%), 负样本: 2770 (80.2%)
2025-05-08 20:00:31 - Epoch 47, val mf1: 0.5350, val ACC1: 0.5399, val ACC0: 0.7188, val Gmean: 0.6230 (best 0.6079)
2025-05-08 20:00:31 - Epoch 48 伪标签: 正样本: 686 (19.9%), 负样本: 2767 (80.1%)
2025-05-08 20:00:32 - Epoch 48, val mf1: 0.5353, val ACC1: 0.4969, val ACC0: 0.7356, val Gmean: 0.6046 (best 0.6079)
2025-05-08 20:00:32 - Epoch 49 伪标签: 正样本: 685 (19.8%), 负样本: 2768 (80.2%)
2025-05-08 20:00:32 - Epoch 49, val mf1: 0.5350, val ACC1: 0.6748, val ACC0: 0.6723, val Gmean: 0.6736 (best 0.6079)
2025-05-08 20:00:32 - Epoch 50 伪标签: 正样本: 686 (19.9%), 负样本: 2767 (80.1%)
2025-05-08 20:00:33 - Epoch 50, 有标签损失: 0.2577, 一致性损失: 0.4906, 伪标签损失: 0.8369, LPL损失: 5.0821, 聚类损失: 42.8548, 总损失: 1.5451
2025-05-08 20:00:33 - Epoch 50, val mf1: 0.5358, val ACC1: 0.6810, val ACC0: 0.6716, val Gmean: 0.6763 (best 0.6079)
2025-05-08 20:00:33 - Epoch 51 伪标签: 正样本: 689 (20.0%), 负样本: 2764 (80.0%)
2025-05-08 20:00:33 - Epoch 51, val mf1: 0.5361, val ACC1: 0.5153, val ACC0: 0.7298, val Gmean: 0.6133 (best 0.6079)
2025-05-08 20:00:34 - Epoch 52 伪标签: 正样本: 695 (20.1%), 负样本: 2758 (79.9%)
2025-05-08 20:00:34 - Epoch 52, val mf1: 0.5368, val ACC1: 0.5215, val ACC0: 0.7285, val Gmean: 0.6164 (best 0.6079)
2025-05-08 20:00:34 - Epoch 53 伪标签: 正样本: 698 (20.2%), 负样本: 2755 (79.8%)
2025-05-08 20:00:34 - Epoch 53, val mf1: 0.5389, val ACC1: 0.5337, val ACC0: 0.7272, val Gmean: 0.6230 (best 0.6079)
2025-05-08 20:00:34 - Epoch 54 伪标签: 正样本: 700 (20.3%), 负样本: 2753 (79.7%)
2025-05-08 20:00:35 - Epoch 54, val mf1: 0.5389, val ACC1: 0.5337, val ACC0: 0.7272, val Gmean: 0.6230 (best 0.6079)
2025-05-08 20:00:35 - Epoch 55 伪标签: 正样本: 702 (20.3%), 负样本: 2751 (79.7%)
2025-05-08 20:00:35 - Epoch 55, val mf1: 0.5384, val ACC1: 0.5337, val ACC0: 0.7266, val Gmean: 0.6227 (best 0.6079)
2025-05-08 20:00:35 - Epoch 56 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-08 20:00:36 - Epoch 56, val mf1: 0.5403, val ACC1: 0.5399, val ACC0: 0.7272, val Gmean: 0.6266 (best 0.6079)
2025-05-08 20:00:36 - Epoch 57 伪标签: 正样本: 726 (21.0%), 负样本: 2727 (79.0%)
2025-05-08 20:00:36 - Epoch 57, val mf1: 0.5420, val ACC1: 0.5092, val ACC0: 0.7414, val Gmean: 0.6144 (best 0.6079)
2025-05-08 20:00:36 - Epoch 58 伪标签: 正样本: 724 (21.0%), 负样本: 2729 (79.0%)
2025-05-08 20:00:37 - Epoch 58, val mf1: 0.5448, val ACC1: 0.5644, val ACC0: 0.7253, val Gmean: 0.6398 (best 0.6079)
2025-05-08 20:00:37 - Epoch 59 伪标签: 正样本: 730 (21.1%), 负样本: 2723 (78.9%)
2025-05-08 20:00:37 - Epoch 59, val mf1: 0.5454, val ACC1: 0.5706, val ACC0: 0.7240, val Gmean: 0.6427 (best 0.6079)
2025-05-08 20:00:37 - Epoch 60 伪标签: 正样本: 741 (21.5%), 负样本: 2712 (78.5%)
2025-05-08 20:00:38 - Epoch 60, 有标签损失: 0.2202, 一致性损失: 0.4513, 伪标签损失: 0.8376, LPL损失: 5.2715, 聚类损失: 39.0293, 总损失: 1.6437
2025-05-08 20:00:38 - Epoch 60, val mf1: 0.5454, val ACC1: 0.5706, val ACC0: 0.7240, val Gmean: 0.6427 (best 0.6079)
2025-05-08 20:00:38 - Epoch 61 伪标签: 正样本: 748 (21.7%), 负样本: 2705 (78.3%)
2025-05-08 20:00:38 - Epoch 61, val mf1: 0.5445, val ACC1: 0.5706, val ACC0: 0.7227, val Gmean: 0.6421 (best 0.6079)
2025-05-08 20:00:38 - Epoch 62 伪标签: 正样本: 753 (21.8%), 负样本: 2700 (78.2%)
2025-05-08 20:00:39 - Epoch 62, val mf1: 0.5461, val ACC1: 0.4908, val ACC0: 0.7550, val Gmean: 0.6087 (best 0.6079)
2025-05-08 20:00:39 - Epoch 63 伪标签: 正样本: 757 (21.9%), 负样本: 2696 (78.1%)
2025-05-08 20:00:39 - Epoch 63, val mf1: 0.5481, val ACC1: 0.5276, val ACC0: 0.7440, val Gmean: 0.6265 (best 0.6079)
2025-05-08 20:00:39 - Epoch 64 伪标签: 正样本: 763 (22.1%), 负样本: 2690 (77.9%)
2025-05-08 20:00:40 - Epoch 64, val mf1: 0.5489, val ACC1: 0.5276, val ACC0: 0.7453, val Gmean: 0.6271 (best 0.6079)
2025-05-08 20:00:40 - Epoch 65 伪标签: 正样本: 768 (22.2%), 负样本: 2685 (77.8%)
2025-05-08 20:00:40 - Epoch 65, val mf1: 0.5508, val ACC1: 0.5031, val ACC0: 0.7576, val Gmean: 0.6174 (best 0.6079)
2025-05-08 20:00:40 - Epoch 66 伪标签: 正样本: 780 (22.6%), 负样本: 2673 (77.4%)
2025-05-08 20:00:41 - Epoch 66, val mf1: 0.5524, val ACC1: 0.5092, val ACC0: 0.7576, val Gmean: 0.6211 (best 0.6079)
2025-05-08 20:00:41 - Epoch 67 伪标签: 正样本: 779 (22.6%), 负样本: 2674 (77.4%)
2025-05-08 20:00:41 - Epoch 67, val mf1: 0.5532, val ACC1: 0.5092, val ACC0: 0.7589, val Gmean: 0.6216 (best 0.6079)
2025-05-08 20:00:41 - Epoch 68 伪标签: 正样本: 788 (22.8%), 负样本: 2665 (77.2%)
2025-05-08 20:00:42 - Epoch 68, val mf1: 0.5543, val ACC1: 0.5153, val ACC0: 0.7582, val Gmean: 0.6251 (best 0.6079)
2025-05-08 20:00:42 - Epoch 69 伪标签: 正样本: 798 (23.1%), 负样本: 2655 (76.9%)
2025-05-08 20:00:42 - Epoch 69, val mf1: 0.5555, val ACC1: 0.5583, val ACC0: 0.7440, val Gmean: 0.6445 (best 0.6079)
2025-05-08 20:00:42 - Epoch 70 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 20:00:43 - Epoch 70, 有标签损失: 0.1895, 一致性损失: 0.4141, 伪标签损失: 0.8252, LPL损失: 7.0480, 聚类损失: 35.1642, 总损失: 1.8041
2025-05-08 20:00:43 - Epoch 70, val mf1: 0.5536, val ACC1: 0.5644, val ACC0: 0.7388, val Gmean: 0.6458 (best 0.6079)
2025-05-08 20:00:43 - Epoch 71 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 20:00:43 - Epoch 71, val mf1: 0.5516, val ACC1: 0.5215, val ACC0: 0.7518, val Gmean: 0.6261 (best 0.6079)
2025-05-08 20:00:43 - Epoch 72 伪标签: 正样本: 812 (23.5%), 负样本: 2641 (76.5%)
2025-05-08 20:00:43 - Epoch 72, val mf1: 0.5508, val ACC1: 0.5215, val ACC0: 0.7505, val Gmean: 0.6256 (best 0.6079)
2025-05-08 20:00:43 - Epoch 73 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:00:44 - Epoch 73, val mf1: 0.5514, val ACC1: 0.4969, val ACC0: 0.7608, val Gmean: 0.6149 (best 0.6079)
2025-05-08 20:00:44 - Epoch 74 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:00:44 - Epoch 74, val mf1: 0.5504, val ACC1: 0.5337, val ACC0: 0.7453, val Gmean: 0.6307 (best 0.6079)
2025-05-08 20:00:44 - Epoch 75 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:00:44 - Epoch 75, val mf1: 0.5493, val ACC1: 0.4969, val ACC0: 0.7576, val Gmean: 0.6136 (best 0.6079)
2025-05-08 20:00:44 - Epoch 76 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 20:00:45 - Epoch 76, val mf1: 0.5498, val ACC1: 0.5399, val ACC0: 0.7421, val Gmean: 0.6330 (best 0.6079)
2025-05-08 20:00:45 - Epoch 77 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:00:45 - Epoch 77, val mf1: 0.5498, val ACC1: 0.5399, val ACC0: 0.7421, val Gmean: 0.6330 (best 0.6079)
2025-05-08 20:00:45 - Epoch 78 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:00:46 - Epoch 78, val mf1: 0.5498, val ACC1: 0.5399, val ACC0: 0.7421, val Gmean: 0.6330 (best 0.6079)
2025-05-08 20:00:46 - Epoch 79 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:00:46 - Epoch 79, val mf1: 0.5515, val ACC1: 0.6503, val ACC0: 0.7059, val Gmean: 0.6775 (best 0.6079)
2025-05-08 20:00:46 - Epoch 80 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:00:47 - Epoch 80, 有标签损失: 0.1631, 一致性损失: 0.3805, 伪标签损失: 0.8377, LPL损失: 7.6621, 聚类损失: 31.5529, 总损失: 1.9440
2025-05-08 20:00:47 - Epoch 80, val mf1: 0.5510, val ACC1: 0.6503, val ACC0: 0.7052, val Gmean: 0.6772 (best 0.6079)
2025-05-08 20:00:47 - Epoch 81 伪标签: 正样本: 859 (24.9%), 负样本: 2594 (75.1%)
2025-05-08 20:00:47 - Epoch 81, val mf1: 0.5510, val ACC1: 0.6503, val ACC0: 0.7052, val Gmean: 0.6772 (best 0.6079)
2025-05-08 20:00:47 - Epoch 82 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:00:47 - Epoch 82, val mf1: 0.5516, val ACC1: 0.6012, val ACC0: 0.7227, val Gmean: 0.6592 (best 0.6079)
2025-05-08 20:00:48 - Epoch 83 伪标签: 正样本: 866 (25.1%), 负样本: 2587 (74.9%)
2025-05-08 20:00:48 - Epoch 83, val mf1: 0.5535, val ACC1: 0.6135, val ACC0: 0.7214, val Gmean: 0.6653 (best 0.6079)
2025-05-08 20:00:48 - Epoch 84 伪标签: 正样本: 867 (25.1%), 负样本: 2586 (74.9%)
2025-05-08 20:00:48 - Epoch 84, val mf1: 0.5535, val ACC1: 0.6135, val ACC0: 0.7214, val Gmean: 0.6653 (best 0.6079)
2025-05-08 20:00:48 - Epoch 85 伪标签: 正样本: 878 (25.4%), 负样本: 2575 (74.6%)
2025-05-08 20:00:49 - Epoch 85, val mf1: 0.5531, val ACC1: 0.6135, val ACC0: 0.7207, val Gmean: 0.6650 (best 0.6079)
2025-05-08 20:00:49 - Epoch 86 伪标签: 正样本: 876 (25.4%), 负样本: 2577 (74.6%)
2025-05-08 20:00:49 - Epoch 86, val mf1: 0.5535, val ACC1: 0.6135, val ACC0: 0.7214, val Gmean: 0.6653 (best 0.6079)
2025-05-08 20:00:49 - Epoch 87 伪标签: 正样本: 883 (25.6%), 负样本: 2570 (74.4%)
2025-05-08 20:00:50 - Epoch 87, val mf1: 0.5543, val ACC1: 0.6135, val ACC0: 0.7227, val Gmean: 0.6659 (best 0.6079)
2025-05-08 20:00:50 - Epoch 88 伪标签: 正样本: 882 (25.5%), 负样本: 2571 (74.5%)
2025-05-08 20:00:50 - Epoch 88, val mf1: 0.5552, val ACC1: 0.6135, val ACC0: 0.7240, val Gmean: 0.6665 (best 0.6079)
2025-05-08 20:00:50 - Epoch 89 伪标签: 正样本: 890 (25.8%), 负样本: 2563 (74.2%)
2025-05-08 20:00:51 - Epoch 89, val mf1: 0.5552, val ACC1: 0.6135, val ACC0: 0.7240, val Gmean: 0.6665 (best 0.6079)
2025-05-08 20:00:51 - Epoch 90 伪标签: 正样本: 894 (25.9%), 负样本: 2559 (74.1%)
2025-05-08 20:00:51 - Epoch 90, 有标签损失: 0.1430, 一致性损失: 0.3452, 伪标签损失: 0.8568, LPL损失: 7.9019, 聚类损失: 28.0921, 总损失: 2.0771
2025-05-08 20:00:51 - Epoch 90, val mf1: 0.5548, val ACC1: 0.6135, val ACC0: 0.7233, val Gmean: 0.6662 (best 0.6079)
2025-05-08 20:00:51 - Epoch 91 伪标签: 正样本: 902 (26.1%), 负样本: 2551 (73.9%)
2025-05-08 20:00:52 - Epoch 91, val mf1: 0.5550, val ACC1: 0.6258, val ACC0: 0.7195, val Gmean: 0.6710 (best 0.6079)
2025-05-08 20:00:52 - Epoch 92 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 20:00:52 - Epoch 92, val mf1: 0.5525, val ACC1: 0.6319, val ACC0: 0.7136, val Gmean: 0.6715 (best 0.6079)
2025-05-08 20:00:52 - Epoch 93 伪标签: 正样本: 909 (26.3%), 负样本: 2544 (73.7%)
2025-05-08 20:00:53 - Epoch 93, val mf1: 0.5508, val ACC1: 0.6319, val ACC0: 0.7111, val Gmean: 0.6703 (best 0.6079)
2025-05-08 20:00:53 - Epoch 94 伪标签: 正样本: 910 (26.4%), 负样本: 2543 (73.6%)
2025-05-08 20:00:53 - Epoch 94, val mf1: 0.5496, val ACC1: 0.6319, val ACC0: 0.7091, val Gmean: 0.6694 (best 0.6079)
2025-05-08 20:00:54 - Epoch 95 伪标签: 正样本: 912 (26.4%), 负样本: 2541 (73.6%)
2025-05-08 20:00:54 - Epoch 95, val mf1: 0.5483, val ACC1: 0.6319, val ACC0: 0.7072, val Gmean: 0.6685 (best 0.6079)
2025-05-08 20:00:54 - Epoch 96 伪标签: 正样本: 923 (26.7%), 负样本: 2530 (73.3%)
2025-05-08 20:00:54 - Epoch 96, val mf1: 0.5463, val ACC1: 0.5890, val ACC0: 0.7188, val Gmean: 0.6507 (best 0.6079)
2025-05-08 20:00:54 - Epoch 97 伪标签: 正样本: 916 (26.5%), 负样本: 2537 (73.5%)
2025-05-08 20:00:55 - Epoch 97, val mf1: 0.5463, val ACC1: 0.5890, val ACC0: 0.7188, val Gmean: 0.6507 (best 0.6079)
2025-05-08 20:00:55 - Epoch 98 伪标签: 正样本: 925 (26.8%), 负样本: 2528 (73.2%)
2025-05-08 20:00:55 - Epoch 98, val mf1: 0.5469, val ACC1: 0.6258, val ACC0: 0.7072, val Gmean: 0.6652 (best 0.6079)
2025-05-08 20:00:55 - Epoch 99 伪标签: 正样本: 930 (26.9%), 负样本: 2523 (73.1%)
2025-05-08 20:00:55 - Epoch 99, val mf1: 0.5469, val ACC1: 0.6196, val ACC0: 0.7091, val Gmean: 0.6629 (best 0.6079)
2025-05-08 20:00:55 - time cost: 45.75 s
2025-05-08 20:00:55 - Test: REC 54.85 PRE 25.89 MF1 61.96 AUC 76.92 ACC1 54.85 ACC0 83.52 Gmean 67.68
2025-05-08 20:01:50 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:01:50 - 无标签数据数量: 3453
2025-05-08 20:01:50 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:01:50 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:01:50 - 伪标签策略：
2025-05-08 20:01:50 -   使用模型输出和聚类结果的融合
2025-05-08 20:01:50 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:01:50 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.7590
2025-05-08 20:01:51 - Epoch 0, val mf1: 0.6143, val ACC1: 0.5460, val ACC0: 0.8293, val Gmean: 0.6729 (best 0.6143)
2025-05-08 20:01:51 - Epoch 1 伪标签: 正样本: 487 (14.1%), 负样本: 2966 (85.9%)
2025-05-08 20:01:51 - Epoch 1, val mf1: 0.6500, val ACC1: 0.4417, val ACC0: 0.9056, val Gmean: 0.6325 (best 0.6500)
2025-05-08 20:01:51 - Epoch 2 伪标签: 正样本: 136 (3.9%), 负样本: 3317 (96.1%)
2025-05-08 20:01:51 - Epoch 2, val mf1: 0.6486, val ACC1: 0.3252, val ACC0: 0.9483, val Gmean: 0.5553 (best 0.6500)
2025-05-08 20:01:51 - Epoch 3 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 20:01:52 - Epoch 3, val mf1: 0.6348, val ACC1: 0.2699, val ACC0: 0.9599, val Gmean: 0.5090 (best 0.6500)
2025-05-08 20:01:52 - Epoch 4 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 20:01:52 - Epoch 4, val mf1: 0.6257, val ACC1: 0.2515, val ACC0: 0.9606, val Gmean: 0.4915 (best 0.6500)
2025-05-08 20:01:52 - Epoch 5 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:01:52 - Epoch 5, val mf1: 0.6244, val ACC1: 0.2699, val ACC0: 0.9509, val Gmean: 0.5066 (best 0.6500)
2025-05-08 20:01:53 - Epoch 6 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 20:01:53 - Epoch 6, val mf1: 0.6202, val ACC1: 0.2883, val ACC0: 0.9386, val Gmean: 0.5202 (best 0.6500)
2025-05-08 20:01:53 - Epoch 7 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:01:53 - Epoch 7, val mf1: 0.6318, val ACC1: 0.3190, val ACC0: 0.9360, val Gmean: 0.5464 (best 0.6500)
2025-05-08 20:01:53 - Epoch 8 伪标签: 正样本: 139 (4.0%), 负样本: 3314 (96.0%)
2025-05-08 20:01:53 - Epoch 8, val mf1: 0.6575, val ACC1: 0.3926, val ACC0: 0.9302, val Gmean: 0.6043 (best 0.6575)
2025-05-08 20:01:53 - Epoch 9 伪标签: 正样本: 171 (5.0%), 负样本: 3282 (95.0%)
2025-05-08 20:01:54 - Epoch 9, val mf1: 0.6621, val ACC1: 0.4110, val ACC0: 0.9276, val Gmean: 0.6175 (best 0.6621)
2025-05-08 20:01:54 - Epoch 10 伪标签: 正样本: 399 (11.6%), 负样本: 3054 (88.4%)
2025-05-08 20:01:54 - Epoch 10, 有标签损失: 0.2793, 一致性损失: 0.4885, 伪标签损失: 0.9853, LPL损失: 10.2565, 聚类损失: 34.3242, 总损失: 0.8467
2025-05-08 20:01:54 - Epoch 10, val mf1: 0.6656, val ACC1: 0.4785, val ACC0: 0.9076, val Gmean: 0.6590 (best 0.6656)
2025-05-08 20:01:54 - Epoch 11 伪标签: 正样本: 438 (12.7%), 负样本: 3015 (87.3%)
2025-05-08 20:01:54 - Epoch 11, val mf1: 0.6635, val ACC1: 0.5521, val ACC0: 0.8817, val Gmean: 0.6977 (best 0.6656)
2025-05-08 20:01:54 - Epoch 12 伪标签: 正样本: 492 (14.2%), 负样本: 2961 (85.8%)
2025-05-08 20:01:55 - Epoch 12, val mf1: 0.6499, val ACC1: 0.4969, val ACC0: 0.8862, val Gmean: 0.6636 (best 0.6656)
2025-05-08 20:01:55 - Epoch 13 伪标签: 正样本: 542 (15.7%), 负样本: 2911 (84.3%)
2025-05-08 20:01:55 - Epoch 13, val mf1: 0.6368, val ACC1: 0.5767, val ACC0: 0.8455, val Gmean: 0.6983 (best 0.6656)
2025-05-08 20:01:55 - Epoch 14 伪标签: 正样本: 609 (17.6%), 负样本: 2844 (82.4%)
2025-05-08 20:01:55 - Epoch 14, val mf1: 0.6250, val ACC1: 0.6012, val ACC0: 0.8235, val Gmean: 0.7037 (best 0.6656)
2025-05-08 20:01:55 - Epoch 15 伪标签: 正样本: 674 (19.5%), 负样本: 2779 (80.5%)
2025-05-08 20:01:56 - Epoch 15, val mf1: 0.6056, val ACC1: 0.6196, val ACC0: 0.7931, val Gmean: 0.7010 (best 0.6656)
2025-05-08 20:01:56 - Epoch 16 伪标签: 正样本: 756 (21.9%), 负样本: 2697 (78.1%)
2025-05-08 20:01:56 - Epoch 16, val mf1: 0.5849, val ACC1: 0.6135, val ACC0: 0.7673, val Gmean: 0.6861 (best 0.6656)
2025-05-08 20:01:56 - Epoch 17 伪标签: 正样本: 793 (23.0%), 负样本: 2660 (77.0%)
2025-05-08 20:01:56 - Epoch 17, val mf1: 0.5741, val ACC1: 0.6196, val ACC0: 0.7498, val Gmean: 0.6816 (best 0.6656)
2025-05-08 20:01:56 - Epoch 18 伪标签: 正样本: 786 (22.8%), 负样本: 2667 (77.2%)
2025-05-08 20:01:57 - Epoch 18, val mf1: 0.5659, val ACC1: 0.6380, val ACC0: 0.7317, val Gmean: 0.6833 (best 0.6656)
2025-05-08 20:01:57 - Epoch 19 伪标签: 正样本: 760 (22.0%), 负样本: 2693 (78.0%)
2025-05-08 20:01:57 - Epoch 19, val mf1: 0.5607, val ACC1: 0.6933, val ACC0: 0.7059, val Gmean: 0.6995 (best 0.6656)
2025-05-08 20:01:57 - Epoch 20 伪标签: 正样本: 731 (21.2%), 负样本: 2722 (78.8%)
2025-05-08 20:01:57 - Epoch 20, 有标签损失: 0.0230, 一致性损失: 0.3059, 伪标签损失: 1.0311, LPL损失: 4.1610, 聚类损失: 28.0489, 总损失: 0.5248
2025-05-08 20:01:57 - Epoch 20, val mf1: 0.5607, val ACC1: 0.7178, val ACC0: 0.6981, val Gmean: 0.7079 (best 0.6656)
2025-05-08 20:01:57 - Epoch 21 伪标签: 正样本: 736 (21.3%), 负样本: 2717 (78.7%)
2025-05-08 20:01:58 - Epoch 21, val mf1: 0.5576, val ACC1: 0.7239, val ACC0: 0.6917, val Gmean: 0.7076 (best 0.6656)
2025-05-08 20:01:58 - Epoch 22 伪标签: 正样本: 720 (20.9%), 负样本: 2733 (79.1%)
2025-05-08 20:01:58 - Epoch 22, val mf1: 0.5568, val ACC1: 0.7055, val ACC0: 0.6962, val Gmean: 0.7008 (best 0.6656)
2025-05-08 20:01:58 - Epoch 23 伪标签: 正样本: 744 (21.5%), 负样本: 2709 (78.5%)
2025-05-08 20:01:58 - Epoch 23, val mf1: 0.5572, val ACC1: 0.7117, val ACC0: 0.6949, val Gmean: 0.7032 (best 0.6656)
2025-05-08 20:01:58 - Epoch 24 伪标签: 正样本: 716 (20.7%), 负样本: 2737 (79.3%)
2025-05-08 20:01:59 - Epoch 24, val mf1: 0.5594, val ACC1: 0.7178, val ACC0: 0.6962, val Gmean: 0.7069 (best 0.6656)
2025-05-08 20:01:59 - Epoch 25 伪标签: 正样本: 709 (20.5%), 负样本: 2744 (79.5%)
2025-05-08 20:01:59 - Epoch 25, val mf1: 0.5637, val ACC1: 0.7117, val ACC0: 0.7046, val Gmean: 0.7081 (best 0.6656)
2025-05-08 20:01:59 - Epoch 26 伪标签: 正样本: 710 (20.6%), 负样本: 2743 (79.4%)
2025-05-08 20:01:59 - Epoch 26, val mf1: 0.5686, val ACC1: 0.6442, val ACC0: 0.7337, val Gmean: 0.6875 (best 0.6656)
2025-05-08 20:02:00 - Epoch 27 伪标签: 正样本: 714 (20.7%), 负样本: 2739 (79.3%)
2025-05-08 20:02:00 - Epoch 27, val mf1: 0.5767, val ACC1: 0.6442, val ACC0: 0.7453, val Gmean: 0.6929 (best 0.6656)
2025-05-08 20:02:00 - Epoch 28 伪标签: 正样本: 721 (20.9%), 负样本: 2732 (79.1%)
2025-05-08 20:02:00 - Epoch 28, val mf1: 0.5909, val ACC1: 0.6442, val ACC0: 0.7654, val Gmean: 0.7022 (best 0.6656)
2025-05-08 20:02:00 - Epoch 29 伪标签: 正样本: 762 (22.1%), 负样本: 2691 (77.9%)
2025-05-08 20:02:01 - Epoch 29, val mf1: 0.5970, val ACC1: 0.6380, val ACC0: 0.7757, val Gmean: 0.7035 (best 0.6656)
2025-05-08 20:02:01 - Epoch 30 伪标签: 正样本: 742 (21.5%), 负样本: 2711 (78.5%)
2025-05-08 20:02:01 - Epoch 30, 有标签损失: 0.0096, 一致性损失: 0.1571, 伪标签损失: 1.0568, LPL损失: 6.8733, 聚类损失: 17.7533, 总损失: 0.4770
2025-05-08 20:02:01 - Epoch 30, val mf1: 0.6062, val ACC1: 0.6258, val ACC0: 0.7919, val Gmean: 0.7039 (best 0.6656)
2025-05-08 20:02:01 - Epoch 31 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:02:01 - Epoch 31, val mf1: 0.6158, val ACC1: 0.6319, val ACC0: 0.8022, val Gmean: 0.7120 (best 0.6656)
2025-05-08 20:02:01 - Epoch 32 伪标签: 正样本: 875 (25.3%), 负样本: 2578 (74.7%)
2025-05-08 20:02:02 - Epoch 32, val mf1: 0.6278, val ACC1: 0.6196, val ACC0: 0.8209, val Gmean: 0.7132 (best 0.6656)
2025-05-08 20:02:02 - Epoch 33 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:02:02 - Epoch 33, val mf1: 0.6349, val ACC1: 0.5583, val ACC0: 0.8494, val Gmean: 0.6886 (best 0.6656)
2025-05-08 20:02:02 - Epoch 34 伪标签: 正样本: 967 (28.0%), 负样本: 2486 (72.0%)
2025-05-08 20:02:02 - Epoch 34, val mf1: 0.6565, val ACC1: 0.5644, val ACC0: 0.8707, val Gmean: 0.7010 (best 0.6656)
2025-05-08 20:02:02 - Epoch 35 伪标签: 正样本: 969 (28.1%), 负样本: 2484 (71.9%)
2025-05-08 20:02:03 - Epoch 35, val mf1: 0.6688, val ACC1: 0.5644, val ACC0: 0.8830, val Gmean: 0.7060 (best 0.6688)
2025-05-08 20:02:03 - Epoch 36 伪标签: 正样本: 1003 (29.0%), 负样本: 2450 (71.0%)
2025-05-08 20:02:03 - Epoch 36, val mf1: 0.6721, val ACC1: 0.5644, val ACC0: 0.8862, val Gmean: 0.7073 (best 0.6721)
2025-05-08 20:02:03 - Epoch 37 伪标签: 正样本: 838 (24.3%), 负样本: 2615 (75.7%)
2025-05-08 20:02:03 - Epoch 37, val mf1: 0.6701, val ACC1: 0.5644, val ACC0: 0.8843, val Gmean: 0.7065 (best 0.6721)
2025-05-08 20:02:03 - Epoch 38 伪标签: 正样本: 997 (28.9%), 负样本: 2456 (71.1%)
2025-05-08 20:02:04 - Epoch 38, val mf1: 0.6546, val ACC1: 0.5644, val ACC0: 0.8688, val Gmean: 0.7003 (best 0.6721)
2025-05-08 20:02:04 - Epoch 39 伪标签: 正样本: 875 (25.3%), 负样本: 2578 (74.7%)
2025-05-08 20:02:04 - Epoch 39, val mf1: 0.6510, val ACC1: 0.5828, val ACC0: 0.8591, val Gmean: 0.7076 (best 0.6721)
2025-05-08 20:02:04 - Epoch 40 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:02:04 - Epoch 40, 有标签损失: 0.0089, 一致性损失: 0.0659, 伪标签损失: 0.8947, LPL损失: 4.9124, 聚类损失: 9.4489, 总损失: 0.3427
2025-05-08 20:02:04 - Epoch 40, val mf1: 0.6485, val ACC1: 0.5706, val ACC0: 0.8604, val Gmean: 0.7006 (best 0.6721)
2025-05-08 20:02:04 - Epoch 41 伪标签: 正样本: 992 (28.7%), 负样本: 2461 (71.3%)
2025-05-08 20:02:05 - Epoch 41, val mf1: 0.6635, val ACC1: 0.5644, val ACC0: 0.8778, val Gmean: 0.7039 (best 0.6721)
2025-05-08 20:02:05 - Epoch 42 伪标签: 正样本: 994 (28.8%), 负样本: 2459 (71.2%)
2025-05-08 20:02:05 - Epoch 42, val mf1: 0.6830, val ACC1: 0.5337, val ACC0: 0.9056, val Gmean: 0.6952 (best 0.6830)
2025-05-08 20:02:05 - Epoch 43 伪标签: 正样本: 1159 (33.6%), 负样本: 2294 (66.4%)
2025-05-08 20:02:05 - Epoch 43, val mf1: 0.7028, val ACC1: 0.5153, val ACC0: 0.9276, val Gmean: 0.6914 (best 0.7028)
2025-05-08 20:02:05 - Epoch 44 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 20:02:06 - Epoch 44, val mf1: 0.7340, val ACC1: 0.5031, val ACC0: 0.9535, val Gmean: 0.6926 (best 0.7340)
2025-05-08 20:02:06 - Epoch 45 伪标签: 正样本: 1170 (33.9%), 负样本: 2283 (66.1%)
2025-05-08 20:02:06 - Epoch 45, val mf1: 0.7600, val ACC1: 0.5583, val ACC0: 0.9560, val Gmean: 0.7306 (best 0.7600)
2025-05-08 20:02:06 - Epoch 46 伪标签: 正样本: 1121 (32.5%), 负样本: 2332 (67.5%)
2025-05-08 20:02:06 - Epoch 46, val mf1: 0.7953, val ACC1: 0.5521, val ACC0: 0.9774, val Gmean: 0.7346 (best 0.7953)
2025-05-08 20:02:06 - Epoch 47 伪标签: 正样本: 961 (27.8%), 负样本: 2492 (72.2%)
2025-05-08 20:02:07 - Epoch 47, val mf1: 0.8415, val ACC1: 0.6135, val ACC0: 0.9877, val Gmean: 0.7784 (best 0.8415)
2025-05-08 20:02:07 - Epoch 48 伪标签: 正样本: 1013 (29.3%), 负样本: 2440 (70.7%)
2025-05-08 20:02:07 - Epoch 48, val mf1: 0.8507, val ACC1: 0.6626, val ACC0: 0.9832, val Gmean: 0.8071 (best 0.8507)
2025-05-08 20:02:07 - Epoch 49 伪标签: 正样本: 140 (4.1%), 负样本: 3313 (95.9%)
2025-05-08 20:02:07 - Epoch 49, val mf1: 0.8474, val ACC1: 0.6319, val ACC0: 0.9871, val Gmean: 0.7898 (best 0.8507)
2025-05-08 20:02:07 - Epoch 50 伪标签: 正样本: 933 (27.0%), 负样本: 2520 (73.0%)
2025-05-08 20:02:08 - Epoch 50, 有标签损失: 0.0237, 一致性损失: 0.0246, 伪标签损失: 0.9520, LPL损失: 17.0445, 聚类损失: 4.1339, 总损失: 0.6027
2025-05-08 20:02:08 - Epoch 50, val mf1: 0.8563, val ACC1: 0.6626, val ACC0: 0.9858, val Gmean: 0.8082 (best 0.8563)
2025-05-08 20:02:08 - Epoch 51 伪标签: 正样本: 1062 (30.8%), 负样本: 2391 (69.2%)
2025-05-08 20:02:08 - Epoch 51, val mf1: 0.8498, val ACC1: 0.6380, val ACC0: 0.9871, val Gmean: 0.7936 (best 0.8563)
2025-05-08 20:02:08 - Epoch 52 伪标签: 正样本: 902 (26.1%), 负样本: 2551 (73.9%)
2025-05-08 20:02:08 - Epoch 52, val mf1: 0.8411, val ACC1: 0.6626, val ACC0: 0.9787, val Gmean: 0.8053 (best 0.8563)
2025-05-08 20:02:08 - Epoch 53 伪标签: 正样本: 799 (23.1%), 负样本: 2654 (76.9%)
2025-05-08 20:02:09 - Epoch 53, val mf1: 0.8359, val ACC1: 0.6380, val ACC0: 0.9806, val Gmean: 0.7910 (best 0.8563)
2025-05-08 20:02:09 - Epoch 54 伪标签: 正样本: 888 (25.7%), 负样本: 2565 (74.3%)
2025-05-08 20:02:09 - Epoch 54, val mf1: 0.8343, val ACC1: 0.5644, val ACC0: 0.9935, val Gmean: 0.7488 (best 0.8563)
2025-05-08 20:02:09 - Epoch 55 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:02:09 - Epoch 55, val mf1: 0.8340, val ACC1: 0.5706, val ACC0: 0.9922, val Gmean: 0.7524 (best 0.8563)
2025-05-08 20:02:10 - Epoch 56 伪标签: 正样本: 866 (25.1%), 负样本: 2587 (74.9%)
2025-05-08 20:02:10 - Epoch 56, val mf1: 0.8359, val ACC1: 0.6380, val ACC0: 0.9806, val Gmean: 0.7910 (best 0.8563)
2025-05-08 20:02:10 - Epoch 57 伪标签: 正样本: 915 (26.5%), 负样本: 2538 (73.5%)
2025-05-08 20:02:10 - Epoch 57, val mf1: 0.8311, val ACC1: 0.5706, val ACC0: 0.9910, val Gmean: 0.7519 (best 0.8563)
2025-05-08 20:02:10 - Epoch 58 伪标签: 正样本: 829 (24.0%), 负样本: 2624 (76.0%)
2025-05-08 20:02:11 - Epoch 58, val mf1: 0.8335, val ACC1: 0.5521, val ACC0: 0.9955, val Gmean: 0.7414 (best 0.8563)
2025-05-08 20:02:11 - Epoch 59 伪标签: 正样本: 944 (27.3%), 负样本: 2509 (72.7%)
2025-05-08 20:02:11 - Epoch 59, val mf1: 0.8308, val ACC1: 0.5767, val ACC0: 0.9897, val Gmean: 0.7555 (best 0.8563)
2025-05-08 20:02:11 - Epoch 60 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:02:11 - Epoch 60, 有标签损失: 0.0273, 一致性损失: 0.0140, 伪标签损失: 0.7206, LPL损失: 12.6582, 聚类损失: 2.4048, 总损失: 0.5206
2025-05-08 20:02:11 - Epoch 60, val mf1: 0.8326, val ACC1: 0.5706, val ACC0: 0.9916, val Gmean: 0.7522 (best 0.8563)
2025-05-08 20:02:12 - Epoch 61 伪标签: 正样本: 749 (21.7%), 负样本: 2704 (78.3%)
2025-05-08 20:02:12 - Epoch 61, val mf1: 0.8319, val ACC1: 0.5828, val ACC0: 0.9890, val Gmean: 0.7592 (best 0.8563)
2025-05-08 20:02:12 - Epoch 62 伪标签: 正样本: 726 (21.0%), 负样本: 2727 (79.0%)
2025-05-08 20:02:12 - Epoch 62, val mf1: 0.8305, val ACC1: 0.5521, val ACC0: 0.9942, val Gmean: 0.7409 (best 0.8563)
2025-05-08 20:02:12 - Epoch 63 伪标签: 正样本: 669 (19.4%), 负样本: 2784 (80.6%)
2025-05-08 20:02:12 - Epoch 63, val mf1: 0.8296, val ACC1: 0.5399, val ACC0: 0.9961, val Gmean: 0.7333 (best 0.8563)
2025-05-08 20:02:13 - Epoch 64 伪标签: 正样本: 686 (19.9%), 负样本: 2767 (80.1%)
2025-05-08 20:02:13 - Epoch 64, val mf1: 0.8266, val ACC1: 0.5399, val ACC0: 0.9948, val Gmean: 0.7329 (best 0.8563)
2025-05-08 20:02:13 - Epoch 65 伪标签: 正样本: 647 (18.7%), 负样本: 2806 (81.3%)
2025-05-08 20:02:13 - Epoch 65, val mf1: 0.8180, val ACC1: 0.5399, val ACC0: 0.9910, val Gmean: 0.7314 (best 0.8563)
2025-05-08 20:02:13 - Epoch 66 伪标签: 正样本: 601 (17.4%), 负样本: 2852 (82.6%)
2025-05-08 20:02:13 - Epoch 66, val mf1: 0.8127, val ACC1: 0.5215, val ACC0: 0.9922, val Gmean: 0.7193 (best 0.8563)
2025-05-08 20:02:14 - Epoch 67 伪标签: 正样本: 57 (1.7%), 负样本: 3396 (98.3%)
2025-05-08 20:02:14 - Epoch 67, val mf1: 0.8086, val ACC1: 0.5031, val ACC0: 0.9942, val Gmean: 0.7072 (best 0.8563)
2025-05-08 20:02:14 - Epoch 68 伪标签: 正样本: 568 (16.4%), 负样本: 2885 (83.6%)
2025-05-08 20:02:14 - Epoch 68, val mf1: 0.7927, val ACC1: 0.4663, val ACC0: 0.9948, val Gmean: 0.6811 (best 0.8563)
2025-05-08 20:02:14 - Epoch 69 伪标签: 正样本: 528 (15.3%), 负样本: 2925 (84.7%)
2025-05-08 20:02:14 - Epoch 69, val mf1: 0.7835, val ACC1: 0.4417, val ACC0: 0.9961, val Gmean: 0.6633 (best 0.8563)
2025-05-08 20:02:14 - Epoch 70 伪标签: 正样本: 504 (14.6%), 负样本: 2949 (85.4%)
2025-05-08 20:02:15 - Epoch 70, 有标签损失: 0.0181, 一致性损失: 0.0102, 伪标签损失: 0.6157, LPL损失: 10.3421, 聚类损失: 1.5979, 总损失: 0.4851
2025-05-08 20:02:15 - Epoch 70, val mf1: 0.7818, val ACC1: 0.4356, val ACC0: 0.9968, val Gmean: 0.6589 (best 0.8563)
2025-05-08 20:02:15 - Epoch 71 伪标签: 正样本: 501 (14.5%), 负样本: 2952 (85.5%)
2025-05-08 20:02:15 - Epoch 71, val mf1: 0.7720, val ACC1: 0.4110, val ACC0: 0.9981, val Gmean: 0.6405 (best 0.8563)
2025-05-08 20:02:15 - Epoch 72 伪标签: 正样本: 446 (12.9%), 负样本: 3007 (87.1%)
2025-05-08 20:02:15 - Epoch 72, val mf1: 0.7688, val ACC1: 0.4049, val ACC0: 0.9981, val Gmean: 0.6357 (best 0.8563)
2025-05-08 20:02:15 - Epoch 73 伪标签: 正样本: 442 (12.8%), 负样本: 3011 (87.2%)
2025-05-08 20:02:16 - Epoch 73, val mf1: 0.7468, val ACC1: 0.3620, val ACC0: 0.9987, val Gmean: 0.6012 (best 0.8563)
2025-05-08 20:02:16 - Epoch 74 伪标签: 正样本: 1239 (35.9%), 负样本: 2214 (64.1%)
2025-05-08 20:02:16 - Epoch 74, val mf1: 0.7434, val ACC1: 0.3558, val ACC0: 0.9987, val Gmean: 0.5961 (best 0.8563)
2025-05-08 20:02:16 - Epoch 75 伪标签: 正样本: 1497 (43.4%), 负样本: 1956 (56.6%)
2025-05-08 20:02:16 - Epoch 75, val mf1: 0.7399, val ACC1: 0.3497, val ACC0: 0.9987, val Gmean: 0.5910 (best 0.8563)
2025-05-08 20:02:16 - Epoch 76 伪标签: 正样本: 540 (15.6%), 负样本: 2913 (84.4%)
2025-05-08 20:02:17 - Epoch 76, val mf1: 0.7292, val ACC1: 0.3313, val ACC0: 0.9987, val Gmean: 0.5752 (best 0.8563)
2025-05-08 20:02:17 - Epoch 77 伪标签: 正样本: 323 (9.4%), 负样本: 3130 (90.6%)
2025-05-08 20:02:17 - Epoch 77, val mf1: 0.7220, val ACC1: 0.3190, val ACC0: 0.9987, val Gmean: 0.5645 (best 0.8563)
2025-05-08 20:02:17 - Epoch 78 伪标签: 正样本: 326 (9.4%), 负样本: 3127 (90.6%)
2025-05-08 20:02:17 - Epoch 78, val mf1: 0.7207, val ACC1: 0.3190, val ACC0: 0.9981, val Gmean: 0.5643 (best 0.8563)
2025-05-08 20:02:17 - Epoch 79 伪标签: 正样本: 30 (0.9%), 负样本: 3423 (99.1%)
2025-05-08 20:02:17 - Epoch 79, val mf1: 0.7021, val ACC1: 0.2883, val ACC0: 0.9981, val Gmean: 0.5365 (best 0.8563)
2025-05-08 20:02:18 - Epoch 80 伪标签: 正样本: 283 (8.2%), 负样本: 3170 (91.8%)
2025-05-08 20:02:18 - Epoch 80, 有标签损失: 0.0148, 一致性损失: 0.0064, 伪标签损失: 0.5336, LPL损失: 5.9603, 聚类损失: 0.9189, 总损失: 0.3416
2025-05-08 20:02:18 - Epoch 80, val mf1: 0.7021, val ACC1: 0.2883, val ACC0: 0.9981, val Gmean: 0.5365 (best 0.8563)
2025-05-08 20:02:18 - Epoch 81 伪标签: 正样本: 256 (7.4%), 负样本: 3197 (92.6%)
2025-05-08 20:02:18 - Epoch 81, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8563)
2025-05-08 20:02:18 - Epoch 82 伪标签: 正样本: 227 (6.6%), 负样本: 3226 (93.4%)
2025-05-08 20:02:18 - Epoch 82, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8563)
2025-05-08 20:02:18 - Epoch 83 伪标签: 正样本: 1240 (35.9%), 负样本: 2213 (64.1%)
2025-05-08 20:02:19 - Epoch 83, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8563)
2025-05-08 20:02:19 - Epoch 84 伪标签: 正样本: 216 (6.3%), 负样本: 3237 (93.7%)
2025-05-08 20:02:19 - Epoch 84, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8563)
2025-05-08 20:02:19 - Epoch 85 伪标签: 正样本: 1524 (44.1%), 负样本: 1929 (55.9%)
2025-05-08 20:02:19 - Epoch 85, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8563)
2025-05-08 20:02:19 - Epoch 86 伪标签: 正样本: 1504 (43.6%), 负样本: 1949 (56.4%)
2025-05-08 20:02:20 - Epoch 86, val mf1: 0.6601, val ACC1: 0.2209, val ACC0: 0.9994, val Gmean: 0.4698 (best 0.8563)
2025-05-08 20:02:20 - Epoch 87 伪标签: 正样本: 147 (4.3%), 负样本: 3306 (95.7%)
2025-05-08 20:02:20 - Epoch 87, val mf1: 0.6515, val ACC1: 0.2086, val ACC0: 0.9994, val Gmean: 0.4566 (best 0.8563)
2025-05-08 20:02:20 - Epoch 88 伪标签: 正样本: 143 (4.1%), 负样本: 3310 (95.9%)
2025-05-08 20:02:20 - Epoch 88, val mf1: 0.6428, val ACC1: 0.1963, val ACC0: 0.9994, val Gmean: 0.4429 (best 0.8563)
2025-05-08 20:02:20 - Epoch 89 伪标签: 正样本: 140 (4.1%), 负样本: 3313 (95.9%)
2025-05-08 20:02:21 - Epoch 89, val mf1: 0.6428, val ACC1: 0.1963, val ACC0: 0.9994, val Gmean: 0.4429 (best 0.8563)
2025-05-08 20:02:21 - Epoch 90 伪标签: 正样本: 134 (3.9%), 负样本: 3319 (96.1%)
2025-05-08 20:02:21 - Epoch 90, 有标签损失: 0.0158, 一致性损失: 0.0046, 伪标签损失: 0.4843, LPL损失: 3.2956, 聚类损失: 0.4386, 总损失: 0.2354
2025-05-08 20:02:21 - Epoch 90, val mf1: 0.6293, val ACC1: 0.1779, val ACC0: 0.9994, val Gmean: 0.4217 (best 0.8563)
2025-05-08 20:02:21 - Epoch 91 伪标签: 正样本: 121 (3.5%), 负样本: 3332 (96.5%)
2025-05-08 20:02:21 - Epoch 91, val mf1: 0.6164, val ACC1: 0.1595, val ACC0: 1.0000, val Gmean: 0.3994 (best 0.8563)
2025-05-08 20:02:21 - Epoch 92 伪标签: 正样本: 119 (3.4%), 负样本: 3334 (96.6%)
2025-05-08 20:02:22 - Epoch 92, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8563)
2025-05-08 20:02:22 - Epoch 93 伪标签: 正样本: 141 (4.1%), 负样本: 3312 (95.9%)
2025-05-08 20:02:22 - Epoch 93, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8563)
2025-05-08 20:02:22 - Epoch 94 伪标签: 正样本: 109 (3.2%), 负样本: 3344 (96.8%)
2025-05-08 20:02:22 - Epoch 94, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8563)
2025-05-08 20:02:22 - Epoch 95 伪标签: 正样本: 110 (3.2%), 负样本: 3343 (96.8%)
2025-05-08 20:02:22 - Epoch 95, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8563)
2025-05-08 20:02:23 - Epoch 96 伪标签: 正样本: 104 (3.0%), 负样本: 3349 (97.0%)
2025-05-08 20:02:23 - Epoch 96, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8563)
2025-05-08 20:02:23 - Epoch 97 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 20:02:23 - Epoch 97, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8563)
2025-05-08 20:02:23 - Epoch 98 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:02:23 - Epoch 98, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8563)
2025-05-08 20:02:24 - Epoch 99 伪标签: 正样本: 90 (2.6%), 负样本: 3363 (97.4%)
2025-05-08 20:02:24 - Epoch 99, val mf1: 0.5398, val ACC1: 0.0675, val ACC0: 1.0000, val Gmean: 0.2598 (best 0.8563)
2025-05-08 20:02:24 - time cost: 33.82 s
2025-05-08 20:02:24 - Test: REC 72.12 PRE 81.79 MF1 87.18 AUC 91.64 ACC1 72.12 ACC0 98.31 Gmean 84.21
2025-05-08 20:08:16 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:08:16 - 无标签数据数量: 3453
2025-05-08 20:08:16 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:08:16 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:08:16 - 伪标签策略：
2025-05-08 20:08:16 -   使用模型输出和聚类结果的融合
2025-05-08 20:09:22 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:09:22 - 无标签数据数量: 3453
2025-05-08 20:09:22 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:09:22 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:09:22 - 伪标签策略：
2025-05-08 20:09:22 -   使用模型输出和聚类结果的融合
2025-05-08 20:12:05 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:12:05 - 无标签数据数量: 3453
2025-05-08 20:12:05 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:12:05 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:12:05 - 伪标签策略：
2025-05-08 20:12:05 -   使用模型输出和聚类结果的融合
2025-05-08 20:14:38 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:14:38 - 无标签数据数量: 3453
2025-05-08 20:14:38 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:14:38 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:14:38 - 伪标签策略：
2025-05-08 20:14:38 -   使用模型输出和聚类结果的融合
2025-05-08 20:15:32 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:15:32 - 无标签数据数量: 3453
2025-05-08 20:15:32 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:15:32 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:15:32 - 伪标签策略：
2025-05-08 20:15:32 -   使用模型输出和聚类结果的融合
2025-05-08 20:18:25 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:18:25 - 无标签数据数量: 3453
2025-05-08 20:18:25 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:18:25 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:18:25 - 伪标签策略：
2025-05-08 20:18:25 -   使用模型输出和聚类结果的融合
2025-05-08 20:21:53 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:21:53 - 无标签数据数量: 3453
2025-05-08 20:21:53 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:21:54 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:21:54 - 伪标签策略：
2025-05-08 20:21:54 -   使用模型输出和聚类结果的融合
2025-05-08 20:22:38 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:22:38 - 无标签数据数量: 3453
2025-05-08 20:22:38 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:22:39 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:22:39 - 伪标签策略：
2025-05-08 20:22:39 -   使用模型输出和聚类结果的融合
2025-05-08 20:23:00 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:23:00 - 无标签数据数量: 3453
2025-05-08 20:23:00 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:23:01 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:23:01 - 伪标签策略：
2025-05-08 20:23:01 -   使用模型输出和聚类结果的融合
2025-05-08 20:23:01 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:23:01 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.7590
2025-05-08 20:23:02 - Epoch 0, val mf1: 0.6143, val ACC1: 0.5460, val ACC0: 0.8293, val Gmean: 0.6729 (best 0.6143)
2025-05-08 20:23:02 - Epoch 1 伪标签: 正样本: 487 (14.1%), 负样本: 2966 (85.9%)
2025-05-08 20:23:02 - Epoch 1, val mf1: 0.6500, val ACC1: 0.4417, val ACC0: 0.9056, val Gmean: 0.6325 (best 0.6500)
2025-05-08 20:23:02 - Epoch 2 伪标签: 正样本: 136 (3.9%), 负样本: 3317 (96.1%)
2025-05-08 20:23:02 - Epoch 2, val mf1: 0.6486, val ACC1: 0.3252, val ACC0: 0.9483, val Gmean: 0.5553 (best 0.6500)
2025-05-08 20:23:02 - Epoch 3 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 20:23:03 - Epoch 3, val mf1: 0.6348, val ACC1: 0.2699, val ACC0: 0.9599, val Gmean: 0.5090 (best 0.6500)
2025-05-08 20:23:03 - Epoch 4 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 20:23:03 - Epoch 4, val mf1: 0.6257, val ACC1: 0.2515, val ACC0: 0.9606, val Gmean: 0.4915 (best 0.6500)
2025-05-08 20:23:03 - Epoch 5 伪标签: 正样本: 74 (2.1%), 负样本: 3379 (97.9%)
2025-05-08 20:23:03 - Epoch 5, val mf1: 0.6244, val ACC1: 0.2699, val ACC0: 0.9509, val Gmean: 0.5066 (best 0.6500)
2025-05-08 20:23:04 - Epoch 6 伪标签: 正样本: 96 (2.8%), 负样本: 3357 (97.2%)
2025-05-08 20:23:04 - Epoch 6, val mf1: 0.6202, val ACC1: 0.2883, val ACC0: 0.9386, val Gmean: 0.5202 (best 0.6500)
2025-05-08 20:23:04 - Epoch 7 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:23:04 - Epoch 7, val mf1: 0.6325, val ACC1: 0.3190, val ACC0: 0.9367, val Gmean: 0.5466 (best 0.6500)
2025-05-08 20:23:05 - Epoch 8 伪标签: 正样本: 138 (4.0%), 负样本: 3315 (96.0%)
2025-05-08 20:24:00 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:24:00 - 无标签数据数量: 3453
2025-05-08 20:24:00 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:24:00 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:24:00 - 伪标签策略：
2025-05-08 20:24:00 -   使用模型输出和聚类结果的融合
2025-05-08 20:24:00 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:24:01 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 5.0915
2025-05-08 20:24:01 - Epoch 0, val mf1: 0.6099, val ACC1: 0.5399, val ACC0: 0.8261, val Gmean: 0.6678 (best 0.6099)
2025-05-08 20:24:01 - Epoch 1 伪标签: 正样本: 481 (13.9%), 负样本: 2972 (86.1%)
2025-05-08 20:24:01 - Epoch 1, val mf1: 0.6418, val ACC1: 0.4356, val ACC0: 0.8998, val Gmean: 0.6261 (best 0.6418)
2025-05-08 20:24:01 - Epoch 2 伪标签: 正样本: 140 (4.1%), 负样本: 3313 (95.9%)
2025-05-08 20:24:02 - Epoch 2, val mf1: 0.6434, val ACC1: 0.3190, val ACC0: 0.9463, val Gmean: 0.5495 (best 0.6434)
2025-05-08 20:24:02 - Epoch 3 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:24:02 - Epoch 3, val mf1: 0.6268, val ACC1: 0.2577, val ACC0: 0.9586, val Gmean: 0.4970 (best 0.6434)
2025-05-08 20:24:02 - Epoch 4 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:24:02 - Epoch 4, val mf1: 0.6184, val ACC1: 0.2515, val ACC0: 0.9541, val Gmean: 0.4899 (best 0.6434)
2025-05-08 20:24:02 - Epoch 5 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 20:24:03 - Epoch 5, val mf1: 0.6052, val ACC1: 0.2638, val ACC0: 0.9354, val Gmean: 0.4967 (best 0.6434)
2025-05-08 20:24:03 - Epoch 6 伪标签: 正样本: 111 (3.2%), 负样本: 3342 (96.8%)
2025-05-08 20:24:03 - Epoch 6, val mf1: 0.6135, val ACC1: 0.3006, val ACC0: 0.9263, val Gmean: 0.5277 (best 0.6434)
2025-05-08 20:24:03 - Epoch 7 伪标签: 正样本: 137 (4.0%), 负样本: 3316 (96.0%)
2025-05-08 20:24:03 - Epoch 7, val mf1: 0.6277, val ACC1: 0.3313, val ACC0: 0.9270, val Gmean: 0.5542 (best 0.6434)
2025-05-08 20:24:04 - Epoch 8 伪标签: 正样本: 174 (5.0%), 负样本: 3279 (95.0%)
2025-05-08 20:24:04 - Epoch 8, val mf1: 0.6478, val ACC1: 0.3988, val ACC0: 0.9192, val Gmean: 0.6054 (best 0.6478)
2025-05-08 20:24:04 - Epoch 9 伪标签: 正样本: 198 (5.7%), 负样本: 3255 (94.3%)
2025-05-08 20:24:04 - Epoch 9, val mf1: 0.6553, val ACC1: 0.3926, val ACC0: 0.9282, val Gmean: 0.6037 (best 0.6553)
2025-05-08 20:24:05 - Epoch 10 伪标签: 正样本: 441 (12.8%), 负样本: 3012 (87.2%)
2025-05-08 20:24:05 - Epoch 10, 有标签损失: 0.3029, 一致性损失: 0.4005, 伪标签损失: 0.9903, LPL损失: 11.1489, 聚类损失: 31.7992, 总损失: 0.8519
2025-05-08 20:24:05 - Epoch 10, val mf1: 0.6674, val ACC1: 0.5215, val ACC0: 0.8953, val Gmean: 0.6833 (best 0.6674)
2025-05-08 20:24:05 - Epoch 11 伪标签: 正样本: 470 (13.6%), 负样本: 2983 (86.4%)
2025-05-08 20:24:05 - Epoch 11, val mf1: 0.6654, val ACC1: 0.5153, val ACC0: 0.8953, val Gmean: 0.6792 (best 0.6674)
2025-05-08 20:24:05 - Epoch 12 伪标签: 正样本: 518 (15.0%), 负样本: 2935 (85.0%)
2025-05-08 20:24:06 - Epoch 12, val mf1: 0.6681, val ACC1: 0.5153, val ACC0: 0.8979, val Gmean: 0.6802 (best 0.6681)
2025-05-08 20:24:06 - Epoch 13 伪标签: 正样本: 559 (16.2%), 负样本: 2894 (83.8%)
2025-05-08 20:24:06 - Epoch 13, val mf1: 0.6565, val ACC1: 0.5644, val ACC0: 0.8707, val Gmean: 0.7010 (best 0.6681)
2025-05-08 20:24:06 - Epoch 14 伪标签: 正样本: 611 (17.7%), 负样本: 2842 (82.3%)
2025-05-08 20:24:07 - Epoch 14, val mf1: 0.6416, val ACC1: 0.5890, val ACC0: 0.8468, val Gmean: 0.7062 (best 0.6681)
2025-05-08 20:24:07 - Epoch 15 伪标签: 正样本: 633 (18.3%), 负样本: 2820 (81.7%)
2025-05-08 20:24:07 - Epoch 15, val mf1: 0.6219, val ACC1: 0.6135, val ACC0: 0.8158, val Gmean: 0.7074 (best 0.6681)
2025-05-08 20:24:07 - Epoch 16 伪标签: 正样本: 658 (19.1%), 负样本: 2795 (80.9%)
2025-05-08 20:24:07 - Epoch 16, val mf1: 0.5990, val ACC1: 0.5828, val ACC0: 0.7970, val Gmean: 0.6816 (best 0.6681)
2025-05-08 20:24:08 - Epoch 17 伪标签: 正样本: 711 (20.6%), 负样本: 2742 (79.4%)
2025-05-08 20:24:08 - Epoch 17, val mf1: 0.5774, val ACC1: 0.6748, val ACC0: 0.7363, val Gmean: 0.7049 (best 0.6681)
2025-05-08 20:24:08 - Epoch 18 伪标签: 正样本: 608 (17.6%), 负样本: 2845 (82.4%)
2025-05-08 20:24:08 - Epoch 18, val mf1: 0.5681, val ACC1: 0.7178, val ACC0: 0.7091, val Gmean: 0.7134 (best 0.6681)
2025-05-08 20:24:08 - Epoch 19 伪标签: 正样本: 661 (19.1%), 负样本: 2792 (80.9%)
2025-05-08 20:24:09 - Epoch 19, val mf1: 0.5637, val ACC1: 0.6994, val ACC0: 0.7085, val Gmean: 0.7039 (best 0.6681)
2025-05-08 20:24:09 - Epoch 20 伪标签: 正样本: 648 (18.8%), 负样本: 2805 (81.2%)
2025-05-08 20:24:09 - Epoch 20, 有标签损失: 0.0357, 一致性损失: 0.2337, 伪标签损失: 1.0066, LPL损失: 6.0612, 聚类损失: 24.0263, 总损失: 0.5048
2025-05-08 20:24:09 - Epoch 20, val mf1: 0.5610, val ACC1: 0.7362, val ACC0: 0.6930, val Gmean: 0.7142 (best 0.6681)
2025-05-08 20:24:09 - Epoch 21 伪标签: 正样本: 668 (19.3%), 负样本: 2785 (80.7%)
2025-05-08 20:24:09 - Epoch 21, val mf1: 0.5600, val ACC1: 0.7546, val ACC0: 0.6858, val Gmean: 0.7194 (best 0.6681)
2025-05-08 20:24:09 - Epoch 22 伪标签: 正样本: 647 (18.7%), 负样本: 2806 (81.3%)
2025-05-08 20:24:10 - Epoch 22, val mf1: 0.5636, val ACC1: 0.7362, val ACC0: 0.6968, val Gmean: 0.7162 (best 0.6681)
2025-05-08 20:24:10 - Epoch 23 伪标签: 正样本: 899 (26.0%), 负样本: 2554 (74.0%)
2025-05-08 20:24:10 - Epoch 23, val mf1: 0.5650, val ACC1: 0.7301, val ACC0: 0.7007, val Gmean: 0.7152 (best 0.6681)
2025-05-08 20:24:10 - Epoch 24 伪标签: 正样本: 618 (17.9%), 负样本: 2835 (82.1%)
2025-05-08 20:24:11 - Epoch 24, val mf1: 0.5703, val ACC1: 0.7178, val ACC0: 0.7123, val Gmean: 0.7151 (best 0.6681)
2025-05-08 20:24:11 - Epoch 25 伪标签: 正样本: 578 (16.7%), 负样本: 2875 (83.3%)
2025-05-08 20:24:11 - Epoch 25, val mf1: 0.5801, val ACC1: 0.6012, val ACC0: 0.7647, val Gmean: 0.6781 (best 0.6681)
2025-05-08 20:24:11 - Epoch 26 伪标签: 正样本: 603 (17.5%), 负样本: 2850 (82.5%)
2025-05-08 20:24:11 - Epoch 26, val mf1: 0.5924, val ACC1: 0.6564, val ACC0: 0.7634, val Gmean: 0.7079 (best 0.6681)
2025-05-08 20:24:12 - Epoch 27 伪标签: 正样本: 1209 (35.0%), 负样本: 2244 (65.0%)
2025-05-08 20:24:12 - Epoch 27, val mf1: 0.6085, val ACC1: 0.5828, val ACC0: 0.8093, val Gmean: 0.6868 (best 0.6681)
2025-05-08 20:24:12 - Epoch 28 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 20:24:12 - Epoch 28, val mf1: 0.6356, val ACC1: 0.5706, val ACC0: 0.8462, val Gmean: 0.6948 (best 0.6681)
2025-05-08 20:24:13 - Epoch 29 伪标签: 正样本: 1079 (31.2%), 负样本: 2374 (68.8%)
2025-05-08 20:24:13 - Epoch 29, val mf1: 0.6741, val ACC1: 0.5706, val ACC0: 0.8862, val Gmean: 0.7111 (best 0.6741)
2025-05-08 20:24:13 - Epoch 30 伪标签: 正样本: 605 (17.5%), 负样本: 2848 (82.5%)
2025-05-08 20:24:13 - Epoch 30, 有标签损失: 0.0118, 一致性损失: 0.1280, 伪标签损失: 0.9027, LPL损失: 5.3929, 聚类损失: 13.8858, 总损失: 0.3792
2025-05-08 20:24:13 - Epoch 30, val mf1: 0.6973, val ACC1: 0.5644, val ACC0: 0.9089, val Gmean: 0.7162 (best 0.6973)
2025-05-08 20:24:13 - Epoch 31 伪标签: 正样本: 983 (28.5%), 负样本: 2470 (71.5%)
2025-05-08 20:24:14 - Epoch 31, val mf1: 0.7126, val ACC1: 0.5583, val ACC0: 0.9231, val Gmean: 0.7179 (best 0.7126)
2025-05-08 20:24:14 - Epoch 32 伪标签: 正样本: 945 (27.4%), 负样本: 2508 (72.6%)
2025-05-08 20:24:14 - Epoch 32, val mf1: 0.7264, val ACC1: 0.5951, val ACC0: 0.9237, val Gmean: 0.7414 (best 0.7264)
2025-05-08 20:24:15 - Epoch 33 伪标签: 正样本: 929 (26.9%), 负样本: 2524 (73.1%)
2025-05-08 20:24:15 - Epoch 33, val mf1: 0.7545, val ACC1: 0.5521, val ACC0: 0.9541, val Gmean: 0.7258 (best 0.7545)
2025-05-08 20:24:15 - Epoch 34 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:24:15 - Epoch 34, val mf1: 0.7740, val ACC1: 0.6380, val ACC0: 0.9463, val Gmean: 0.7770 (best 0.7740)
2025-05-08 20:24:16 - Epoch 35 伪标签: 正样本: 889 (25.7%), 负样本: 2564 (74.3%)
2025-05-08 20:24:16 - Epoch 35, val mf1: 0.8012, val ACC1: 0.6319, val ACC0: 0.9638, val Gmean: 0.7804 (best 0.8012)
2025-05-08 20:24:16 - Epoch 36 伪标签: 正样本: 871 (25.2%), 负样本: 2582 (74.8%)
2025-05-08 20:24:16 - Epoch 36, val mf1: 0.8091, val ACC1: 0.5767, val ACC0: 0.9793, val Gmean: 0.7515 (best 0.8091)
2025-05-08 20:24:17 - Epoch 37 伪标签: 正样本: 885 (25.6%), 负样本: 2568 (74.4%)
2025-05-08 20:24:17 - Epoch 37, val mf1: 0.8236, val ACC1: 0.6196, val ACC0: 0.9780, val Gmean: 0.7785 (best 0.8236)
2025-05-08 20:24:17 - Epoch 38 伪标签: 正样本: 907 (26.3%), 负样本: 2546 (73.7%)
2025-05-08 20:24:17 - Epoch 38, val mf1: 0.8359, val ACC1: 0.6380, val ACC0: 0.9806, val Gmean: 0.7910 (best 0.8359)
2025-05-08 20:24:17 - Epoch 39 伪标签: 正样本: 631 (18.3%), 负样本: 2822 (81.7%)
2025-05-08 20:24:18 - Epoch 39, val mf1: 0.8474, val ACC1: 0.6319, val ACC0: 0.9871, val Gmean: 0.7898 (best 0.8474)
2025-05-08 20:24:18 - Epoch 40 伪标签: 正样本: 939 (27.2%), 负样本: 2514 (72.8%)
2025-05-08 20:24:18 - Epoch 40, 有标签损失: 0.0108, 一致性损失: 0.0522, 伪标签损失: 1.0272, LPL损失: 17.2532, 聚类损失: 5.8965, 总损失: 0.5386
2025-05-08 20:24:18 - Epoch 40, val mf1: 0.8502, val ACC1: 0.6319, val ACC0: 0.9884, val Gmean: 0.7903 (best 0.8502)
2025-05-08 20:24:18 - Epoch 41 伪标签: 正样本: 939 (27.2%), 负样本: 2514 (72.8%)
2025-05-08 20:24:19 - Epoch 41, val mf1: 0.8537, val ACC1: 0.6258, val ACC0: 0.9910, val Gmean: 0.7875 (best 0.8537)
2025-05-08 20:24:19 - Epoch 42 伪标签: 正样本: 1008 (29.2%), 负样本: 2445 (70.8%)
2025-05-08 20:24:19 - Epoch 42, val mf1: 0.8620, val ACC1: 0.6626, val ACC0: 0.9884, val Gmean: 0.8092 (best 0.8620)
2025-05-08 20:24:20 - Epoch 43 伪标签: 正样本: 1018 (29.5%), 负样本: 2435 (70.5%)
2025-05-08 20:24:20 - Epoch 43, val mf1: 0.8641, val ACC1: 0.6564, val ACC0: 0.9903, val Gmean: 0.8063 (best 0.8641)
2025-05-08 20:24:20 - Epoch 44 伪标签: 正样本: 1148 (33.2%), 负样本: 2305 (66.8%)
2025-05-08 20:24:20 - Epoch 44, val mf1: 0.8639, val ACC1: 0.6442, val ACC0: 0.9922, val Gmean: 0.7995 (best 0.8641)
2025-05-08 20:24:21 - Epoch 45 伪标签: 正样本: 1127 (32.6%), 负样本: 2326 (67.4%)
2025-05-08 20:24:21 - Epoch 45, val mf1: 0.8626, val ACC1: 0.6564, val ACC0: 0.9897, val Gmean: 0.8060 (best 0.8641)
2025-05-08 20:24:21 - Epoch 46 伪标签: 正样本: 148 (4.3%), 负样本: 3305 (95.7%)
2025-05-08 20:24:21 - Epoch 46, val mf1: 0.8577, val ACC1: 0.6626, val ACC0: 0.9864, val Gmean: 0.8084 (best 0.8641)
2025-05-08 20:24:21 - Epoch 47 伪标签: 正样本: 1020 (29.5%), 负样本: 2433 (70.5%)
2025-05-08 20:24:22 - Epoch 47, val mf1: 0.8570, val ACC1: 0.6380, val ACC0: 0.9903, val Gmean: 0.7949 (best 0.8641)
2025-05-08 20:24:22 - Epoch 48 伪标签: 正样本: 975 (28.2%), 负样本: 2478 (71.8%)
2025-05-08 20:24:22 - Epoch 48, val mf1: 0.8530, val ACC1: 0.6687, val ACC0: 0.9832, val Gmean: 0.8108 (best 0.8641)
2025-05-08 20:24:22 - Epoch 49 伪标签: 正样本: 132 (3.8%), 负样本: 3321 (96.2%)
2025-05-08 20:24:22 - Epoch 49, val mf1: 0.8511, val ACC1: 0.6748, val ACC0: 0.9813, val Gmean: 0.8138 (best 0.8641)
2025-05-08 20:24:22 - Epoch 50 伪标签: 正样本: 893 (25.9%), 负样本: 2560 (74.1%)
2025-05-08 20:24:22 - Epoch 50, 有标签损失: 0.0192, 一致性损失: 0.0218, 伪标签损失: 0.9286, LPL损失: 15.0537, 聚类损失: 3.2378, 总损失: 0.5221
2025-05-08 20:24:23 - Epoch 50, val mf1: 0.8479, val ACC1: 0.6442, val ACC0: 0.9851, val Gmean: 0.7966 (best 0.8641)
2025-05-08 20:24:23 - Epoch 51 伪标签: 正样本: 877 (25.4%), 负样本: 2576 (74.6%)
2025-05-08 20:24:23 - Epoch 51, val mf1: 0.8468, val ACC1: 0.6196, val ACC0: 0.9890, val Gmean: 0.7828 (best 0.8641)
2025-05-08 20:24:23 - Epoch 52 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:24:24 - Epoch 52, val mf1: 0.8404, val ACC1: 0.6319, val ACC0: 0.9838, val Gmean: 0.7885 (best 0.8641)
2025-05-08 20:24:24 - Epoch 53 伪标签: 正样本: 789 (22.8%), 负样本: 2664 (77.2%)
2025-05-08 20:24:24 - Epoch 53, val mf1: 0.8337, val ACC1: 0.5767, val ACC0: 0.9910, val Gmean: 0.7560 (best 0.8641)
2025-05-08 20:24:24 - Epoch 54 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 20:24:24 - Epoch 54, val mf1: 0.8316, val ACC1: 0.5890, val ACC0: 0.9877, val Gmean: 0.7627 (best 0.8641)
2025-05-08 20:24:24 - Epoch 55 伪标签: 正样本: 70 (2.0%), 负样本: 3383 (98.0%)
2025-05-08 20:24:24 - Epoch 55, val mf1: 0.8283, val ACC1: 0.5706, val ACC0: 0.9897, val Gmean: 0.7514 (best 0.8641)
2025-05-08 20:24:25 - Epoch 56 伪标签: 正样本: 766 (22.2%), 负样本: 2687 (77.8%)
2025-05-08 20:24:25 - Epoch 56, val mf1: 0.8271, val ACC1: 0.5644, val ACC0: 0.9903, val Gmean: 0.7476 (best 0.8641)
2025-05-08 20:24:25 - Epoch 57 伪标签: 正样本: 740 (21.4%), 负样本: 2713 (78.6%)
2025-05-08 20:24:25 - Epoch 57, val mf1: 0.8221, val ACC1: 0.5460, val ACC0: 0.9916, val Gmean: 0.7358 (best 0.8641)
2025-05-08 20:24:25 - Epoch 58 伪标签: 正样本: 693 (20.1%), 负样本: 2760 (79.9%)
2025-05-08 20:24:25 - Epoch 58, val mf1: 0.8196, val ACC1: 0.5337, val ACC0: 0.9929, val Gmean: 0.7280 (best 0.8641)
2025-05-08 20:24:26 - Epoch 59 伪标签: 正样本: 740 (21.4%), 负样本: 2713 (78.6%)
2025-05-08 20:24:26 - Epoch 59, val mf1: 0.8113, val ACC1: 0.5153, val ACC0: 0.9929, val Gmean: 0.7153 (best 0.8641)
2025-05-08 20:24:26 - Epoch 60 伪标签: 正样本: 688 (19.9%), 负样本: 2765 (80.1%)
2025-05-08 20:24:26 - Epoch 60, 有标签损失: 0.0334, 一致性损失: 0.0139, 伪标签损失: 0.6698, LPL损失: 11.6305, 聚类损失: 1.9754, 总损失: 0.4796
2025-05-08 20:24:26 - Epoch 60, val mf1: 0.8129, val ACC1: 0.5092, val ACC0: 0.9948, val Gmean: 0.7117 (best 0.8641)
2025-05-08 20:24:26 - Epoch 61 伪标签: 正样本: 658 (19.1%), 负样本: 2795 (80.9%)
2025-05-08 20:24:27 - Epoch 61, val mf1: 0.7986, val ACC1: 0.4785, val ACC0: 0.9948, val Gmean: 0.6900 (best 0.8641)
2025-05-08 20:24:27 - Epoch 62 伪标签: 正样本: 643 (18.6%), 负样本: 2810 (81.4%)
2025-05-08 20:24:27 - Epoch 62, val mf1: 0.7927, val ACC1: 0.4663, val ACC0: 0.9948, val Gmean: 0.6811 (best 0.8641)
2025-05-08 20:24:27 - Epoch 63 伪标签: 正样本: 600 (17.4%), 负样本: 2853 (82.6%)
2025-05-08 20:24:27 - Epoch 63, val mf1: 0.7898, val ACC1: 0.4601, val ACC0: 0.9948, val Gmean: 0.6766 (best 0.8641)
2025-05-08 20:24:27 - Epoch 64 伪标签: 正样本: 621 (18.0%), 负样本: 2832 (82.0%)
2025-05-08 20:24:28 - Epoch 64, val mf1: 0.7851, val ACC1: 0.4479, val ACC0: 0.9955, val Gmean: 0.6677 (best 0.8641)
2025-05-08 20:24:28 - Epoch 65 伪标签: 正样本: 598 (17.3%), 负样本: 2855 (82.7%)
2025-05-08 20:24:28 - Epoch 65, val mf1: 0.7863, val ACC1: 0.4417, val ACC0: 0.9974, val Gmean: 0.6638 (best 0.8641)
2025-05-08 20:24:28 - Epoch 66 伪标签: 正样本: 556 (16.1%), 负样本: 2897 (83.9%)
2025-05-08 20:24:28 - Epoch 66, val mf1: 0.7815, val ACC1: 0.4294, val ACC0: 0.9981, val Gmean: 0.6547 (best 0.8641)
2025-05-08 20:24:28 - Epoch 67 伪标签: 正样本: 42 (1.2%), 负样本: 3411 (98.8%)
2025-05-08 20:24:28 - Epoch 67, val mf1: 0.7655, val ACC1: 0.3988, val ACC0: 0.9981, val Gmean: 0.6309 (best 0.8641)
2025-05-08 20:24:29 - Epoch 68 伪标签: 正样本: 523 (15.1%), 负样本: 2930 (84.9%)
2025-05-08 20:24:29 - Epoch 68, val mf1: 0.7468, val ACC1: 0.3620, val ACC0: 0.9987, val Gmean: 0.6012 (best 0.8641)
2025-05-08 20:24:29 - Epoch 69 伪标签: 正样本: 493 (14.3%), 负样本: 2960 (85.7%)
2025-05-08 20:24:29 - Epoch 69, val mf1: 0.7341, val ACC1: 0.3374, val ACC0: 0.9994, val Gmean: 0.5807 (best 0.8641)
2025-05-08 20:24:30 - Epoch 70 伪标签: 正样本: 472 (13.7%), 负样本: 2981 (86.3%)
2025-05-08 20:24:30 - Epoch 70, 有标签损失: 0.0181, 一致性损失: 0.0116, 伪标签损失: 0.5964, LPL损失: 10.5141, 聚类损失: 1.5676, 总损失: 0.4897
2025-05-08 20:24:30 - Epoch 70, val mf1: 0.7341, val ACC1: 0.3374, val ACC0: 0.9994, val Gmean: 0.5807 (best 0.8641)
2025-05-08 20:24:30 - Epoch 71 伪标签: 正样本: 450 (13.0%), 负样本: 3003 (87.0%)
2025-05-08 20:24:30 - Epoch 71, val mf1: 0.7233, val ACC1: 0.3190, val ACC0: 0.9994, val Gmean: 0.5646 (best 0.8641)
2025-05-08 20:24:30 - Epoch 72 伪标签: 正样本: 403 (11.7%), 负样本: 3050 (88.3%)
2025-05-08 20:24:31 - Epoch 72, val mf1: 0.7196, val ACC1: 0.3129, val ACC0: 0.9994, val Gmean: 0.5592 (best 0.8641)
2025-05-08 20:24:31 - Epoch 73 伪标签: 正样本: 379 (11.0%), 负样本: 3074 (89.0%)
2025-05-08 20:24:31 - Epoch 73, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8641)
2025-05-08 20:24:31 - Epoch 74 伪标签: 正样本: 587 (17.0%), 负样本: 2866 (83.0%)
2025-05-08 20:24:32 - Epoch 74, val mf1: 0.7083, val ACC1: 0.2945, val ACC0: 0.9994, val Gmean: 0.5425 (best 0.8641)
2025-05-08 20:24:32 - Epoch 75 伪标签: 正样本: 327 (9.5%), 负样本: 3126 (90.5%)
2025-05-08 20:24:32 - Epoch 75, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8641)
2025-05-08 20:24:32 - Epoch 76 伪标签: 正样本: 327 (9.5%), 负样本: 3126 (90.5%)
2025-05-08 20:24:32 - Epoch 76, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8641)
2025-05-08 20:24:33 - Epoch 77 伪标签: 正样本: 277 (8.0%), 负样本: 3176 (92.0%)
2025-05-08 20:24:33 - Epoch 77, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8641)
2025-05-08 20:24:33 - Epoch 78 伪标签: 正样本: 347 (10.0%), 负样本: 3106 (90.0%)
2025-05-08 20:24:33 - Epoch 78, val mf1: 0.6889, val ACC1: 0.2638, val ACC0: 0.9994, val Gmean: 0.5135 (best 0.8641)
2025-05-08 20:24:33 - Epoch 79 伪标签: 正样本: 256 (7.4%), 负样本: 3197 (92.6%)
2025-05-08 20:24:33 - Epoch 79, val mf1: 0.6849, val ACC1: 0.2577, val ACC0: 0.9994, val Gmean: 0.5074 (best 0.8641)
2025-05-08 20:24:34 - Epoch 80 伪标签: 正样本: 259 (7.5%), 负样本: 3194 (92.5%)
2025-05-08 20:24:34 - Epoch 80, 有标签损失: 0.0163, 一致性损失: 0.0072, 伪标签损失: 0.5058, LPL损失: 7.0703, 聚类损失: 0.8325, 总损失: 0.3870
2025-05-08 20:24:34 - Epoch 80, val mf1: 0.6768, val ACC1: 0.2454, val ACC0: 0.9994, val Gmean: 0.4952 (best 0.8641)
2025-05-08 20:24:34 - Epoch 81 伪标签: 正样本: 226 (6.5%), 负样本: 3227 (93.5%)
2025-05-08 20:24:34 - Epoch 81, val mf1: 0.6569, val ACC1: 0.2147, val ACC0: 1.0000, val Gmean: 0.4634 (best 0.8641)
2025-05-08 20:24:34 - Epoch 82 伪标签: 正样本: 219 (6.3%), 负样本: 3234 (93.7%)
2025-05-08 20:24:35 - Epoch 82, val mf1: 0.6526, val ACC1: 0.2086, val ACC0: 1.0000, val Gmean: 0.4567 (best 0.8641)
2025-05-08 20:24:35 - Epoch 83 伪标签: 正样本: 1215 (35.2%), 负样本: 2238 (64.8%)
2025-05-08 20:24:35 - Epoch 83, val mf1: 0.6438, val ACC1: 0.1963, val ACC0: 1.0000, val Gmean: 0.4431 (best 0.8641)
2025-05-08 20:24:35 - Epoch 84 伪标签: 正样本: 159 (4.6%), 负样本: 3294 (95.4%)
2025-05-08 20:24:36 - Epoch 84, val mf1: 0.6303, val ACC1: 0.1779, val ACC0: 1.0000, val Gmean: 0.4218 (best 0.8641)
2025-05-08 20:24:36 - Epoch 85 伪标签: 正样本: 1424 (41.2%), 负样本: 2029 (58.8%)
2025-05-08 20:24:36 - Epoch 85, val mf1: 0.6164, val ACC1: 0.1595, val ACC0: 1.0000, val Gmean: 0.3994 (best 0.8641)
2025-05-08 20:24:36 - Epoch 86 伪标签: 正样本: 134 (3.9%), 负样本: 3319 (96.1%)
2025-05-08 20:24:37 - Epoch 86, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8641)
2025-05-08 20:24:37 - Epoch 87 伪标签: 正样本: 131 (3.8%), 负样本: 3322 (96.2%)
2025-05-08 20:24:37 - Epoch 87, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8641)
2025-05-08 20:24:37 - Epoch 88 伪标签: 正样本: 121 (3.5%), 负样本: 3332 (96.5%)
2025-05-08 20:24:38 - Epoch 88, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8641)
2025-05-08 20:24:38 - Epoch 89 伪标签: 正样本: 121 (3.5%), 负样本: 3332 (96.5%)
2025-05-08 20:24:38 - Epoch 89, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8641)
2025-05-08 20:24:38 - Epoch 90 伪标签: 正样本: 117 (3.4%), 负样本: 3336 (96.6%)
2025-05-08 20:24:39 - Epoch 90, 有标签损失: 0.0155, 一致性损失: 0.0052, 伪标签损失: 0.4762, LPL损失: 3.7589, 聚类损失: 0.3868, 总损失: 0.2561
2025-05-08 20:24:39 - Epoch 90, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8641)
2025-05-08 20:24:39 - Epoch 91 伪标签: 正样本: 116 (3.4%), 负样本: 3337 (96.6%)
2025-05-08 20:24:39 - Epoch 91, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8641)
2025-05-08 20:24:39 - Epoch 92 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:24:40 - Epoch 92, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8641)
2025-05-08 20:24:40 - Epoch 93 伪标签: 正样本: 1487 (43.1%), 负样本: 1966 (56.9%)
2025-05-08 20:24:40 - Epoch 93, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8641)
2025-05-08 20:24:40 - Epoch 94 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:24:40 - Epoch 94, val mf1: 0.5667, val ACC1: 0.0982, val ACC0: 1.0000, val Gmean: 0.3133 (best 0.8641)
2025-05-08 20:24:40 - Epoch 95 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 20:24:41 - Epoch 95, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8641)
2025-05-08 20:24:41 - Epoch 96 伪标签: 正样本: 97 (2.8%), 负样本: 3356 (97.2%)
2025-05-08 20:24:41 - Epoch 96, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8641)
2025-05-08 20:24:41 - Epoch 97 伪标签: 正样本: 85 (2.5%), 负样本: 3368 (97.5%)
2025-05-08 20:24:41 - Epoch 97, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8641)
2025-05-08 20:24:42 - Epoch 98 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 20:24:42 - Epoch 98, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8641)
2025-05-08 20:24:42 - Epoch 99 伪标签: 正样本: 87 (2.5%), 负样本: 3366 (97.5%)
2025-05-08 20:24:42 - Epoch 99, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8641)
2025-05-08 20:24:42 - time cost: 42.29 s
2025-05-08 20:24:42 - Test: REC 71.82 PRE 85.87 MF1 88.07 AUC 90.90 ACC1 71.82 ACC0 98.76 Gmean 84.22
2025-05-08 20:25:37 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:25:37 - 无标签数据数量: 3453
2025-05-08 20:25:37 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:25:37 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:25:37 - 伪标签策略：
2025-05-08 20:25:37 -   使用模型输出和聚类结果的融合
2025-05-08 20:25:38 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:25:38 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 5.0915
2025-05-08 20:25:38 - Epoch 0, val mf1: 0.6398, val ACC1: 0.2454, val ACC0: 0.9748, val Gmean: 0.4891 (best 0.6398)
2025-05-08 20:25:38 - Epoch 1 伪标签: 正样本: 51 (1.5%), 负样本: 3402 (98.5%)
2025-05-08 20:25:38 - Epoch 1, val mf1: 0.5486, val ACC1: 0.0920, val ACC0: 0.9858, val Gmean: 0.3012 (best 0.6398)
2025-05-08 20:25:39 - Epoch 2 伪标签: 正样本: 19 (0.6%), 负样本: 3434 (99.4%)
2025-05-08 20:25:39 - Epoch 2, val mf1: 0.5475, val ACC1: 0.0920, val ACC0: 0.9845, val Gmean: 0.3010 (best 0.6398)
2025-05-08 20:25:39 - Epoch 3 伪标签: 正样本: 29 (0.8%), 负样本: 3424 (99.2%)
2025-05-08 20:25:39 - Epoch 3, val mf1: 0.5602, val ACC1: 0.1166, val ACC0: 0.9780, val Gmean: 0.3376 (best 0.6398)
2025-05-08 20:25:39 - Epoch 4 伪标签: 正样本: 51 (1.5%), 负样本: 3402 (98.5%)
2025-05-08 20:25:40 - Epoch 4, val mf1: 0.5871, val ACC1: 0.1656, val ACC0: 0.9716, val Gmean: 0.4012 (best 0.6398)
2025-05-08 20:25:40 - Epoch 5 伪标签: 正样本: 69 (2.0%), 负样本: 3384 (98.0%)
2025-05-08 20:25:40 - Epoch 5, val mf1: 0.6144, val ACC1: 0.2209, val ACC0: 0.9657, val Gmean: 0.4618 (best 0.6398)
2025-05-08 20:25:40 - Epoch 6 伪标签: 正样本: 99 (2.9%), 负样本: 3354 (97.1%)
2025-05-08 20:25:40 - Epoch 6, val mf1: 0.6404, val ACC1: 0.3252, val ACC0: 0.9412, val Gmean: 0.5532 (best 0.6404)
2025-05-08 20:25:40 - Epoch 7 伪标签: 正样本: 150 (4.3%), 负样本: 3303 (95.7%)
2025-05-08 20:25:41 - Epoch 7, val mf1: 0.6714, val ACC1: 0.4417, val ACC0: 0.9250, val Gmean: 0.6392 (best 0.6714)
2025-05-08 20:25:41 - Epoch 8 伪标签: 正样本: 235 (6.8%), 负样本: 3218 (93.2%)
2025-05-08 20:25:41 - Epoch 8, val mf1: 0.6833, val ACC1: 0.5031, val ACC0: 0.9153, val Gmean: 0.6786 (best 0.6833)
2025-05-08 20:25:41 - Epoch 9 伪标签: 正样本: 321 (9.3%), 负样本: 3132 (90.7%)
2025-05-08 20:25:41 - Epoch 9, val mf1: 0.6889, val ACC1: 0.5706, val ACC0: 0.8998, val Gmean: 0.7165 (best 0.6889)
2025-05-08 20:25:42 - Epoch 10 伪标签: 正样本: 512 (14.8%), 负样本: 2941 (85.2%)
2025-05-08 20:25:42 - Epoch 10, 有标签损失: 0.0630, 一致性损失: 0.4412, 伪标签损失: 1.2045, LPL损失: 10.1197, 聚类损失: 31.4002, 总损失: 0.5949
2025-05-08 20:25:42 - Epoch 10, val mf1: 0.6856, val ACC1: 0.5521, val ACC0: 0.9024, val Gmean: 0.7059 (best 0.6889)
2025-05-08 20:25:42 - Epoch 11 伪标签: 正样本: 538 (15.6%), 负样本: 2915 (84.4%)
2025-05-08 20:25:42 - Epoch 11, val mf1: 0.6444, val ACC1: 0.5337, val ACC0: 0.8681, val Gmean: 0.6807 (best 0.6889)
2025-05-08 20:25:42 - Epoch 12 伪标签: 正样本: 607 (17.6%), 负样本: 2846 (82.4%)
2025-05-08 20:25:42 - Epoch 12, val mf1: 0.6330, val ACC1: 0.5276, val ACC0: 0.8578, val Gmean: 0.6727 (best 0.6889)
2025-05-08 20:25:42 - Epoch 13 伪标签: 正样本: 458 (13.3%), 负样本: 2995 (86.7%)
2025-05-08 20:25:43 - Epoch 13, val mf1: 0.6284, val ACC1: 0.5767, val ACC0: 0.8358, val Gmean: 0.6943 (best 0.6889)
2025-05-08 20:25:43 - Epoch 14 伪标签: 正样本: 903 (26.2%), 负样本: 2550 (73.8%)
2025-05-08 20:25:43 - Epoch 14, val mf1: 0.6383, val ACC1: 0.6319, val ACC0: 0.8293, val Gmean: 0.7239 (best 0.6889)
2025-05-08 20:25:43 - Epoch 15 伪标签: 正样本: 405 (11.7%), 负样本: 3048 (88.3%)
2025-05-08 20:25:44 - Epoch 15, val mf1: 0.6558, val ACC1: 0.6687, val ACC0: 0.8378, val Gmean: 0.7485 (best 0.6889)
2025-05-08 20:25:44 - Epoch 16 伪标签: 正样本: 1060 (30.7%), 负样本: 2393 (69.3%)
2025-05-08 20:25:44 - Epoch 16, val mf1: 0.6838, val ACC1: 0.7055, val ACC0: 0.8565, val Gmean: 0.7774 (best 0.6889)
2025-05-08 20:25:44 - Epoch 17 伪标签: 正样本: 1099 (31.8%), 负样本: 2354 (68.2%)
2025-05-08 20:25:44 - Epoch 17, val mf1: 0.6958, val ACC1: 0.7301, val ACC0: 0.8617, val Gmean: 0.7931 (best 0.6958)
2025-05-08 20:25:45 - Epoch 18 伪标签: 正样本: 383 (11.1%), 负样本: 3070 (88.9%)
2025-05-08 20:25:45 - Epoch 18, val mf1: 0.7107, val ACC1: 0.7239, val ACC0: 0.8772, val Gmean: 0.7969 (best 0.7107)
2025-05-08 20:25:45 - Epoch 19 伪标签: 正样本: 1109 (32.1%), 负样本: 2344 (67.9%)
2025-05-08 20:25:45 - Epoch 19, val mf1: 0.7172, val ACC1: 0.7546, val ACC0: 0.8752, val Gmean: 0.8127 (best 0.7172)
2025-05-08 20:25:45 - Epoch 20 伪标签: 正样本: 1197 (34.7%), 负样本: 2256 (65.3%)
2025-05-08 20:25:46 - Epoch 20, 有标签损失: 0.0016, 一致性损失: 0.1379, 伪标签损失: 1.2749, LPL损失: 20.6757, 聚类损失: 13.8037, 总损失: 0.5385
2025-05-08 20:25:46 - Epoch 20, val mf1: 0.7080, val ACC1: 0.7546, val ACC0: 0.8668, val Gmean: 0.8088 (best 0.7172)
2025-05-08 20:25:46 - Epoch 21 伪标签: 正样本: 1162 (33.7%), 负样本: 2291 (66.3%)
2025-05-08 20:25:46 - Epoch 21, val mf1: 0.7118, val ACC1: 0.7607, val ACC0: 0.8688, val Gmean: 0.8130 (best 0.7172)
2025-05-08 20:25:46 - Epoch 22 伪标签: 正样本: 1140 (33.0%), 负样本: 2313 (67.0%)
2025-05-08 20:25:47 - Epoch 22, val mf1: 0.7054, val ACC1: 0.7730, val ACC0: 0.8597, val Gmean: 0.8152 (best 0.7172)
2025-05-08 20:25:47 - Epoch 23 伪标签: 正样本: 1135 (32.9%), 负样本: 2318 (67.1%)
2025-05-08 20:25:47 - Epoch 23, val mf1: 0.7007, val ACC1: 0.7730, val ACC0: 0.8552, val Gmean: 0.8131 (best 0.7172)
2025-05-08 20:25:47 - Epoch 24 伪标签: 正样本: 1594 (46.2%), 负样本: 1859 (53.8%)
2025-05-08 20:25:47 - Epoch 24, val mf1: 0.7051, val ACC1: 0.7669, val ACC0: 0.8610, val Gmean: 0.8126 (best 0.7172)
2025-05-08 20:25:47 - Epoch 25 伪标签: 正样本: 1135 (32.9%), 负样本: 2318 (67.1%)
2025-05-08 20:25:48 - Epoch 25, val mf1: 0.7069, val ACC1: 0.7607, val ACC0: 0.8643, val Gmean: 0.8108 (best 0.7172)
2025-05-08 20:25:48 - Epoch 26 伪标签: 正样本: 1119 (32.4%), 负样本: 2334 (67.6%)
2025-05-08 20:25:48 - Epoch 26, val mf1: 0.7198, val ACC1: 0.7485, val ACC0: 0.8791, val Gmean: 0.8112 (best 0.7198)
2025-05-08 20:25:48 - Epoch 27 伪标签: 正样本: 1442 (41.8%), 负样本: 2011 (58.2%)
2025-05-08 20:25:49 - Epoch 27, val mf1: 0.7586, val ACC1: 0.7485, val ACC0: 0.9108, val Gmean: 0.8257 (best 0.7586)
2025-05-08 20:25:49 - Epoch 28 伪标签: 正样本: 1068 (30.9%), 负样本: 2385 (69.1%)
2025-05-08 20:25:49 - Epoch 28, val mf1: 0.7763, val ACC1: 0.7301, val ACC0: 0.9276, val Gmean: 0.8229 (best 0.7763)
2025-05-08 20:25:49 - Epoch 29 伪标签: 正样本: 1117 (32.3%), 负样本: 2336 (67.7%)
2025-05-08 20:25:50 - Epoch 29, val mf1: 0.7947, val ACC1: 0.7423, val ACC0: 0.9373, val Gmean: 0.8341 (best 0.7947)
2025-05-08 20:25:50 - Epoch 30 伪标签: 正样本: 1147 (33.2%), 负样本: 2306 (66.8%)
2025-05-08 20:25:50 - Epoch 30, 有标签损失: 0.0045, 一致性损失: 0.0582, 伪标签损失: 1.1583, LPL损失: 20.3747, 聚类损失: 7.8698, 总损失: 0.5374
2025-05-08 20:25:50 - Epoch 30, val mf1: 0.7810, val ACC1: 0.7362, val ACC0: 0.9295, val Gmean: 0.8272 (best 0.7947)
2025-05-08 20:25:50 - Epoch 31 伪标签: 正样本: 1216 (35.2%), 负样本: 2237 (64.8%)
2025-05-08 20:25:51 - Epoch 31, val mf1: 0.8167, val ACC1: 0.7117, val ACC0: 0.9567, val Gmean: 0.8251 (best 0.8167)
2025-05-08 20:25:51 - Epoch 32 伪标签: 正样本: 363 (10.5%), 负样本: 3090 (89.5%)
2025-05-08 20:25:51 - Epoch 32, val mf1: 0.8757, val ACC1: 0.6871, val ACC0: 0.9903, val Gmean: 0.8249 (best 0.8757)
2025-05-08 20:25:51 - Epoch 33 伪标签: 正样本: 1178 (34.1%), 负样本: 2275 (65.9%)
2025-05-08 20:25:52 - Epoch 33, val mf1: 0.8763, val ACC1: 0.6687, val ACC0: 0.9935, val Gmean: 0.8151 (best 0.8763)
2025-05-08 20:25:52 - Epoch 34 伪标签: 正样本: 1141 (33.0%), 负样本: 2312 (67.0%)
2025-05-08 20:25:52 - Epoch 34, val mf1: 0.8787, val ACC1: 0.6994, val ACC0: 0.9897, val Gmean: 0.8320 (best 0.8787)
2025-05-08 20:25:52 - Epoch 35 伪标签: 正样本: 197 (5.7%), 负样本: 3256 (94.3%)
2025-05-08 20:25:52 - Epoch 35, val mf1: 0.8817, val ACC1: 0.6994, val ACC0: 0.9910, val Gmean: 0.8325 (best 0.8817)
2025-05-08 20:25:53 - Epoch 36 伪标签: 正样本: 1249 (36.2%), 负样本: 2204 (63.8%)
2025-05-08 20:25:53 - Epoch 36, val mf1: 0.8841, val ACC1: 0.6810, val ACC0: 0.9948, val Gmean: 0.8231 (best 0.8841)
2025-05-08 20:25:53 - Epoch 37 伪标签: 正样本: 1301 (37.7%), 负样本: 2152 (62.3%)
2025-05-08 20:25:53 - Epoch 37, val mf1: 0.8856, val ACC1: 0.6810, val ACC0: 0.9955, val Gmean: 0.8233 (best 0.8856)
2025-05-08 20:25:54 - Epoch 38 伪标签: 正样本: 161 (4.7%), 负样本: 3292 (95.3%)
2025-05-08 20:25:54 - Epoch 38, val mf1: 0.8832, val ACC1: 0.6994, val ACC0: 0.9916, val Gmean: 0.8328 (best 0.8856)
2025-05-08 20:25:54 - Epoch 39 伪标签: 正样本: 116 (3.4%), 负样本: 3337 (96.6%)
2025-05-08 20:25:54 - Epoch 39, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8856)
2025-05-08 20:25:54 - Epoch 40 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 20:25:55 - Epoch 40, 有标签损失: 0.0205, 一致性损失: 0.0129, 伪标签损失: 0.5496, LPL损失: 8.2826, 聚类损失: 3.2496, 总损失: 0.2840
2025-05-08 20:25:55 - Epoch 40, val mf1: 0.8802, val ACC1: 0.6871, val ACC0: 0.9922, val Gmean: 0.8257 (best 0.8856)
2025-05-08 20:25:55 - Epoch 41 伪标签: 正样本: 1054 (30.5%), 负样本: 2399 (69.5%)
2025-05-08 20:25:55 - Epoch 41, val mf1: 0.8726, val ACC1: 0.6748, val ACC0: 0.9910, val Gmean: 0.8178 (best 0.8856)
2025-05-08 20:25:55 - Epoch 42 伪标签: 正样本: 980 (28.4%), 负样本: 2473 (71.6%)
2025-05-08 20:25:56 - Epoch 42, val mf1: 0.8739, val ACC1: 0.6503, val ACC0: 0.9955, val Gmean: 0.8046 (best 0.8856)
2025-05-08 20:25:56 - Epoch 43 伪标签: 正样本: 876 (25.4%), 负样本: 2577 (74.6%)
2025-05-08 20:25:56 - Epoch 43, val mf1: 0.8664, val ACC1: 0.6196, val ACC0: 0.9974, val Gmean: 0.7861 (best 0.8856)
2025-05-08 20:25:56 - Epoch 44 伪标签: 正样本: 842 (24.4%), 负样本: 2611 (75.6%)
2025-05-08 20:25:57 - Epoch 44, val mf1: 0.8624, val ACC1: 0.6442, val ACC0: 0.9916, val Gmean: 0.7992 (best 0.8856)
2025-05-08 20:25:57 - Epoch 45 伪标签: 正样本: 803 (23.3%), 负样本: 2650 (76.7%)
2025-05-08 20:25:57 - Epoch 45, val mf1: 0.8572, val ACC1: 0.6196, val ACC0: 0.9935, val Gmean: 0.7846 (best 0.8856)
2025-05-08 20:25:57 - Epoch 46 伪标签: 正样本: 49 (1.4%), 负样本: 3404 (98.6%)
2025-05-08 20:25:58 - Epoch 46, val mf1: 0.8462, val ACC1: 0.5890, val ACC0: 0.9942, val Gmean: 0.7652 (best 0.8856)
2025-05-08 20:25:58 - Epoch 47 伪标签: 正样本: 537 (15.6%), 负样本: 2916 (84.4%)
2025-05-08 20:25:58 - Epoch 47, val mf1: 0.8332, val ACC1: 0.5583, val ACC0: 0.9942, val Gmean: 0.7450 (best 0.8856)
2025-05-08 20:25:58 - Epoch 48 伪标签: 正样本: 478 (13.8%), 负样本: 2975 (86.2%)
2025-05-08 20:25:59 - Epoch 48, val mf1: 0.8199, val ACC1: 0.5215, val ACC0: 0.9955, val Gmean: 0.7205 (best 0.8856)
2025-05-08 20:25:59 - Epoch 49 伪标签: 正样本: 32 (0.9%), 负样本: 3421 (99.1%)
2025-05-08 20:25:59 - Epoch 49, val mf1: 0.8029, val ACC1: 0.4785, val ACC0: 0.9968, val Gmean: 0.6906 (best 0.8856)
2025-05-08 20:25:59 - Epoch 50 伪标签: 正样本: 409 (11.8%), 负样本: 3044 (88.2%)
2025-05-08 20:25:59 - Epoch 50, 有标签损失: 0.0204, 一致性损失: 0.0087, 伪标签损失: 0.6179, LPL损失: 8.6622, 聚类损失: 1.5633, 总损失: 0.3040
2025-05-08 20:26:00 - Epoch 50, val mf1: 0.7770, val ACC1: 0.4233, val ACC0: 0.9974, val Gmean: 0.6498 (best 0.8856)
2025-05-08 20:26:00 - Epoch 51 伪标签: 正样本: 408 (11.8%), 负样本: 3045 (88.2%)
2025-05-08 20:26:00 - Epoch 51, val mf1: 0.7476, val ACC1: 0.3681, val ACC0: 0.9974, val Gmean: 0.6059 (best 0.8856)
2025-05-08 20:26:00 - Epoch 52 伪标签: 正样本: 412 (11.9%), 负样本: 3041 (88.1%)
2025-05-08 20:26:01 - Epoch 52, val mf1: 0.7290, val ACC1: 0.3374, val ACC0: 0.9968, val Gmean: 0.5799 (best 0.8856)
2025-05-08 20:26:01 - Epoch 53 伪标签: 正样本: 397 (11.5%), 负样本: 3056 (88.5%)
2025-05-08 20:26:01 - Epoch 53, val mf1: 0.7158, val ACC1: 0.3129, val ACC0: 0.9974, val Gmean: 0.5586 (best 0.8856)
2025-05-08 20:26:01 - Epoch 54 伪标签: 正样本: 366 (10.6%), 负样本: 3087 (89.4%)
2025-05-08 20:26:01 - Epoch 54, val mf1: 0.7084, val ACC1: 0.3006, val ACC0: 0.9974, val Gmean: 0.5476 (best 0.8856)
2025-05-08 20:26:01 - Epoch 55 伪标签: 正样本: 30 (0.9%), 负样本: 3423 (99.1%)
2025-05-08 20:26:02 - Epoch 55, val mf1: 0.7072, val ACC1: 0.3006, val ACC0: 0.9968, val Gmean: 0.5474 (best 0.8856)
2025-05-08 20:26:02 - Epoch 56 伪标签: 正样本: 308 (8.9%), 负样本: 3145 (91.1%)
2025-05-08 20:26:02 - Epoch 56, val mf1: 0.7035, val ACC1: 0.2945, val ACC0: 0.9968, val Gmean: 0.5418 (best 0.8856)
2025-05-08 20:26:02 - Epoch 57 伪标签: 正样本: 25 (0.7%), 负样本: 3428 (99.3%)
2025-05-08 20:26:03 - Epoch 57, val mf1: 0.7035, val ACC1: 0.2945, val ACC0: 0.9968, val Gmean: 0.5418 (best 0.8856)
2025-05-08 20:26:03 - Epoch 58 伪标签: 正样本: 264 (7.6%), 负样本: 3189 (92.4%)
2025-05-08 20:26:03 - Epoch 58, val mf1: 0.6959, val ACC1: 0.2822, val ACC0: 0.9968, val Gmean: 0.5304 (best 0.8856)
2025-05-08 20:26:03 - Epoch 59 伪标签: 正样本: 227 (6.6%), 负样本: 3226 (93.4%)
2025-05-08 20:26:04 - Epoch 59, val mf1: 0.6921, val ACC1: 0.2761, val ACC0: 0.9968, val Gmean: 0.5246 (best 0.8856)
2025-05-08 20:26:04 - Epoch 60 伪标签: 正样本: 942 (27.3%), 负样本: 2511 (72.7%)
2025-05-08 20:26:04 - Epoch 60, 有标签损失: 0.0124, 一致性损失: 0.0080, 伪标签损失: 0.4967, LPL损失: 17.5833, 聚类损失: 1.4503, 总损失: 0.6225
2025-05-08 20:26:04 - Epoch 60, val mf1: 0.6894, val ACC1: 0.2699, val ACC0: 0.9974, val Gmean: 0.5189 (best 0.8856)
2025-05-08 20:26:04 - Epoch 61 伪标签: 正样本: 182 (5.3%), 负样本: 3271 (94.7%)
2025-05-08 20:26:05 - Epoch 61, val mf1: 0.6854, val ACC1: 0.2638, val ACC0: 0.9974, val Gmean: 0.5130 (best 0.8856)
2025-05-08 20:26:05 - Epoch 62 伪标签: 正样本: 163 (4.7%), 负样本: 3290 (95.3%)
2025-05-08 20:26:05 - Epoch 62, val mf1: 0.6664, val ACC1: 0.2331, val ACC0: 0.9981, val Gmean: 0.4824 (best 0.8856)
2025-05-08 20:26:05 - Epoch 63 伪标签: 正样本: 1249 (36.2%), 负样本: 2204 (63.8%)
2025-05-08 20:26:06 - Epoch 63, val mf1: 0.6505, val ACC1: 0.2086, val ACC0: 0.9987, val Gmean: 0.4564 (best 0.8856)
2025-05-08 20:26:06 - Epoch 64 伪标签: 正样本: 148 (4.3%), 负样本: 3305 (95.7%)
2025-05-08 20:26:06 - Epoch 64, val mf1: 0.6329, val ACC1: 0.1840, val ACC0: 0.9987, val Gmean: 0.4287 (best 0.8856)
2025-05-08 20:26:06 - Epoch 65 伪标签: 正样本: 1527 (44.2%), 负样本: 1926 (55.8%)
2025-05-08 20:26:06 - Epoch 65, val mf1: 0.6192, val ACC1: 0.1656, val ACC0: 0.9987, val Gmean: 0.4067 (best 0.8856)
2025-05-08 20:26:07 - Epoch 66 伪标签: 正样本: 148 (4.3%), 负样本: 3305 (95.7%)
2025-05-08 20:26:07 - Epoch 66, val mf1: 0.5971, val ACC1: 0.1350, val ACC0: 1.0000, val Gmean: 0.3674 (best 0.8856)
2025-05-08 20:26:07 - Epoch 67 伪标签: 正样本: 131 (3.8%), 负样本: 3322 (96.2%)
2025-05-08 20:26:07 - Epoch 67, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8856)
2025-05-08 20:26:08 - Epoch 68 伪标签: 正样本: 125 (3.6%), 负样本: 3328 (96.4%)
2025-05-08 20:26:08 - Epoch 68, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8856)
2025-05-08 20:26:08 - Epoch 69 伪标签: 正样本: 1397 (40.5%), 负样本: 2056 (59.5%)
2025-05-08 20:26:09 - Epoch 69, val mf1: 0.5872, val ACC1: 0.1227, val ACC0: 1.0000, val Gmean: 0.3503 (best 0.8856)
2025-05-08 20:26:09 - Epoch 70 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:26:09 - Epoch 70, 有标签损失: 0.0098, 一致性损失: 0.0072, 伪标签损失: 0.4592, LPL损失: 2.6925, 聚类损失: 0.4315, 总损失: 0.1432
2025-05-08 20:26:09 - Epoch 70, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8856)
2025-05-08 20:26:09 - Epoch 71 伪标签: 正样本: 108 (3.1%), 负样本: 3345 (96.9%)
2025-05-08 20:26:10 - Epoch 71, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8856)
2025-05-08 20:26:10 - Epoch 72 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 20:26:10 - Epoch 72, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8856)
2025-05-08 20:26:10 - Epoch 73 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 20:26:11 - Epoch 73, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8856)
2025-05-08 20:26:11 - Epoch 74 伪标签: 正样本: 93 (2.7%), 负样本: 3360 (97.3%)
2025-05-08 20:26:11 - Epoch 74, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8856)
2025-05-08 20:26:11 - Epoch 75 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:26:12 - Epoch 75, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8856)
2025-05-08 20:26:12 - Epoch 76 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 20:26:12 - Epoch 76, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8856)
2025-05-08 20:26:13 - Epoch 77 伪标签: 正样本: 82 (2.4%), 负样本: 3371 (97.6%)
2025-05-08 20:26:13 - Epoch 77, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:13 - Epoch 78 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:26:13 - Epoch 78, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:13 - Epoch 79 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:26:14 - Epoch 79, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:14 - Epoch 80 伪标签: 正样本: 68 (2.0%), 负样本: 3385 (98.0%)
2025-05-08 20:26:14 - Epoch 80, 有标签损失: 0.0083, 一致性损失: 0.0073, 伪标签损失: 0.4506, LPL损失: 2.1620, 聚类损失: 0.2304, 总损失: 0.1339
2025-05-08 20:26:14 - Epoch 80, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:15 - Epoch 81 伪标签: 正样本: 68 (2.0%), 负样本: 3385 (98.0%)
2025-05-08 20:26:15 - Epoch 81, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:15 - Epoch 82 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:26:15 - Epoch 82, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:16 - Epoch 83 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:26:16 - Epoch 83, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8856)
2025-05-08 20:26:16 - Epoch 84 伪标签: 正样本: 65 (1.9%), 负样本: 3388 (98.1%)
2025-05-08 20:26:17 - Epoch 84, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8856)
2025-05-08 20:26:17 - Epoch 85 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:26:17 - Epoch 85, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8856)
2025-05-08 20:26:17 - Epoch 86 伪标签: 正样本: 62 (1.8%), 负样本: 3391 (98.2%)
2025-05-08 20:26:18 - Epoch 86, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8856)
2025-05-08 20:26:18 - Epoch 87 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 20:26:18 - Epoch 87, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8856)
2025-05-08 20:26:18 - Epoch 88 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:26:18 - Epoch 88, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8856)
2025-05-08 20:26:19 - Epoch 89 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 20:26:19 - Epoch 89, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:19 - Epoch 90 伪标签: 正样本: 58 (1.7%), 负样本: 3395 (98.3%)
2025-05-08 20:26:19 - Epoch 90, 有标签损失: 0.0057, 一致性损失: 0.0066, 伪标签损失: 0.4578, LPL损失: 1.9255, 聚类损失: 0.1365, 总损失: 0.1371
2025-05-08 20:26:19 - Epoch 90, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:20 - Epoch 91 伪标签: 正样本: 53 (1.5%), 负样本: 3400 (98.5%)
2025-05-08 20:26:20 - Epoch 91, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:20 - Epoch 92 伪标签: 正样本: 49 (1.4%), 负样本: 3404 (98.6%)
2025-05-08 20:26:20 - Epoch 92, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:20 - Epoch 93 伪标签: 正样本: 51 (1.5%), 负样本: 3402 (98.5%)
2025-05-08 20:26:21 - Epoch 93, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:21 - Epoch 94 伪标签: 正样本: 49 (1.4%), 负样本: 3404 (98.6%)
2025-05-08 20:26:21 - Epoch 94, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:21 - Epoch 95 伪标签: 正样本: 1556 (45.1%), 负样本: 1897 (54.9%)
2025-05-08 20:26:22 - Epoch 95, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:22 - Epoch 96 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:26:22 - Epoch 96, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:22 - Epoch 97 伪标签: 正样本: 1535 (44.5%), 负样本: 1918 (55.5%)
2025-05-08 20:26:23 - Epoch 97, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:23 - Epoch 98 伪标签: 正样本: 1584 (45.9%), 负样本: 1869 (54.1%)
2025-05-08 20:26:23 - Epoch 98, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:23 - Epoch 99 伪标签: 正样本: 1588 (46.0%), 负样本: 1865 (54.0%)
2025-05-08 20:26:24 - Epoch 99, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8856)
2025-05-08 20:26:24 - time cost: 46.47 s
2025-05-08 20:26:24 - Test: REC 73.94 PRE 91.73 MF1 90.09 AUC 91.42 ACC1 73.94 ACC0 99.30 Gmean 85.69
2025-05-08 20:27:07 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:27:07 - 无标签数据数量: 3453
2025-05-08 20:27:07 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:27:08 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:27:08 - 伪标签策略：
2025-05-08 20:27:08 -   使用模型输出和聚类结果的融合
2025-05-08 20:27:08 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:27:08 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.7309
2025-05-08 20:27:08 - Epoch 0, val mf1: 0.6370, val ACC1: 0.2393, val ACC0: 0.9754, val Gmean: 0.4831 (best 0.6370)
2025-05-08 20:27:09 - Epoch 1 伪标签: 正样本: 48 (1.4%), 负样本: 3405 (98.6%)
2025-05-08 20:27:09 - Epoch 1, val mf1: 0.5502, val ACC1: 0.0920, val ACC0: 0.9877, val Gmean: 0.3015 (best 0.6370)
2025-05-08 20:27:09 - Epoch 2 伪标签: 正样本: 14 (0.4%), 负样本: 3439 (99.6%)
2025-05-08 20:27:09 - Epoch 2, val mf1: 0.5433, val ACC1: 0.0859, val ACC0: 0.9851, val Gmean: 0.2909 (best 0.6370)
2025-05-08 20:27:10 - Epoch 3 伪标签: 正样本: 28 (0.8%), 负样本: 3425 (99.2%)
2025-05-08 20:27:10 - Epoch 3, val mf1: 0.5574, val ACC1: 0.1166, val ACC0: 0.9748, val Gmean: 0.3371 (best 0.6370)
2025-05-08 20:27:10 - Epoch 4 伪标签: 正样本: 59 (1.7%), 负样本: 3394 (98.3%)
2025-05-08 20:27:10 - Epoch 4, val mf1: 0.5788, val ACC1: 0.1595, val ACC0: 0.9670, val Gmean: 0.3927 (best 0.6370)
2025-05-08 20:27:10 - Epoch 5 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 20:27:10 - Epoch 5, val mf1: 0.6038, val ACC1: 0.2086, val ACC0: 0.9625, val Gmean: 0.4481 (best 0.6370)
2025-05-08 20:27:11 - Epoch 6 伪标签: 正样本: 122 (3.5%), 负样本: 3331 (96.5%)
2025-05-08 20:27:11 - Epoch 6, val mf1: 0.6382, val ACC1: 0.3190, val ACC0: 0.9418, val Gmean: 0.5481 (best 0.6382)
2025-05-08 20:27:11 - Epoch 7 伪标签: 正样本: 160 (4.6%), 负样本: 3293 (95.4%)
2025-05-08 20:27:11 - Epoch 7, val mf1: 0.6751, val ACC1: 0.4356, val ACC0: 0.9302, val Gmean: 0.6365 (best 0.6751)
2025-05-08 20:27:12 - Epoch 8 伪标签: 正样本: 234 (6.8%), 负样本: 3219 (93.2%)
2025-05-08 20:27:12 - Epoch 8, val mf1: 0.6975, val ACC1: 0.4969, val ACC0: 0.9289, val Gmean: 0.6794 (best 0.6975)
2025-05-08 20:27:12 - Epoch 9 伪标签: 正样本: 283 (8.2%), 负样本: 3170 (91.8%)
2025-05-08 20:27:12 - Epoch 9, val mf1: 0.7135, val ACC1: 0.5583, val ACC0: 0.9237, val Gmean: 0.7181 (best 0.7135)
2025-05-08 20:27:12 - Epoch 10 伪标签: 正样本: 433 (12.5%), 负样本: 3020 (87.5%)
2025-05-08 20:27:12 - Epoch 10, 有标签损失: 0.0522, 一致性损失: 0.5856, 伪标签损失: 1.1492, LPL损失: 9.5635, 聚类损失: 38.1572, 总损失: 0.4586
2025-05-08 20:27:12 - Epoch 10, val mf1: 0.7196, val ACC1: 0.5399, val ACC0: 0.9334, val Gmean: 0.7099 (best 0.7196)
2025-05-08 20:27:13 - Epoch 11 伪标签: 正样本: 170 (4.9%), 负样本: 3283 (95.1%)
2025-05-08 20:27:13 - Epoch 11, val mf1: 0.7204, val ACC1: 0.5092, val ACC0: 0.9425, val Gmean: 0.6928 (best 0.7204)
2025-05-08 20:27:13 - Epoch 12 伪标签: 正样本: 416 (12.0%), 负样本: 3037 (88.0%)
2025-05-08 20:27:13 - Epoch 12, val mf1: 0.7250, val ACC1: 0.5521, val ACC0: 0.9341, val Gmean: 0.7182 (best 0.7250)
2025-05-08 20:27:13 - Epoch 13 伪标签: 正样本: 757 (21.9%), 负样本: 2696 (78.1%)
2025-05-08 20:27:14 - Epoch 13, val mf1: 0.6882, val ACC1: 0.5951, val ACC0: 0.8920, val Gmean: 0.7286 (best 0.7250)
2025-05-08 20:27:14 - Epoch 14 伪标签: 正样本: 816 (23.6%), 负样本: 2637 (76.4%)
2025-05-08 20:27:14 - Epoch 14, val mf1: 0.6578, val ACC1: 0.6503, val ACC0: 0.8455, val Gmean: 0.7415 (best 0.7250)
2025-05-08 20:27:14 - Epoch 15 伪标签: 正样本: 946 (27.4%), 负样本: 2507 (72.6%)
2025-05-08 20:27:15 - Epoch 15, val mf1: 0.6561, val ACC1: 0.7117, val ACC0: 0.8255, val Gmean: 0.7665 (best 0.7250)
2025-05-08 20:27:15 - Epoch 16 伪标签: 正样本: 1027 (29.7%), 负样本: 2426 (70.3%)
2025-05-08 20:27:15 - Epoch 16, val mf1: 0.6461, val ACC1: 0.7730, val ACC0: 0.7964, val Gmean: 0.7846 (best 0.7250)
2025-05-08 20:27:15 - Epoch 17 伪标签: 正样本: 1077 (31.2%), 负样本: 2376 (68.8%)
2025-05-08 20:27:15 - Epoch 17, val mf1: 0.6388, val ACC1: 0.7853, val ACC0: 0.7841, val Gmean: 0.7847 (best 0.7250)
2025-05-08 20:27:16 - Epoch 18 伪标签: 正样本: 1101 (31.9%), 负样本: 2352 (68.1%)
2025-05-08 20:27:16 - Epoch 18, val mf1: 0.6327, val ACC1: 0.7975, val ACC0: 0.7731, val Gmean: 0.7852 (best 0.7250)
2025-05-08 20:27:16 - Epoch 19 伪标签: 正样本: 1110 (32.1%), 负样本: 2343 (67.9%)
2025-05-08 20:27:16 - Epoch 19, val mf1: 0.6186, val ACC1: 0.7669, val ACC0: 0.7641, val Gmean: 0.7655 (best 0.7250)
2025-05-08 20:27:16 - Epoch 20 伪标签: 正样本: 1123 (32.5%), 负样本: 2330 (67.5%)
2025-05-08 20:27:16 - Epoch 20, 有标签损失: 0.0080, 一致性损失: 0.2099, 伪标签损失: 1.2174, LPL损失: 7.7341, 聚类损失: 16.3821, 总损失: 0.2629
2025-05-08 20:27:16 - Epoch 20, val mf1: 0.6218, val ACC1: 0.7546, val ACC0: 0.7718, val Gmean: 0.7632 (best 0.7250)
2025-05-08 20:27:16 - Epoch 21 伪标签: 正样本: 1132 (32.8%), 负样本: 2321 (67.2%)
2025-05-08 20:27:17 - Epoch 21, val mf1: 0.6482, val ACC1: 0.7546, val ACC0: 0.8041, val Gmean: 0.7790 (best 0.7250)
2025-05-08 20:27:17 - Epoch 22 伪标签: 正样本: 1119 (32.4%), 负样本: 2334 (67.6%)
2025-05-08 20:27:17 - Epoch 22, val mf1: 0.6767, val ACC1: 0.7546, val ACC0: 0.8358, val Gmean: 0.7942 (best 0.7250)
2025-05-08 20:27:17 - Epoch 23 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 20:27:17 - Epoch 23, val mf1: 0.7015, val ACC1: 0.7485, val ACC0: 0.8623, val Gmean: 0.8034 (best 0.7250)
2025-05-08 20:27:17 - Epoch 24 伪标签: 正样本: 1073 (31.1%), 负样本: 2380 (68.9%)
2025-05-08 20:27:18 - Epoch 24, val mf1: 0.7356, val ACC1: 0.7485, val ACC0: 0.8927, val Gmean: 0.8174 (best 0.7356)
2025-05-08 20:27:18 - Epoch 25 伪标签: 正样本: 1076 (31.2%), 负样本: 2377 (68.8%)
2025-05-08 20:27:18 - Epoch 25, val mf1: 0.7636, val ACC1: 0.7362, val ACC0: 0.9173, val Gmean: 0.8218 (best 0.7636)
2025-05-08 20:27:18 - Epoch 26 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:27:18 - Epoch 26, val mf1: 0.7878, val ACC1: 0.7239, val ACC0: 0.9367, val Gmean: 0.8234 (best 0.7878)
2025-05-08 20:27:18 - Epoch 27 伪标签: 正样本: 1094 (31.7%), 负样本: 2359 (68.3%)
2025-05-08 20:27:19 - Epoch 27, val mf1: 0.8141, val ACC1: 0.7239, val ACC0: 0.9528, val Gmean: 0.8305 (best 0.8141)
2025-05-08 20:27:19 - Epoch 28 伪标签: 正样本: 1128 (32.7%), 负样本: 2325 (67.3%)
2025-05-08 20:27:19 - Epoch 28, val mf1: 0.8246, val ACC1: 0.7178, val ACC0: 0.9599, val Gmean: 0.8301 (best 0.8246)
2025-05-08 20:27:19 - Epoch 29 伪标签: 正样本: 1152 (33.4%), 负样本: 2301 (66.6%)
2025-05-08 20:27:19 - Epoch 29, val mf1: 0.8457, val ACC1: 0.7117, val ACC0: 0.9722, val Gmean: 0.8318 (best 0.8457)
2025-05-08 20:27:20 - Epoch 30 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 20:27:20 - Epoch 30, 有标签损失: 0.0090, 一致性损失: 0.0679, 伪标签损失: 1.0465, LPL损失: 17.0573, 聚类损失: 7.3092, 总损失: 0.3163
2025-05-08 20:27:20 - Epoch 30, val mf1: 0.8809, val ACC1: 0.6933, val ACC0: 0.9916, val Gmean: 0.8291 (best 0.8809)
2025-05-08 20:27:20 - Epoch 31 伪标签: 正样本: 1112 (32.2%), 负样本: 2341 (67.8%)
2025-05-08 20:27:20 - Epoch 31, val mf1: 0.8716, val ACC1: 0.6564, val ACC0: 0.9935, val Gmean: 0.8076 (best 0.8809)
2025-05-08 20:27:21 - Epoch 32 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:27:21 - Epoch 32, val mf1: 0.8615, val ACC1: 0.6687, val ACC0: 0.9871, val Gmean: 0.8124 (best 0.8809)
2025-05-08 20:27:21 - Epoch 33 伪标签: 正样本: 1057 (30.6%), 负样本: 2396 (69.4%)
2025-05-08 20:27:21 - Epoch 33, val mf1: 0.8596, val ACC1: 0.6258, val ACC0: 0.9935, val Gmean: 0.7885 (best 0.8809)
2025-05-08 20:27:21 - Epoch 34 伪标签: 正样本: 1054 (30.5%), 负样本: 2399 (69.5%)
2025-05-08 20:27:22 - Epoch 34, val mf1: 0.8639, val ACC1: 0.6442, val ACC0: 0.9922, val Gmean: 0.7995 (best 0.8809)
2025-05-08 20:27:22 - Epoch 35 伪标签: 正样本: 150 (4.3%), 负样本: 3303 (95.7%)
2025-05-08 20:27:22 - Epoch 35, val mf1: 0.8652, val ACC1: 0.6748, val ACC0: 0.9877, val Gmean: 0.8164 (best 0.8809)
2025-05-08 20:27:22 - Epoch 36 伪标签: 正样本: 953 (27.6%), 负样本: 2500 (72.4%)
2025-05-08 20:27:23 - Epoch 36, val mf1: 0.8678, val ACC1: 0.7055, val ACC0: 0.9838, val Gmean: 0.8331 (best 0.8809)
2025-05-08 20:27:23 - Epoch 37 伪标签: 正样本: 908 (26.3%), 负样本: 2545 (73.7%)
2025-05-08 20:27:23 - Epoch 37, val mf1: 0.8654, val ACC1: 0.6871, val ACC0: 0.9858, val Gmean: 0.8230 (best 0.8809)
2025-05-08 20:27:24 - Epoch 38 伪标签: 正样本: 82 (2.4%), 负样本: 3371 (97.6%)
2025-05-08 20:27:24 - Epoch 38, val mf1: 0.8605, val ACC1: 0.6319, val ACC0: 0.9929, val Gmean: 0.7921 (best 0.8809)
2025-05-08 20:27:24 - Epoch 39 伪标签: 正样本: 71 (2.1%), 负样本: 3382 (97.9%)
2025-05-08 20:27:24 - Epoch 39, val mf1: 0.8457, val ACC1: 0.5951, val ACC0: 0.9929, val Gmean: 0.7687 (best 0.8809)
2025-05-08 20:27:25 - Epoch 40 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:27:25 - Epoch 40, 有标签损失: 0.0092, 一致性损失: 0.0278, 伪标签损失: 0.5196, LPL损失: 7.3282, 聚类损失: 4.5962, 总损失: 0.1903
2025-05-08 20:27:25 - Epoch 40, val mf1: 0.8335, val ACC1: 0.5521, val ACC0: 0.9955, val Gmean: 0.7414 (best 0.8809)
2025-05-08 20:27:25 - Epoch 41 伪标签: 正样本: 792 (22.9%), 负样本: 2661 (77.1%)
2025-05-08 20:27:25 - Epoch 41, val mf1: 0.8300, val ACC1: 0.5644, val ACC0: 0.9916, val Gmean: 0.7481 (best 0.8809)
2025-05-08 20:27:26 - Epoch 42 伪标签: 正样本: 786 (22.8%), 负样本: 2667 (77.2%)
2025-05-08 20:27:26 - Epoch 42, val mf1: 0.8279, val ACC1: 0.5460, val ACC0: 0.9942, val Gmean: 0.7368 (best 0.8809)
2025-05-08 20:27:26 - Epoch 43 伪标签: 正样本: 743 (21.5%), 负样本: 2710 (78.5%)
2025-05-08 20:27:26 - Epoch 43, val mf1: 0.8186, val ACC1: 0.5153, val ACC0: 0.9961, val Gmean: 0.7165 (best 0.8809)
2025-05-08 20:27:26 - Epoch 44 伪标签: 正样本: 720 (20.9%), 负样本: 2733 (79.1%)
2025-05-08 20:27:27 - Epoch 44, val mf1: 0.7896, val ACC1: 0.4540, val ACC0: 0.9961, val Gmean: 0.6725 (best 0.8809)
2025-05-08 20:27:27 - Epoch 45 伪标签: 正样本: 656 (19.0%), 负样本: 2797 (81.0%)
2025-05-08 20:27:27 - Epoch 45, val mf1: 0.7849, val ACC1: 0.4417, val ACC0: 0.9968, val Gmean: 0.6635 (best 0.8809)
2025-05-08 20:27:27 - Epoch 46 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 20:27:28 - Epoch 46, val mf1: 0.7720, val ACC1: 0.4110, val ACC0: 0.9981, val Gmean: 0.6405 (best 0.8809)
2025-05-08 20:27:28 - Epoch 47 伪标签: 正样本: 650 (18.8%), 负样本: 2803 (81.2%)
2025-05-08 20:27:28 - Epoch 47, val mf1: 0.7669, val ACC1: 0.3988, val ACC0: 0.9987, val Gmean: 0.6311 (best 0.8809)
2025-05-08 20:27:28 - Epoch 48 伪标签: 正样本: 624 (18.1%), 负样本: 2829 (81.9%)
2025-05-08 20:27:29 - Epoch 48, val mf1: 0.7502, val ACC1: 0.3681, val ACC0: 0.9987, val Gmean: 0.6063 (best 0.8809)
2025-05-08 20:27:29 - Epoch 49 伪标签: 正样本: 36 (1.0%), 负样本: 3417 (99.0%)
2025-05-08 20:27:29 - Epoch 49, val mf1: 0.7468, val ACC1: 0.3620, val ACC0: 0.9987, val Gmean: 0.6012 (best 0.8809)
2025-05-08 20:27:29 - Epoch 50 伪标签: 正样本: 640 (18.5%), 负样本: 2813 (81.5%)
2025-05-08 20:27:29 - Epoch 50, 有标签损失: 0.0091, 一致性损失: 0.0191, 伪标签损失: 0.7091, LPL损失: 14.9728, 聚类损失: 2.4284, 总损失: 0.3249
2025-05-08 20:27:30 - Epoch 50, val mf1: 0.7364, val ACC1: 0.3436, val ACC0: 0.9987, val Gmean: 0.5858 (best 0.8809)
2025-05-08 20:27:30 - Epoch 51 伪标签: 正样本: 638 (18.5%), 负样本: 2815 (81.5%)
2025-05-08 20:27:30 - Epoch 51, val mf1: 0.7364, val ACC1: 0.3436, val ACC0: 0.9987, val Gmean: 0.5858 (best 0.8809)
2025-05-08 20:27:30 - Epoch 52 伪标签: 正样本: 596 (17.3%), 负样本: 2857 (82.7%)
2025-05-08 20:27:31 - Epoch 52, val mf1: 0.7328, val ACC1: 0.3374, val ACC0: 0.9987, val Gmean: 0.5805 (best 0.8809)
2025-05-08 20:27:31 - Epoch 53 伪标签: 正样本: 558 (16.2%), 负样本: 2895 (83.8%)
2025-05-08 20:27:31 - Epoch 53, val mf1: 0.7256, val ACC1: 0.3252, val ACC0: 0.9987, val Gmean: 0.5699 (best 0.8809)
2025-05-08 20:27:31 - Epoch 54 伪标签: 正样本: 533 (15.4%), 负样本: 2920 (84.6%)
2025-05-08 20:27:32 - Epoch 54, val mf1: 0.7146, val ACC1: 0.3067, val ACC0: 0.9987, val Gmean: 0.5535 (best 0.8809)
2025-05-08 20:27:32 - Epoch 55 伪标签: 正样本: 30 (0.9%), 负样本: 3423 (99.1%)
2025-05-08 20:27:32 - Epoch 55, val mf1: 0.7007, val ACC1: 0.2822, val ACC0: 0.9994, val Gmean: 0.5311 (best 0.8809)
2025-05-08 20:27:32 - Epoch 56 伪标签: 正样本: 460 (13.3%), 负样本: 2993 (86.7%)
2025-05-08 20:27:33 - Epoch 56, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8809)
2025-05-08 20:27:33 - Epoch 57 伪标签: 正样本: 26 (0.8%), 负样本: 3427 (99.2%)
2025-05-08 20:27:33 - Epoch 57, val mf1: 0.6968, val ACC1: 0.2761, val ACC0: 0.9994, val Gmean: 0.5253 (best 0.8809)
2025-05-08 20:27:33 - Epoch 58 伪标签: 正样本: 441 (12.8%), 负样本: 3012 (87.2%)
2025-05-08 20:27:34 - Epoch 58, val mf1: 0.6929, val ACC1: 0.2699, val ACC0: 0.9994, val Gmean: 0.5194 (best 0.8809)
2025-05-08 20:27:34 - Epoch 59 伪标签: 正样本: 427 (12.4%), 负样本: 3026 (87.6%)
2025-05-08 20:27:34 - Epoch 59, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8809)
2025-05-08 20:27:34 - Epoch 60 伪标签: 正样本: 401 (11.6%), 负样本: 3052 (88.4%)
2025-05-08 20:27:34 - Epoch 60, 有标签损失: 0.0086, 一致性损失: 0.0124, 伪标签损失: 0.5574, LPL损失: 10.9981, 聚类损失: 1.4413, 总损失: 0.2794
2025-05-08 20:27:34 - Epoch 60, val mf1: 0.6727, val ACC1: 0.2393, val ACC0: 0.9994, val Gmean: 0.4890 (best 0.8809)
2025-05-08 20:27:35 - Epoch 61 伪标签: 正样本: 367 (10.6%), 负样本: 3086 (89.4%)
2025-05-08 20:27:35 - Epoch 61, val mf1: 0.6505, val ACC1: 0.2086, val ACC0: 0.9987, val Gmean: 0.4564 (best 0.8809)
2025-05-08 20:27:35 - Epoch 62 伪标签: 正样本: 318 (9.2%), 负样本: 3135 (90.8%)
2025-05-08 20:27:35 - Epoch 62, val mf1: 0.6374, val ACC1: 0.1902, val ACC0: 0.9987, val Gmean: 0.4358 (best 0.8809)
2025-05-08 20:27:36 - Epoch 63 伪标签: 正样本: 270 (7.8%), 负样本: 3183 (92.2%)
2025-05-08 20:27:36 - Epoch 63, val mf1: 0.6329, val ACC1: 0.1840, val ACC0: 0.9987, val Gmean: 0.4287 (best 0.8809)
2025-05-08 20:27:36 - Epoch 64 伪标签: 正样本: 237 (6.9%), 负样本: 3216 (93.1%)
2025-05-08 20:27:37 - Epoch 64, val mf1: 0.6329, val ACC1: 0.1840, val ACC0: 0.9987, val Gmean: 0.4287 (best 0.8809)
2025-05-08 20:27:37 - Epoch 65 伪标签: 正样本: 237 (6.9%), 负样本: 3216 (93.1%)
2025-05-08 20:27:37 - Epoch 65, val mf1: 0.6192, val ACC1: 0.1656, val ACC0: 0.9987, val Gmean: 0.4067 (best 0.8809)
2025-05-08 20:27:37 - Epoch 66 伪标签: 正样本: 234 (6.8%), 负样本: 3219 (93.2%)
2025-05-08 20:27:38 - Epoch 66, val mf1: 0.6192, val ACC1: 0.1656, val ACC0: 0.9987, val Gmean: 0.4067 (best 0.8809)
2025-05-08 20:27:38 - Epoch 67 伪标签: 正样本: 231 (6.7%), 负样本: 3222 (93.3%)
2025-05-08 20:27:38 - Epoch 67, val mf1: 0.6052, val ACC1: 0.1472, val ACC0: 0.9987, val Gmean: 0.3835 (best 0.8809)
2025-05-08 20:27:38 - Epoch 68 伪标签: 正样本: 224 (6.5%), 负样本: 3229 (93.5%)
2025-05-08 20:27:39 - Epoch 68, val mf1: 0.5955, val ACC1: 0.1350, val ACC0: 0.9987, val Gmean: 0.3671 (best 0.8809)
2025-05-08 20:27:39 - Epoch 69 伪标签: 正样本: 200 (5.8%), 负样本: 3253 (94.2%)
2025-05-08 20:27:39 - Epoch 69, val mf1: 0.5764, val ACC1: 0.1104, val ACC0: 0.9994, val Gmean: 0.3322 (best 0.8809)
2025-05-08 20:27:39 - Epoch 70 伪标签: 正样本: 186 (5.4%), 负样本: 3267 (94.6%)
2025-05-08 20:27:39 - Epoch 70, 有标签损失: 0.0083, 一致性损失: 0.0103, 伪标签损失: 0.4790, LPL损失: 6.0730, 聚类损失: 0.6899, 总损失: 0.1879
2025-05-08 20:27:40 - Epoch 70, val mf1: 0.5614, val ACC1: 0.0920, val ACC0: 1.0000, val Gmean: 0.3034 (best 0.8809)
2025-05-08 20:27:40 - Epoch 71 伪标签: 正样本: 360 (10.4%), 负样本: 3093 (89.6%)
2025-05-08 20:27:40 - Epoch 71, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8809)
2025-05-08 20:27:40 - Epoch 72 伪标签: 正样本: 999 (28.9%), 负样本: 2454 (71.1%)
2025-05-08 20:27:41 - Epoch 72, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8809)
2025-05-08 20:27:41 - Epoch 73 伪标签: 正样本: 140 (4.1%), 负样本: 3313 (95.9%)
2025-05-08 20:27:41 - Epoch 73, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8809)
2025-05-08 20:27:41 - Epoch 74 伪标签: 正样本: 135 (3.9%), 负样本: 3318 (96.1%)
2025-05-08 20:27:42 - Epoch 74, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8809)
2025-05-08 20:27:42 - Epoch 75 伪标签: 正样本: 896 (25.9%), 负样本: 2557 (74.1%)
2025-05-08 20:27:42 - Epoch 75, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8809)
2025-05-08 20:27:42 - Epoch 76 伪标签: 正样本: 152 (4.4%), 负样本: 3301 (95.6%)
2025-05-08 20:27:43 - Epoch 76, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8809)
2025-05-08 20:27:43 - Epoch 77 伪标签: 正样本: 140 (4.1%), 负样本: 3313 (95.9%)
2025-05-08 20:27:43 - Epoch 77, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8809)
2025-05-08 20:27:43 - Epoch 78 伪标签: 正样本: 130 (3.8%), 负样本: 3323 (96.2%)
2025-05-08 20:27:44 - Epoch 78, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8809)
2025-05-08 20:27:44 - Epoch 79 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:27:44 - Epoch 79, val mf1: 0.5229, val ACC1: 0.0491, val ACC0: 1.0000, val Gmean: 0.2215 (best 0.8809)
2025-05-08 20:27:44 - Epoch 80 伪标签: 正样本: 115 (3.3%), 负样本: 3338 (96.7%)
2025-05-08 20:27:45 - Epoch 80, 有标签损失: 0.0070, 一致性损失: 0.0106, 伪标签损失: 0.4601, LPL损失: 3.8900, 聚类损失: 0.4176, 总损失: 0.1473
2025-05-08 20:27:45 - Epoch 80, val mf1: 0.5172, val ACC1: 0.0429, val ACC0: 1.0000, val Gmean: 0.2072 (best 0.8809)
2025-05-08 20:27:45 - Epoch 81 伪标签: 正样本: 112 (3.2%), 负样本: 3341 (96.8%)
2025-05-08 20:27:45 - Epoch 81, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8809)
2025-05-08 20:27:45 - Epoch 82 伪标签: 正样本: 106 (3.1%), 负样本: 3347 (96.9%)
2025-05-08 20:27:46 - Epoch 82, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8809)
2025-05-08 20:27:46 - Epoch 83 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:27:46 - Epoch 83, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8809)
2025-05-08 20:27:47 - Epoch 84 伪标签: 正样本: 104 (3.0%), 负样本: 3349 (97.0%)
2025-05-08 20:27:47 - Epoch 84, val mf1: 0.5114, val ACC1: 0.0368, val ACC0: 1.0000, val Gmean: 0.1919 (best 0.8809)
2025-05-08 20:27:47 - Epoch 85 伪标签: 正样本: 101 (2.9%), 负样本: 3352 (97.1%)
2025-05-08 20:27:47 - Epoch 85, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8809)
2025-05-08 20:27:47 - Epoch 86 伪标签: 正样本: 103 (3.0%), 负样本: 3350 (97.0%)
2025-05-08 20:27:48 - Epoch 86, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8809)
2025-05-08 20:27:48 - Epoch 87 伪标签: 正样本: 95 (2.8%), 负样本: 3358 (97.2%)
2025-05-08 20:27:48 - Epoch 87, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8809)
2025-05-08 20:27:48 - Epoch 88 伪标签: 正样本: 91 (2.6%), 负样本: 3362 (97.4%)
2025-05-08 20:27:49 - Epoch 88, val mf1: 0.5055, val ACC1: 0.0307, val ACC0: 1.0000, val Gmean: 0.1751 (best 0.8809)
2025-05-08 20:27:49 - Epoch 89 伪标签: 正样本: 86 (2.5%), 负样本: 3367 (97.5%)
2025-05-08 20:27:49 - Epoch 89, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:49 - Epoch 90 伪标签: 正样本: 81 (2.3%), 负样本: 3372 (97.7%)
2025-05-08 20:27:50 - Epoch 90, 有标签损失: 0.0052, 一致性损失: 0.0102, 伪标签损失: 0.4559, LPL损失: 2.8317, 聚类损失: 0.2729, 总损失: 0.1290
2025-05-08 20:27:50 - Epoch 90, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:50 - Epoch 91 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:27:50 - Epoch 91, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:50 - Epoch 92 伪标签: 正样本: 80 (2.3%), 负样本: 3373 (97.7%)
2025-05-08 20:27:51 - Epoch 92, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:51 - Epoch 93 伪标签: 正样本: 83 (2.4%), 负样本: 3370 (97.6%)
2025-05-08 20:27:51 - Epoch 93, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:51 - Epoch 94 伪标签: 正样本: 79 (2.3%), 负样本: 3374 (97.7%)
2025-05-08 20:27:52 - Epoch 94, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:52 - Epoch 95 伪标签: 正样本: 72 (2.1%), 负样本: 3381 (97.9%)
2025-05-08 20:27:52 - Epoch 95, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:52 - Epoch 96 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:27:53 - Epoch 96, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:53 - Epoch 97 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:27:53 - Epoch 97, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:53 - Epoch 98 伪标签: 正样本: 63 (1.8%), 负样本: 3390 (98.2%)
2025-05-08 20:27:54 - Epoch 98, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:54 - Epoch 99 伪标签: 正样本: 60 (1.7%), 负样本: 3393 (98.3%)
2025-05-08 20:27:54 - Epoch 99, val mf1: 0.4935, val ACC1: 0.0184, val ACC0: 1.0000, val Gmean: 0.1357 (best 0.8809)
2025-05-08 20:27:54 - time cost: 46.64 s
2025-05-08 20:27:54 - Test: REC 74.85 PRE 83.73 MF1 88.48 AUC 89.96 ACC1 74.85 ACC0 98.47 Gmean 85.85
2025-05-08 20:28:33 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:28:33 - 无标签数据数量: 3453
2025-05-08 20:28:33 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:28:33 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:28:33 - 伪标签策略：
2025-05-08 20:28:33 -   使用模型输出和聚类结果的融合
2025-05-08 20:28:33 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:28:34 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 5.4521
2025-05-08 20:28:34 - Epoch 0, val mf1: 0.6390, val ACC1: 0.2454, val ACC0: 0.9741, val Gmean: 0.4889 (best 0.6390)
2025-05-08 20:28:34 - Epoch 1 伪标签: 正样本: 52 (1.5%), 负样本: 3401 (98.5%)
2025-05-08 20:28:34 - Epoch 1, val mf1: 0.5522, val ACC1: 0.0982, val ACC0: 0.9845, val Gmean: 0.3109 (best 0.6390)
2025-05-08 20:28:34 - Epoch 2 伪标签: 正样本: 23 (0.7%), 负样本: 3430 (99.3%)
2025-05-08 20:28:35 - Epoch 2, val mf1: 0.5449, val ACC1: 0.0920, val ACC0: 0.9813, val Gmean: 0.3005 (best 0.6390)
2025-05-08 20:28:35 - Epoch 3 伪标签: 正样本: 37 (1.1%), 负样本: 3416 (98.9%)
2025-05-08 20:28:35 - Epoch 3, val mf1: 0.5613, val ACC1: 0.1288, val ACC0: 0.9696, val Gmean: 0.3534 (best 0.6390)
2025-05-08 20:28:35 - Epoch 4 伪标签: 正样本: 66 (1.9%), 负样本: 3387 (98.1%)
2025-05-08 20:28:35 - Epoch 4, val mf1: 0.5801, val ACC1: 0.1656, val ACC0: 0.9644, val Gmean: 0.3997 (best 0.6390)
2025-05-08 20:28:36 - Epoch 5 伪标签: 正样本: 97 (2.8%), 负样本: 3356 (97.2%)
2025-05-08 20:28:36 - Epoch 5, val mf1: 0.6032, val ACC1: 0.2393, val ACC0: 0.9457, val Gmean: 0.4757 (best 0.6390)
2025-05-08 20:28:36 - Epoch 6 伪标签: 正样本: 149 (4.3%), 负样本: 3304 (95.7%)
2025-05-08 20:28:36 - Epoch 6, val mf1: 0.6425, val ACC1: 0.3558, val ACC0: 0.9308, val Gmean: 0.5755 (best 0.6425)
2025-05-08 20:28:36 - Epoch 7 伪标签: 正样本: 209 (6.1%), 负样本: 3244 (93.9%)
2025-05-08 20:28:36 - Epoch 7, val mf1: 0.6659, val ACC1: 0.4601, val ACC0: 0.9140, val Gmean: 0.6485 (best 0.6659)
2025-05-08 20:28:37 - Epoch 8 伪标签: 正样本: 291 (8.4%), 负样本: 3162 (91.6%)
2025-05-08 20:28:37 - Epoch 8, val mf1: 0.6809, val ACC1: 0.5276, val ACC0: 0.9056, val Gmean: 0.6912 (best 0.6809)
2025-05-08 20:28:37 - Epoch 9 伪标签: 正样本: 360 (10.4%), 负样本: 3093 (89.6%)
2025-05-08 20:28:37 - Epoch 9, val mf1: 0.6814, val ACC1: 0.5890, val ACC0: 0.8875, val Gmean: 0.7230 (best 0.6814)
2025-05-08 20:28:37 - Epoch 10 伪标签: 正样本: 585 (16.9%), 负样本: 2868 (83.1%)
2025-05-08 20:28:38 - Epoch 10, 有标签损失: 0.0721, 一致性损失: 0.3507, 伪标签损失: 1.1907, LPL损失: 10.4691, 聚类损失: 26.4052, 总损失: 0.7031
2025-05-08 20:28:38 - Epoch 10, val mf1: 0.6716, val ACC1: 0.5337, val ACC0: 0.8953, val Gmean: 0.6913 (best 0.6814)
2025-05-08 20:28:38 - Epoch 11 伪标签: 正样本: 566 (16.4%), 负样本: 2887 (83.6%)
2025-05-08 20:28:38 - Epoch 11, val mf1: 0.6601, val ACC1: 0.5276, val ACC0: 0.8862, val Gmean: 0.6838 (best 0.6814)
2025-05-08 20:28:38 - Epoch 12 伪标签: 正样本: 699 (20.2%), 负样本: 2754 (79.8%)
2025-05-08 20:28:38 - Epoch 12, val mf1: 0.6642, val ACC1: 0.5521, val ACC0: 0.8824, val Gmean: 0.6980 (best 0.6814)
2025-05-08 20:28:39 - Epoch 13 伪标签: 正样本: 401 (11.6%), 负样本: 3052 (88.4%)
2025-05-08 20:28:39 - Epoch 13, val mf1: 0.6820, val ACC1: 0.6196, val ACC0: 0.8791, val Gmean: 0.7381 (best 0.6820)
2025-05-08 20:28:39 - Epoch 14 伪标签: 正样本: 923 (26.7%), 负样本: 2530 (73.3%)
2025-05-08 20:28:39 - Epoch 14, val mf1: 0.7068, val ACC1: 0.5951, val ACC0: 0.9082, val Gmean: 0.7352 (best 0.7068)
2025-05-08 20:28:39 - Epoch 15 伪标签: 正样本: 353 (10.2%), 负样本: 3100 (89.8%)
2025-05-08 20:28:39 - Epoch 15, val mf1: 0.7229, val ACC1: 0.6871, val ACC0: 0.8972, val Gmean: 0.7852 (best 0.7229)
2025-05-08 20:28:39 - Epoch 16 伪标签: 正样本: 1047 (30.3%), 负样本: 2406 (69.7%)
2025-05-08 20:28:40 - Epoch 16, val mf1: 0.7430, val ACC1: 0.6442, val ACC0: 0.9237, val Gmean: 0.7714 (best 0.7430)
2025-05-08 20:28:40 - Epoch 17 伪标签: 正样本: 1045 (30.3%), 负样本: 2408 (69.7%)
2025-05-08 20:28:40 - Epoch 17, val mf1: 0.7736, val ACC1: 0.6687, val ACC0: 0.9392, val Gmean: 0.7925 (best 0.7736)
2025-05-08 20:28:40 - Epoch 18 伪标签: 正样本: 286 (8.3%), 负样本: 3167 (91.7%)
2025-05-08 20:28:41 - Epoch 18, val mf1: 0.7931, val ACC1: 0.6810, val ACC0: 0.9489, val Gmean: 0.8039 (best 0.7931)
2025-05-08 20:28:41 - Epoch 19 伪标签: 正样本: 1002 (29.0%), 负样本: 2451 (71.0%)
2025-05-08 20:28:41 - Epoch 19, val mf1: 0.8074, val ACC1: 0.6748, val ACC0: 0.9586, val Gmean: 0.8043 (best 0.8074)
2025-05-08 20:28:41 - Epoch 20 伪标签: 正样本: 1393 (40.3%), 负样本: 2060 (59.7%)
2025-05-08 20:28:41 - Epoch 20, 有标签损失: 0.0025, 一致性损失: 0.0948, 伪标签损失: 1.1072, LPL损失: 18.2253, 聚类损失: 11.8526, 总损失: 0.6264
2025-05-08 20:28:41 - Epoch 20, val mf1: 0.8148, val ACC1: 0.6994, val ACC0: 0.9580, val Gmean: 0.8185 (best 0.8148)
2025-05-08 20:28:42 - Epoch 21 伪标签: 正样本: 1006 (29.1%), 负样本: 2447 (70.9%)
2025-05-08 20:28:42 - Epoch 21, val mf1: 0.8146, val ACC1: 0.7055, val ACC0: 0.9567, val Gmean: 0.8216 (best 0.8148)
2025-05-08 20:28:42 - Epoch 22 伪标签: 正样本: 1022 (29.6%), 负样本: 2431 (70.4%)
2025-05-08 20:28:42 - Epoch 22, val mf1: 0.8188, val ACC1: 0.7178, val ACC0: 0.9567, val Gmean: 0.8287 (best 0.8188)
2025-05-08 20:28:42 - Epoch 23 伪标签: 正样本: 1032 (29.9%), 负样本: 2421 (70.1%)
2025-05-08 20:28:43 - Epoch 23, val mf1: 0.8249, val ACC1: 0.7362, val ACC0: 0.9567, val Gmean: 0.8392 (best 0.8249)
2025-05-08 20:28:43 - Epoch 24 伪标签: 正样本: 1054 (30.5%), 负样本: 2399 (69.5%)
2025-05-08 20:28:43 - Epoch 24, val mf1: 0.8197, val ACC1: 0.7239, val ACC0: 0.9560, val Gmean: 0.8319 (best 0.8249)
2025-05-08 20:28:43 - Epoch 25 伪标签: 正样本: 1130 (32.7%), 负样本: 2323 (67.3%)
2025-05-08 20:28:44 - Epoch 25, val mf1: 0.8248, val ACC1: 0.7117, val ACC0: 0.9612, val Gmean: 0.8271 (best 0.8249)
2025-05-08 20:28:44 - Epoch 26 伪标签: 正样本: 1137 (32.9%), 负样本: 2316 (67.1%)
2025-05-08 20:28:44 - Epoch 26, val mf1: 0.8392, val ACC1: 0.6933, val ACC0: 0.9722, val Gmean: 0.8210 (best 0.8392)
2025-05-08 20:28:44 - Epoch 27 伪标签: 正样本: 243 (7.0%), 负样本: 3210 (93.0%)
2025-05-08 20:28:45 - Epoch 27, val mf1: 0.8577, val ACC1: 0.6626, val ACC0: 0.9864, val Gmean: 0.8084 (best 0.8577)
2025-05-08 20:28:45 - Epoch 28 伪标签: 正样本: 1120 (32.4%), 负样本: 2333 (67.6%)
2025-05-08 20:28:45 - Epoch 28, val mf1: 0.8528, val ACC1: 0.6871, val ACC0: 0.9800, val Gmean: 0.8206 (best 0.8577)
2025-05-08 20:28:45 - Epoch 29 伪标签: 正样本: 233 (6.7%), 负样本: 3220 (93.3%)
2025-05-08 20:28:45 - Epoch 29, val mf1: 0.8559, val ACC1: 0.6503, val ACC0: 0.9877, val Gmean: 0.8014 (best 0.8577)
2025-05-08 20:28:45 - Epoch 30 伪标签: 正样本: 1268 (36.7%), 负样本: 2185 (63.3%)
2025-05-08 20:28:46 - Epoch 30, 有标签损失: 0.0082, 一致性损失: 0.0300, 伪标签损失: 1.0501, LPL损失: 22.7841, 聚类损失: 4.8509, 总损失: 0.7007
2025-05-08 20:28:46 - Epoch 30, val mf1: 0.8549, val ACC1: 0.6626, val ACC0: 0.9851, val Gmean: 0.8079 (best 0.8577)
2025-05-08 20:28:46 - Epoch 31 伪标签: 正样本: 1206 (34.9%), 负样本: 2247 (65.1%)
2025-05-08 20:28:46 - Epoch 31, val mf1: 0.8507, val ACC1: 0.6626, val ACC0: 0.9832, val Gmean: 0.8071 (best 0.8577)
2025-05-08 20:28:46 - Epoch 32 伪标签: 正样本: 1281 (37.1%), 负样本: 2172 (62.9%)
2025-05-08 20:28:46 - Epoch 32, val mf1: 0.8521, val ACC1: 0.6442, val ACC0: 0.9871, val Gmean: 0.7974 (best 0.8577)
2025-05-08 20:28:46 - Epoch 33 伪标签: 正样本: 1444 (41.8%), 负样本: 2009 (58.2%)
2025-05-08 20:28:47 - Epoch 33, val mf1: 0.8597, val ACC1: 0.6871, val ACC0: 0.9832, val Gmean: 0.8219 (best 0.8597)
2025-05-08 20:28:47 - Epoch 34 伪标签: 正样本: 1354 (39.2%), 负样本: 2099 (60.8%)
2025-05-08 20:28:47 - Epoch 34, val mf1: 0.8615, val ACC1: 0.6380, val ACC0: 0.9922, val Gmean: 0.7957 (best 0.8615)
2025-05-08 20:28:47 - Epoch 35 伪标签: 正样本: 84 (2.4%), 负样本: 3369 (97.6%)
2025-05-08 20:28:47 - Epoch 35, val mf1: 0.8647, val ACC1: 0.6503, val ACC0: 0.9916, val Gmean: 0.8030 (best 0.8647)
2025-05-08 20:28:47 - Epoch 36 伪标签: 正样本: 1177 (34.1%), 负样本: 2276 (65.9%)
2025-05-08 20:28:48 - Epoch 36, val mf1: 0.8620, val ACC1: 0.6626, val ACC0: 0.9884, val Gmean: 0.8092 (best 0.8647)
2025-05-08 20:28:48 - Epoch 37 伪标签: 正样本: 1029 (29.8%), 负样本: 2424 (70.2%)
2025-05-08 20:28:48 - Epoch 37, val mf1: 0.8660, val ACC1: 0.6380, val ACC0: 0.9942, val Gmean: 0.7964 (best 0.8660)
2025-05-08 20:28:48 - Epoch 38 伪标签: 正样本: 71 (2.1%), 负样本: 3382 (97.9%)
2025-05-08 20:28:48 - Epoch 38, val mf1: 0.8598, val ACC1: 0.6074, val ACC0: 0.9968, val Gmean: 0.7781 (best 0.8660)
2025-05-08 20:28:48 - Epoch 39 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:28:49 - Epoch 39, val mf1: 0.8590, val ACC1: 0.6319, val ACC0: 0.9922, val Gmean: 0.7918 (best 0.8660)
2025-05-08 20:28:49 - Epoch 40 伪标签: 正样本: 52 (1.5%), 负样本: 3401 (98.5%)
2025-05-08 20:28:49 - Epoch 40, 有标签损失: 0.0118, 一致性损失: 0.0122, 伪标签损失: 0.5015, LPL损失: 8.0671, 聚类损失: 3.3852, 总损失: 0.3594
2025-05-08 20:28:49 - Epoch 40, val mf1: 0.8477, val ACC1: 0.5890, val ACC0: 0.9948, val Gmean: 0.7654 (best 0.8660)
2025-05-08 20:28:49 - Epoch 41 伪标签: 正样本: 632 (18.3%), 负样本: 2821 (81.7%)
2025-05-08 20:28:49 - Epoch 41, val mf1: 0.8365, val ACC1: 0.5521, val ACC0: 0.9968, val Gmean: 0.7419 (best 0.8660)
2025-05-08 20:28:49 - Epoch 42 伪标签: 正样本: 637 (18.4%), 负样本: 2816 (81.6%)
2025-05-08 20:28:50 - Epoch 42, val mf1: 0.8299, val ACC1: 0.5337, val ACC0: 0.9974, val Gmean: 0.7296 (best 0.8660)
2025-05-08 20:28:50 - Epoch 43 伪标签: 正样本: 606 (17.5%), 负样本: 2847 (82.5%)
2025-05-08 20:28:50 - Epoch 43, val mf1: 0.8145, val ACC1: 0.4969, val ACC0: 0.9981, val Gmean: 0.7043 (best 0.8660)
2025-05-08 20:28:50 - Epoch 44 伪标签: 正样本: 570 (16.5%), 负样本: 2883 (83.5%)
2025-05-08 20:28:51 - Epoch 44, val mf1: 0.7969, val ACC1: 0.4601, val ACC0: 0.9981, val Gmean: 0.6777 (best 0.8660)
2025-05-08 20:28:51 - Epoch 45 伪标签: 正样本: 519 (15.0%), 负样本: 2934 (85.0%)
2025-05-08 20:28:51 - Epoch 45, val mf1: 0.7617, val ACC1: 0.3865, val ACC0: 0.9994, val Gmean: 0.6215 (best 0.8660)
2025-05-08 20:28:51 - Epoch 46 伪标签: 正样本: 36 (1.0%), 负样本: 3417 (99.0%)
2025-05-08 20:28:51 - Epoch 46, val mf1: 0.7550, val ACC1: 0.3742, val ACC0: 0.9994, val Gmean: 0.6115 (best 0.8660)
2025-05-08 20:28:52 - Epoch 47 伪标签: 正样本: 461 (13.4%), 负样本: 2992 (86.6%)
2025-05-08 20:28:52 - Epoch 47, val mf1: 0.7341, val ACC1: 0.3374, val ACC0: 0.9994, val Gmean: 0.5807 (best 0.8660)
2025-05-08 20:28:52 - Epoch 48 伪标签: 正样本: 435 (12.6%), 负样本: 3018 (87.4%)
2025-05-08 20:28:52 - Epoch 48, val mf1: 0.7121, val ACC1: 0.3006, val ACC0: 0.9994, val Gmean: 0.5481 (best 0.8660)
2025-05-08 20:28:52 - Epoch 49 伪标签: 正样本: 408 (11.8%), 负样本: 3045 (88.2%)
2025-05-08 20:28:53 - Epoch 49, val mf1: 0.7045, val ACC1: 0.2883, val ACC0: 0.9994, val Gmean: 0.5368 (best 0.8660)
2025-05-08 20:28:53 - Epoch 50 伪标签: 正样本: 374 (10.8%), 负样本: 3079 (89.2%)
2025-05-08 20:28:53 - Epoch 50, 有标签损失: 0.0316, 一致性损失: 0.0064, 伪标签损失: 0.5450, LPL损失: 8.2518, 聚类损失: 0.9979, 总损失: 0.3731
2025-05-08 20:28:53 - Epoch 50, val mf1: 0.7033, val ACC1: 0.2883, val ACC0: 0.9987, val Gmean: 0.5366 (best 0.8660)
2025-05-08 20:28:53 - Epoch 51 伪标签: 正样本: 353 (10.2%), 负样本: 3100 (89.8%)
2025-05-08 20:28:54 - Epoch 51, val mf1: 0.6995, val ACC1: 0.2822, val ACC0: 0.9987, val Gmean: 0.5309 (best 0.8660)
2025-05-08 20:28:54 - Epoch 52 伪标签: 正样本: 333 (9.6%), 负样本: 3120 (90.4%)
2025-05-08 20:28:54 - Epoch 52, val mf1: 0.6826, val ACC1: 0.2577, val ACC0: 0.9981, val Gmean: 0.5071 (best 0.8660)
2025-05-08 20:28:54 - Epoch 53 伪标签: 正样本: 312 (9.0%), 负样本: 3141 (91.0%)
2025-05-08 20:28:55 - Epoch 53, val mf1: 0.6786, val ACC1: 0.2515, val ACC0: 0.9981, val Gmean: 0.5010 (best 0.8660)
2025-05-08 20:28:55 - Epoch 54 伪标签: 正样本: 321 (9.3%), 负样本: 3132 (90.7%)
2025-05-08 20:28:55 - Epoch 54, val mf1: 0.6694, val ACC1: 0.2393, val ACC0: 0.9974, val Gmean: 0.4885 (best 0.8660)
2025-05-08 20:28:55 - Epoch 55 伪标签: 正样本: 24 (0.7%), 负样本: 3429 (99.3%)
2025-05-08 20:28:55 - Epoch 55, val mf1: 0.6612, val ACC1: 0.2270, val ACC0: 0.9974, val Gmean: 0.4758 (best 0.8660)
2025-05-08 20:28:55 - Epoch 56 伪标签: 正样本: 285 (8.3%), 负样本: 3168 (91.7%)
2025-05-08 20:28:56 - Epoch 56, val mf1: 0.6428, val ACC1: 0.1963, val ACC0: 0.9994, val Gmean: 0.4429 (best 0.8660)
2025-05-08 20:28:56 - Epoch 57 伪标签: 正样本: 260 (7.5%), 负样本: 3193 (92.5%)
2025-05-08 20:28:56 - Epoch 57, val mf1: 0.6398, val ACC1: 0.1963, val ACC0: 0.9974, val Gmean: 0.4425 (best 0.8660)
2025-05-08 20:28:56 - Epoch 58 伪标签: 正样本: 248 (7.2%), 负样本: 3205 (92.8%)
2025-05-08 20:28:57 - Epoch 58, val mf1: 0.6320, val ACC1: 0.1840, val ACC0: 0.9981, val Gmean: 0.4286 (best 0.8660)
2025-05-08 20:28:57 - Epoch 59 伪标签: 正样本: 225 (6.5%), 负样本: 3228 (93.5%)
2025-05-08 20:28:57 - Epoch 59, val mf1: 0.6091, val ACC1: 0.1534, val ACC0: 0.9981, val Gmean: 0.3913 (best 0.8660)
2025-05-08 20:28:57 - Epoch 60 伪标签: 正样本: 197 (5.7%), 负样本: 3256 (94.3%)
2025-05-08 20:28:58 - Epoch 60, 有标签损失: 0.0156, 一致性损失: 0.0061, 伪标签损失: 0.4948, LPL损失: 6.1565, 聚类损失: 0.5882, 总损失: 0.3173
2025-05-08 20:28:58 - Epoch 60, val mf1: 0.5955, val ACC1: 0.1350, val ACC0: 0.9987, val Gmean: 0.3671 (best 0.8660)
2025-05-08 20:28:58 - Epoch 61 伪标签: 正样本: 187 (5.4%), 负样本: 3266 (94.6%)
2025-05-08 20:28:58 - Epoch 61, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8660)
2025-05-08 20:28:58 - Epoch 62 伪标签: 正样本: 172 (5.0%), 负样本: 3281 (95.0%)
2025-05-08 20:28:59 - Epoch 62, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8660)
2025-05-08 20:28:59 - Epoch 63 伪标签: 正样本: 160 (4.6%), 负样本: 3293 (95.4%)
2025-05-08 20:28:59 - Epoch 63, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8660)
2025-05-08 20:28:59 - Epoch 64 伪标签: 正样本: 163 (4.7%), 负样本: 3290 (95.3%)
2025-05-08 20:29:00 - Epoch 64, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8660)
2025-05-08 20:29:00 - Epoch 65 伪标签: 正样本: 163 (4.7%), 负样本: 3290 (95.3%)
2025-05-08 20:29:00 - Epoch 65, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8660)
2025-05-08 20:29:00 - Epoch 66 伪标签: 正样本: 159 (4.6%), 负样本: 3294 (95.4%)
2025-05-08 20:29:01 - Epoch 66, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8660)
2025-05-08 20:29:01 - Epoch 67 伪标签: 正样本: 157 (4.5%), 负样本: 3296 (95.5%)
2025-05-08 20:29:01 - Epoch 67, val mf1: 0.5719, val ACC1: 0.1043, val ACC0: 1.0000, val Gmean: 0.3229 (best 0.8660)
2025-05-08 20:29:01 - Epoch 68 伪标签: 正样本: 136 (3.9%), 负样本: 3317 (96.1%)
2025-05-08 20:29:02 - Epoch 68, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8660)
2025-05-08 20:29:02 - Epoch 69 伪标签: 正样本: 1523 (44.1%), 负样本: 1930 (55.9%)
2025-05-08 20:29:02 - Epoch 69, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8660)
2025-05-08 20:29:02 - Epoch 70 伪标签: 正样本: 107 (3.1%), 负样本: 3346 (96.9%)
2025-05-08 20:29:02 - Epoch 70, 有标签损失: 0.0145, 一致性损失: 0.0051, 伪标签损失: 0.4642, LPL损失: 3.0724, 聚类损失: 0.2873, 总损失: 0.2042
2025-05-08 20:29:03 - Epoch 70, val mf1: 0.5342, val ACC1: 0.0613, val ACC0: 1.0000, val Gmean: 0.2477 (best 0.8660)
2025-05-08 20:29:03 - Epoch 71 伪标签: 正样本: 1565 (45.3%), 负样本: 1888 (54.7%)
2025-05-08 20:29:15 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:29:15 - 无标签数据数量: 3453
2025-05-08 20:29:15 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:29:16 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:29:16 - 伪标签策略：
2025-05-08 20:29:16 -   使用模型输出和聚类结果的融合
2025-05-08 20:29:16 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:29:16 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.3703
2025-05-08 20:29:17 - Epoch 0, val mf1: 0.6461, val ACC1: 0.2638, val ACC0: 0.9716, val Gmean: 0.5063 (best 0.6461)
2025-05-08 20:29:17 - Epoch 1 伪标签: 正样本: 55 (1.6%), 负样本: 3398 (98.4%)
2025-05-08 20:29:17 - Epoch 1, val mf1: 0.5517, val ACC1: 0.0982, val ACC0: 0.9838, val Gmean: 0.3108 (best 0.6461)
2025-05-08 20:29:17 - Epoch 2 伪标签: 正样本: 28 (0.8%), 负样本: 3425 (99.2%)
2025-05-08 20:29:17 - Epoch 2, val mf1: 0.5474, val ACC1: 0.0982, val ACC0: 0.9787, val Gmean: 0.3099 (best 0.6461)
2025-05-08 20:29:17 - Epoch 3 伪标签: 正样本: 48 (1.4%), 负样本: 3405 (98.6%)
2025-05-08 20:29:18 - Epoch 3, val mf1: 0.5546, val ACC1: 0.1166, val ACC0: 0.9716, val Gmean: 0.3365 (best 0.6461)
2025-05-08 20:29:18 - Epoch 4 伪标签: 正样本: 67 (1.9%), 负样本: 3386 (98.1%)
2025-05-08 20:29:18 - Epoch 4, val mf1: 0.5769, val ACC1: 0.1595, val ACC0: 0.9651, val Gmean: 0.3924 (best 0.6461)
2025-05-08 20:29:18 - Epoch 5 伪标签: 正样本: 100 (2.9%), 负样本: 3353 (97.1%)
2025-05-08 20:29:18 - Epoch 5, val mf1: 0.5868, val ACC1: 0.2025, val ACC0: 0.9489, val Gmean: 0.4383 (best 0.6461)
2025-05-08 20:29:18 - Epoch 6 伪标签: 正样本: 144 (4.2%), 负样本: 3309 (95.8%)
2025-05-08 20:29:19 - Epoch 6, val mf1: 0.6284, val ACC1: 0.3252, val ACC0: 0.9302, val Gmean: 0.5500 (best 0.6461)
2025-05-08 20:29:19 - Epoch 7 伪标签: 正样本: 216 (6.3%), 负样本: 3237 (93.7%)
2025-05-08 20:29:19 - Epoch 7, val mf1: 0.6566, val ACC1: 0.4540, val ACC0: 0.9076, val Gmean: 0.6419 (best 0.6566)
2025-05-08 20:29:19 - Epoch 8 伪标签: 正样本: 334 (9.7%), 负样本: 3119 (90.3%)
2025-05-08 20:29:19 - Epoch 8, val mf1: 0.6641, val ACC1: 0.5276, val ACC0: 0.8901, val Gmean: 0.6853 (best 0.6641)
2025-05-08 20:29:19 - Epoch 9 伪标签: 正样本: 433 (12.5%), 负样本: 3020 (87.5%)
2025-05-08 20:29:20 - Epoch 9, val mf1: 0.6642, val ACC1: 0.5460, val ACC0: 0.8843, val Gmean: 0.6949 (best 0.6642)
2025-05-08 20:29:20 - Epoch 10 伪标签: 正样本: 474 (13.7%), 负样本: 2979 (86.3%)
2025-05-08 20:29:20 - Epoch 10, 有标签损失: 0.0390, 一致性损失: 0.8447, 伪标签损失: 1.1712, LPL损失: 7.5854, 聚类损失: 45.3765, 总损失: 0.2659
2025-05-08 20:29:20 - Epoch 10, val mf1: 0.6540, val ACC1: 0.5706, val ACC0: 0.8662, val Gmean: 0.7030 (best 0.6642)
2025-05-08 20:29:20 - Epoch 11 伪标签: 正样本: 577 (16.7%), 负样本: 2876 (83.3%)
2025-05-08 20:29:21 - Epoch 11, val mf1: 0.6343, val ACC1: 0.6687, val ACC0: 0.8132, val Gmean: 0.7374 (best 0.6642)
2025-05-08 20:29:21 - Epoch 12 伪标签: 正样本: 730 (21.1%), 负样本: 2723 (78.9%)
2025-05-08 20:29:21 - Epoch 12, val mf1: 0.6188, val ACC1: 0.6196, val ACC0: 0.8100, val Gmean: 0.7084 (best 0.6642)
2025-05-08 20:29:21 - Epoch 13 伪标签: 正样本: 785 (22.7%), 负样本: 2668 (77.3%)
2025-05-08 20:29:21 - Epoch 13, val mf1: 0.5930, val ACC1: 0.7239, val ACC0: 0.7427, val Gmean: 0.7333 (best 0.6642)
2025-05-08 20:29:21 - Epoch 14 伪标签: 正样本: 985 (28.5%), 负样本: 2468 (71.5%)
2025-05-08 20:29:22 - Epoch 14, val mf1: 0.5786, val ACC1: 0.7485, val ACC0: 0.7149, val Gmean: 0.7315 (best 0.6642)
2025-05-08 20:29:22 - Epoch 15 伪标签: 正样本: 906 (26.2%), 负样本: 2547 (73.8%)
2025-05-08 20:29:22 - Epoch 15, val mf1: 0.5611, val ACC1: 0.8037, val ACC0: 0.6729, val Gmean: 0.7354 (best 0.6642)
2025-05-08 20:29:22 - Epoch 16 伪标签: 正样本: 1041 (30.1%), 负样本: 2412 (69.9%)
2025-05-08 20:29:23 - Epoch 16, val mf1: 0.5420, val ACC1: 0.8344, val ACC0: 0.6354, val Gmean: 0.7281 (best 0.6642)
2025-05-08 20:29:23 - Epoch 17 伪标签: 正样本: 1078 (31.2%), 负样本: 2375 (68.8%)
2025-05-08 20:29:23 - Epoch 17, val mf1: 0.5236, val ACC1: 0.8344, val ACC0: 0.6070, val Gmean: 0.7116 (best 0.6642)
2025-05-08 20:29:23 - Epoch 18 伪标签: 正样本: 1096 (31.7%), 负样本: 2357 (68.3%)
2025-05-08 20:29:24 - Epoch 18, val mf1: 0.5210, val ACC1: 0.8528, val ACC0: 0.5979, val Gmean: 0.7141 (best 0.6642)
2025-05-08 20:29:24 - Epoch 19 伪标签: 正样本: 1113 (32.2%), 负样本: 2340 (67.8%)
2025-05-08 20:29:24 - Epoch 19, val mf1: 0.5130, val ACC1: 0.8589, val ACC0: 0.5837, val Gmean: 0.7081 (best 0.6642)
2025-05-08 20:29:24 - Epoch 20 伪标签: 正样本: 1135 (32.9%), 负样本: 2318 (67.1%)
2025-05-08 20:29:24 - Epoch 20, 有标签损失: 0.0006, 一致性损失: 0.5422, 伪标签损失: 1.3067, LPL损失: 13.4253, 聚类损失: 33.3501, 总损失: 0.2437
2025-05-08 20:29:24 - Epoch 20, val mf1: 0.5175, val ACC1: 0.8589, val ACC0: 0.5908, val Gmean: 0.7124 (best 0.6642)
2025-05-08 20:29:24 - Epoch 21 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 20:29:25 - Epoch 21, val mf1: 0.5263, val ACC1: 0.8589, val ACC0: 0.6044, val Gmean: 0.7205 (best 0.6642)
2025-05-08 20:29:25 - Epoch 22 伪标签: 正样本: 1118 (32.4%), 负样本: 2335 (67.6%)
2025-05-08 20:29:25 - Epoch 22, val mf1: 0.5424, val ACC1: 0.8528, val ACC0: 0.6309, val Gmean: 0.7335 (best 0.6642)
2025-05-08 20:29:25 - Epoch 23 伪标签: 正样本: 1114 (32.3%), 负样本: 2339 (67.7%)
2025-05-08 20:29:25 - Epoch 23, val mf1: 0.5662, val ACC1: 0.8528, val ACC0: 0.6665, val Gmean: 0.7539 (best 0.6642)
2025-05-08 20:29:26 - Epoch 24 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:29:26 - Epoch 24, val mf1: 0.5924, val ACC1: 0.8282, val ACC0: 0.7111, val Gmean: 0.7674 (best 0.6642)
2025-05-08 20:29:26 - Epoch 25 伪标签: 正样本: 1040 (30.1%), 负样本: 2413 (69.9%)
2025-05-08 20:29:26 - Epoch 25, val mf1: 0.6308, val ACC1: 0.7914, val ACC0: 0.7725, val Gmean: 0.7819 (best 0.6642)
2025-05-08 20:29:26 - Epoch 26 伪标签: 正样本: 996 (28.8%), 负样本: 2457 (71.2%)
2025-05-08 20:29:27 - Epoch 26, val mf1: 0.6928, val ACC1: 0.7730, val ACC0: 0.8474, val Gmean: 0.8094 (best 0.6928)
2025-05-08 20:29:27 - Epoch 27 伪标签: 正样本: 935 (27.1%), 负样本: 2518 (72.9%)
2025-05-08 20:29:27 - Epoch 27, val mf1: 0.7149, val ACC1: 0.7669, val ACC0: 0.8701, val Gmean: 0.8168 (best 0.7149)
2025-05-08 20:29:27 - Epoch 28 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:29:28 - Epoch 28, val mf1: 0.7213, val ACC1: 0.7485, val ACC0: 0.8804, val Gmean: 0.8118 (best 0.7213)
2025-05-08 20:29:28 - Epoch 29 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:29:28 - Epoch 29, val mf1: 0.7257, val ACC1: 0.7485, val ACC0: 0.8843, val Gmean: 0.8135 (best 0.7257)
2025-05-08 20:29:28 - Epoch 30 伪标签: 正样本: 1169 (33.9%), 负样本: 2284 (66.1%)
2025-05-08 20:29:28 - Epoch 30, 有标签损失: 0.0002, 一致性损失: 0.2793, 伪标签损失: 1.2210, LPL损失: 13.6312, 聚类损失: 24.0676, 总损失: 0.2365
2025-05-08 20:29:28 - Epoch 30, val mf1: 0.7272, val ACC1: 0.7485, val ACC0: 0.8856, val Gmean: 0.8141 (best 0.7272)
2025-05-08 20:29:28 - Epoch 31 伪标签: 正样本: 854 (24.7%), 负样本: 2599 (75.3%)
2025-05-08 20:29:29 - Epoch 31, val mf1: 0.7250, val ACC1: 0.7485, val ACC0: 0.8836, val Gmean: 0.8133 (best 0.7272)
2025-05-08 20:29:29 - Epoch 32 伪标签: 正样本: 872 (25.3%), 负样本: 2581 (74.7%)
2025-05-08 20:29:29 - Epoch 32, val mf1: 0.7287, val ACC1: 0.7485, val ACC0: 0.8869, val Gmean: 0.8147 (best 0.7287)
2025-05-08 20:29:29 - Epoch 33 伪标签: 正样本: 876 (25.4%), 负样本: 2577 (74.6%)
2025-05-08 20:29:30 - Epoch 33, val mf1: 0.7349, val ACC1: 0.7485, val ACC0: 0.8920, val Gmean: 0.8171 (best 0.7349)
2025-05-08 20:29:30 - Epoch 34 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 20:29:30 - Epoch 34, val mf1: 0.7376, val ACC1: 0.7607, val ACC0: 0.8914, val Gmean: 0.8235 (best 0.7376)
2025-05-08 20:29:30 - Epoch 35 伪标签: 正样本: 933 (27.0%), 负样本: 2520 (73.0%)
2025-05-08 20:29:31 - Epoch 35, val mf1: 0.7363, val ACC1: 0.7669, val ACC0: 0.8888, val Gmean: 0.8256 (best 0.7376)
2025-05-08 20:29:31 - Epoch 36 伪标签: 正样本: 938 (27.2%), 负样本: 2515 (72.8%)
2025-05-08 20:29:31 - Epoch 36, val mf1: 0.7336, val ACC1: 0.7791, val ACC0: 0.8836, val Gmean: 0.8297 (best 0.7376)
2025-05-08 20:29:31 - Epoch 37 伪标签: 正样本: 991 (28.7%), 负样本: 2462 (71.3%)
2025-05-08 20:29:31 - Epoch 37, val mf1: 0.7235, val ACC1: 0.7853, val ACC0: 0.8733, val Gmean: 0.8281 (best 0.7376)
2025-05-08 20:29:31 - Epoch 38 伪标签: 正样本: 1040 (30.1%), 负样本: 2413 (69.9%)
2025-05-08 20:29:32 - Epoch 38, val mf1: 0.6971, val ACC1: 0.7791, val ACC0: 0.8500, val Gmean: 0.8138 (best 0.7376)
2025-05-08 20:29:32 - Epoch 39 伪标签: 正样本: 1090 (31.6%), 负样本: 2363 (68.4%)
2025-05-08 20:29:32 - Epoch 39, val mf1: 0.6505, val ACC1: 0.7914, val ACC0: 0.7964, val Gmean: 0.7939 (best 0.7376)
2025-05-08 20:29:32 - Epoch 40 伪标签: 正样本: 1137 (32.9%), 负样本: 2316 (67.1%)
2025-05-08 20:29:33 - Epoch 40, 有标签损失: 0.0020, 一致性损失: 0.1381, 伪标签损失: 1.2996, LPL损失: 7.0543, 聚类损失: 12.9608, 总损失: 0.1578
2025-05-08 20:29:33 - Epoch 40, val mf1: 0.6707, val ACC1: 0.7853, val ACC0: 0.8209, val Gmean: 0.8029 (best 0.7376)
2025-05-08 20:29:33 - Epoch 41 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 20:29:33 - Epoch 41, val mf1: 0.7462, val ACC1: 0.7546, val ACC0: 0.8998, val Gmean: 0.8240 (best 0.7462)
2025-05-08 20:29:33 - Epoch 42 伪标签: 正样本: 1198 (34.7%), 负样本: 2255 (65.3%)
2025-05-08 20:29:34 - Epoch 42, val mf1: 0.8199, val ACC1: 0.7485, val ACC0: 0.9515, val Gmean: 0.8439 (best 0.8199)
2025-05-08 20:29:34 - Epoch 43 伪标签: 正样本: 1063 (30.8%), 负样本: 2390 (69.2%)
2025-05-08 20:29:34 - Epoch 43, val mf1: 0.8388, val ACC1: 0.7423, val ACC0: 0.9632, val Gmean: 0.8456 (best 0.8388)
2025-05-08 20:29:34 - Epoch 44 伪标签: 正样本: 1095 (31.7%), 负样本: 2358 (68.3%)
2025-05-08 20:29:34 - Epoch 44, val mf1: 0.8602, val ACC1: 0.7423, val ACC0: 0.9741, val Gmean: 0.8504 (best 0.8602)
2025-05-08 20:29:35 - Epoch 45 伪标签: 正样本: 1043 (30.2%), 负样本: 2410 (69.8%)
2025-05-08 20:29:35 - Epoch 45, val mf1: 0.8752, val ACC1: 0.7423, val ACC0: 0.9813, val Gmean: 0.8535 (best 0.8752)
2025-05-08 20:29:35 - Epoch 46 伪标签: 正样本: 1061 (30.7%), 负样本: 2392 (69.3%)
2025-05-08 20:29:35 - Epoch 46, val mf1: 0.8881, val ACC1: 0.7423, val ACC0: 0.9871, val Gmean: 0.8560 (best 0.8881)
2025-05-08 20:29:35 - Epoch 47 伪标签: 正样本: 1164 (33.7%), 负样本: 2289 (66.3%)
2025-05-08 20:29:36 - Epoch 47, val mf1: 0.8666, val ACC1: 0.7178, val ACC0: 0.9813, val Gmean: 0.8392 (best 0.8881)
2025-05-08 20:29:36 - Epoch 48 伪标签: 正样本: 1216 (35.2%), 负样本: 2237 (64.8%)
2025-05-08 20:29:36 - Epoch 48, val mf1: 0.8374, val ACC1: 0.6810, val ACC0: 0.9735, val Gmean: 0.8142 (best 0.8881)
2025-05-08 20:29:36 - Epoch 49 伪标签: 正样本: 546 (15.8%), 负样本: 2907 (84.2%)
2025-05-08 20:29:36 - Epoch 49, val mf1: 0.8345, val ACC1: 0.6135, val ACC0: 0.9845, val Gmean: 0.7772 (best 0.8881)
2025-05-08 20:29:36 - Epoch 50 伪标签: 正样本: 1167 (33.8%), 负样本: 2286 (66.2%)
2025-05-08 20:29:37 - Epoch 50, 有标签损失: 0.0042, 一致性损失: 0.0471, 伪标签损失: 1.0955, LPL损失: 20.4100, 聚类损失: 6.0989, 总损失: 0.2451
2025-05-08 20:29:37 - Epoch 50, val mf1: 0.8427, val ACC1: 0.6380, val ACC0: 0.9838, val Gmean: 0.7923 (best 0.8881)
2025-05-08 20:29:37 - Epoch 51 伪标签: 正样本: 1115 (32.3%), 负样本: 2338 (67.7%)
2025-05-08 20:29:37 - Epoch 51, val mf1: 0.8600, val ACC1: 0.6380, val ACC0: 0.9916, val Gmean: 0.7954 (best 0.8881)
2025-05-08 20:29:37 - Epoch 52 伪标签: 正样本: 1128 (32.7%), 负样本: 2325 (67.3%)
2025-05-08 20:29:38 - Epoch 52, val mf1: 0.8723, val ACC1: 0.6503, val ACC0: 0.9948, val Gmean: 0.8043 (best 0.8881)
2025-05-08 20:29:38 - Epoch 53 伪标签: 正样本: 1106 (32.0%), 负样本: 2347 (68.0%)
2025-05-08 20:29:38 - Epoch 53, val mf1: 0.8764, val ACC1: 0.6810, val ACC0: 0.9916, val Gmean: 0.8217 (best 0.8881)
2025-05-08 20:29:38 - Epoch 54 伪标签: 正样本: 1235 (35.8%), 负样本: 2218 (64.2%)
2025-05-08 20:29:39 - Epoch 54, val mf1: 0.8794, val ACC1: 0.6564, val ACC0: 0.9968, val Gmean: 0.8089 (best 0.8881)
2025-05-08 20:29:39 - Epoch 55 伪标签: 正样本: 181 (5.2%), 负样本: 3272 (94.8%)
2025-05-08 20:29:39 - Epoch 55, val mf1: 0.8802, val ACC1: 0.6626, val ACC0: 0.9961, val Gmean: 0.8124 (best 0.8881)
2025-05-08 20:29:39 - Epoch 56 伪标签: 正样本: 1056 (30.6%), 负样本: 2397 (69.4%)
2025-05-08 20:29:39 - Epoch 56, val mf1: 0.8778, val ACC1: 0.6564, val ACC0: 0.9961, val Gmean: 0.8086 (best 0.8881)
2025-05-08 20:29:40 - Epoch 57 伪标签: 正样本: 931 (27.0%), 负样本: 2522 (73.0%)
2025-05-08 20:29:40 - Epoch 57, val mf1: 0.8770, val ACC1: 0.6503, val ACC0: 0.9968, val Gmean: 0.8051 (best 0.8881)
2025-05-08 20:29:40 - Epoch 58 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:29:40 - Epoch 58, val mf1: 0.8763, val ACC1: 0.6687, val ACC0: 0.9935, val Gmean: 0.8151 (best 0.8881)
2025-05-08 20:29:41 - Epoch 59 伪标签: 正样本: 831 (24.1%), 负样本: 2622 (75.9%)
2025-05-08 20:29:41 - Epoch 59, val mf1: 0.8709, val ACC1: 0.6626, val ACC0: 0.9922, val Gmean: 0.8108 (best 0.8881)
2025-05-08 20:29:41 - Epoch 60 伪标签: 正样本: 780 (22.6%), 负样本: 2673 (77.4%)
2025-05-08 20:29:41 - Epoch 60, 有标签损失: 0.0069, 一致性损失: 0.0186, 伪标签损失: 0.7555, LPL损失: 13.1783, 聚类损失: 3.5793, 总损失: 0.1893
2025-05-08 20:29:41 - Epoch 60, val mf1: 0.8733, val ACC1: 0.6687, val ACC0: 0.9922, val Gmean: 0.8146 (best 0.8881)
2025-05-08 20:29:41 - Epoch 61 伪标签: 正样本: 722 (20.9%), 负样本: 2731 (79.1%)
2025-05-08 20:29:41 - Epoch 61, val mf1: 0.8703, val ACC1: 0.6687, val ACC0: 0.9910, val Gmean: 0.8140 (best 0.8881)
2025-05-08 20:29:41 - Epoch 62 伪标签: 正样本: 721 (20.9%), 负样本: 2732 (79.1%)
2025-05-08 20:29:42 - Epoch 62, val mf1: 0.8502, val ACC1: 0.5951, val ACC0: 0.9948, val Gmean: 0.7694 (best 0.8881)
2025-05-08 20:29:42 - Epoch 63 伪标签: 正样本: 586 (17.0%), 负样本: 2867 (83.0%)
2025-05-08 20:29:42 - Epoch 63, val mf1: 0.7787, val ACC1: 0.5215, val ACC0: 0.9754, val Gmean: 0.7132 (best 0.8881)
2025-05-08 20:29:42 - Epoch 64 伪标签: 正样本: 599 (17.3%), 负样本: 2854 (82.7%)
2025-05-08 20:29:43 - Epoch 64, val mf1: 0.8297, val ACC1: 0.5706, val ACC0: 0.9903, val Gmean: 0.7517 (best 0.8881)
2025-05-08 20:29:43 - Epoch 65 伪标签: 正样本: 556 (16.1%), 负样本: 2897 (83.9%)
2025-05-08 20:29:43 - Epoch 65, val mf1: 0.8549, val ACC1: 0.6626, val ACC0: 0.9851, val Gmean: 0.8079 (best 0.8881)
2025-05-08 20:29:43 - Epoch 66 伪标签: 正样本: 538 (15.6%), 负样本: 2915 (84.4%)
2025-05-08 20:29:44 - Epoch 66, val mf1: 0.8507, val ACC1: 0.5890, val ACC0: 0.9961, val Gmean: 0.7659 (best 0.8881)
2025-05-08 20:29:44 - Epoch 67 伪标签: 正样本: 64 (1.9%), 负样本: 3389 (98.1%)
2025-05-08 20:29:44 - Epoch 67, val mf1: 0.8370, val ACC1: 0.5951, val ACC0: 0.9890, val Gmean: 0.7672 (best 0.8881)
2025-05-08 20:29:44 - Epoch 68 伪标签: 正样本: 527 (15.3%), 负样本: 2926 (84.7%)
2025-05-08 20:29:44 - Epoch 68, val mf1: 0.8388, val ACC1: 0.5890, val ACC0: 0.9910, val Gmean: 0.7640 (best 0.8881)
2025-05-08 20:29:45 - Epoch 69 伪标签: 正样本: 503 (14.6%), 负样本: 2950 (85.4%)
2025-05-08 20:29:45 - Epoch 69, val mf1: 0.8197, val ACC1: 0.5276, val ACC0: 0.9942, val Gmean: 0.7242 (best 0.8881)
2025-05-08 20:29:45 - Epoch 70 伪标签: 正样本: 473 (13.7%), 负样本: 2980 (86.3%)
2025-05-08 20:29:45 - Epoch 70, 有标签损失: 0.0070, 一致性损失: 0.0131, 伪标签损失: 0.6261, LPL损失: 10.8508, 聚类损失: 2.1720, 总损失: 0.1762
2025-05-08 20:29:45 - Epoch 70, val mf1: 0.8275, val ACC1: 0.5890, val ACC0: 0.9858, val Gmean: 0.7620 (best 0.8881)
2025-05-08 20:29:46 - Epoch 71 伪标签: 正样本: 446 (12.9%), 负样本: 3007 (87.1%)
2025-05-08 20:29:46 - Epoch 71, val mf1: 0.8208, val ACC1: 0.5399, val ACC0: 0.9922, val Gmean: 0.7319 (best 0.8881)
2025-05-08 20:29:46 - Epoch 72 伪标签: 正样本: 413 (12.0%), 负样本: 3040 (88.0%)
2025-05-08 20:29:46 - Epoch 72, val mf1: 0.7898, val ACC1: 0.4601, val ACC0: 0.9948, val Gmean: 0.6766 (best 0.8881)
2025-05-08 20:29:47 - Epoch 73 伪标签: 正样本: 410 (11.9%), 负样本: 3043 (88.1%)
2025-05-08 20:29:47 - Epoch 73, val mf1: 0.8169, val ACC1: 0.5828, val ACC0: 0.9819, val Gmean: 0.7565 (best 0.8881)
2025-05-08 20:29:47 - Epoch 74 伪标签: 正样本: 401 (11.6%), 负样本: 3052 (88.4%)
2025-05-08 20:29:47 - Epoch 74, val mf1: 0.7958, val ACC1: 0.4785, val ACC0: 0.9935, val Gmean: 0.6895 (best 0.8881)
2025-05-08 20:29:48 - Epoch 75 伪标签: 正样本: 370 (10.7%), 负样本: 3083 (89.3%)
2025-05-08 20:29:48 - Epoch 75, val mf1: 0.7665, val ACC1: 0.4110, val ACC0: 0.9955, val Gmean: 0.6397 (best 0.8881)
2025-05-08 20:29:48 - Epoch 76 伪标签: 正样本: 379 (11.0%), 负样本: 3074 (89.0%)
2025-05-08 20:29:48 - Epoch 76, val mf1: 0.7462, val ACC1: 0.3681, val ACC0: 0.9968, val Gmean: 0.6057 (best 0.8881)
2025-05-08 20:29:48 - Epoch 77 伪标签: 正样本: 327 (9.5%), 负样本: 3126 (90.5%)
2025-05-08 20:29:49 - Epoch 77, val mf1: 0.7182, val ACC1: 0.3190, val ACC0: 0.9968, val Gmean: 0.5639 (best 0.8881)
2025-05-08 20:29:49 - Epoch 78 伪标签: 正样本: 299 (8.7%), 负样本: 3154 (91.3%)
2025-05-08 20:29:49 - Epoch 78, val mf1: 0.7035, val ACC1: 0.2945, val ACC0: 0.9968, val Gmean: 0.5418 (best 0.8881)
2025-05-08 20:29:49 - Epoch 79 伪标签: 正样本: 27 (0.8%), 负样本: 3426 (99.2%)
2025-05-08 20:29:50 - Epoch 79, val mf1: 0.6854, val ACC1: 0.2638, val ACC0: 0.9974, val Gmean: 0.5130 (best 0.8881)
2025-05-08 20:29:50 - Epoch 80 伪标签: 正样本: 241 (7.0%), 负样本: 3212 (93.0%)
2025-05-08 20:29:50 - Epoch 80, 有标签损失: 0.0071, 一致性损失: 0.0081, 伪标签损失: 0.5103, LPL损失: 7.6412, 聚类损失: 0.9927, 总损失: 0.1415
2025-05-08 20:29:50 - Epoch 80, val mf1: 0.6838, val ACC1: 0.2577, val ACC0: 0.9987, val Gmean: 0.5073 (best 0.8881)
2025-05-08 20:29:50 - Epoch 81 伪标签: 正样本: 221 (6.4%), 负样本: 3232 (93.6%)
2025-05-08 20:29:51 - Epoch 81, val mf1: 0.6716, val ACC1: 0.2393, val ACC0: 0.9987, val Gmean: 0.4888 (best 0.8881)
2025-05-08 20:29:51 - Epoch 82 伪标签: 正样本: 199 (5.8%), 负样本: 3254 (94.2%)
2025-05-08 20:29:51 - Epoch 82, val mf1: 0.6633, val ACC1: 0.2270, val ACC0: 0.9987, val Gmean: 0.4761 (best 0.8881)
2025-05-08 20:29:51 - Epoch 83 伪标签: 正样本: 277 (8.0%), 负样本: 3176 (92.0%)
2025-05-08 20:29:52 - Epoch 83, val mf1: 0.6601, val ACC1: 0.2209, val ACC0: 0.9994, val Gmean: 0.4698 (best 0.8881)
2025-05-08 20:29:52 - Epoch 84 伪标签: 正样本: 169 (4.9%), 负样本: 3284 (95.1%)
2025-05-08 20:29:52 - Epoch 84, val mf1: 0.6515, val ACC1: 0.2086, val ACC0: 0.9994, val Gmean: 0.4566 (best 0.8881)
2025-05-08 20:29:52 - Epoch 85 伪标签: 正样本: 165 (4.8%), 负样本: 3288 (95.2%)
2025-05-08 20:29:53 - Epoch 85, val mf1: 0.6393, val ACC1: 0.1902, val ACC0: 1.0000, val Gmean: 0.4361 (best 0.8881)
2025-05-08 20:29:53 - Epoch 86 伪标签: 正样本: 161 (4.7%), 负样本: 3292 (95.3%)
2025-05-08 20:29:53 - Epoch 86, val mf1: 0.6393, val ACC1: 0.1902, val ACC0: 1.0000, val Gmean: 0.4361 (best 0.8881)
2025-05-08 20:29:53 - Epoch 87 伪标签: 正样本: 158 (4.6%), 负样本: 3295 (95.4%)
2025-05-08 20:29:54 - Epoch 87, val mf1: 0.6348, val ACC1: 0.1840, val ACC0: 1.0000, val Gmean: 0.4290 (best 0.8881)
2025-05-08 20:29:54 - Epoch 88 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:29:54 - Epoch 88, val mf1: 0.6116, val ACC1: 0.1534, val ACC0: 1.0000, val Gmean: 0.3916 (best 0.8881)
2025-05-08 20:29:54 - Epoch 89 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:29:55 - Epoch 89, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8881)
2025-05-08 20:29:55 - Epoch 90 伪标签: 正样本: 161 (4.7%), 负样本: 3292 (95.3%)
2025-05-08 20:29:55 - Epoch 90, 有标签损失: 0.0044, 一致性损失: 0.0076, 伪标签损失: 0.4760, LPL损失: 5.4044, 聚类损失: 0.5712, 总损失: 0.1163
2025-05-08 20:29:55 - Epoch 90, val mf1: 0.6020, val ACC1: 0.1411, val ACC0: 1.0000, val Gmean: 0.3756 (best 0.8881)
2025-05-08 20:29:55 - Epoch 91 伪标签: 正样本: 150 (4.3%), 负样本: 3303 (95.7%)
2025-05-08 20:29:55 - Epoch 91, val mf1: 0.5922, val ACC1: 0.1288, val ACC0: 1.0000, val Gmean: 0.3589 (best 0.8881)
2025-05-08 20:29:55 - Epoch 92 伪标签: 正样本: 132 (3.8%), 负样本: 3321 (96.2%)
2025-05-08 20:29:56 - Epoch 92, val mf1: 0.5822, val ACC1: 0.1166, val ACC0: 1.0000, val Gmean: 0.3414 (best 0.8881)
2025-05-08 20:29:56 - Epoch 93 伪标签: 正样本: 130 (3.8%), 负样本: 3323 (96.2%)
2025-05-08 20:29:56 - Epoch 93, val mf1: 0.5771, val ACC1: 0.1104, val ACC0: 1.0000, val Gmean: 0.3323 (best 0.8881)
2025-05-08 20:29:56 - Epoch 94 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:29:57 - Epoch 94, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8881)
2025-05-08 20:29:57 - Epoch 95 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:29:57 - Epoch 95, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8881)
2025-05-08 20:29:57 - Epoch 96 伪标签: 正样本: 122 (3.5%), 负样本: 3331 (96.5%)
2025-05-08 20:29:58 - Epoch 96, val mf1: 0.5507, val ACC1: 0.0798, val ACC0: 1.0000, val Gmean: 0.2824 (best 0.8881)
2025-05-08 20:29:58 - Epoch 97 伪标签: 正样本: 114 (3.3%), 负样本: 3339 (96.7%)
2025-05-08 20:29:58 - Epoch 97, val mf1: 0.5453, val ACC1: 0.0736, val ACC0: 1.0000, val Gmean: 0.2713 (best 0.8881)
2025-05-08 20:29:59 - Epoch 98 伪标签: 正样本: 113 (3.3%), 负样本: 3340 (96.7%)
2025-05-08 20:29:59 - Epoch 98, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8881)
2025-05-08 20:29:59 - Epoch 99 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:29:59 - Epoch 99, val mf1: 0.5286, val ACC1: 0.0552, val ACC0: 1.0000, val Gmean: 0.2350 (best 0.8881)
2025-05-08 20:29:59 - time cost: 43.66 s
2025-05-08 20:29:59 - Test: REC 79.39 PRE 83.17 MF1 89.66 AUC 91.42 ACC1 79.39 ACC0 98.31 Gmean 88.35
2025-05-08 20:31:57 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:31:57 - 无标签数据数量: 3453
2025-05-08 20:31:57 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:31:57 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:31:57 - 伪标签策略：
2025-05-08 20:31:57 -   使用模型输出和聚类结果的融合
2025-05-08 20:31:58 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:31:58 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.3703
2025-05-08 20:31:58 - Epoch 0, 测试集 AUC: 0.7806, PRE: 0.2754, REC: 0.5576, MF1: 0.6314, ACC1: 0.5576, ACC0: 0.8461, Gmean: 0.6868
2025-05-08 20:31:58 - 更新最佳测试结果 (Epoch 0): AUC 0.7806, PRE 0.2754, REC 0.5576, MF1 0.6314, ACC1 0.5576, ACC0 0.8461, Gmean 0.6868
2025-05-08 20:31:58 - Epoch 0, val mf1: 0.6031, val ACC1: 0.5215, val ACC0: 0.8242, val Gmean: 0.6556 (best 0.6031)
2025-05-08 20:31:58 - Epoch 1 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:31:59 - Epoch 1, 测试集 AUC: 0.8177, PRE: 0.3576, REC: 0.4606, MF1: 0.6649, ACC1: 0.4606, ACC0: 0.9132, Gmean: 0.6485
2025-05-08 20:31:59 - 更新最佳测试结果 (Epoch 1): AUC 0.8177, PRE 0.3576, REC 0.4606, MF1 0.6649, ACC1 0.4606, ACC0 0.9132, Gmean 0.6485
2025-05-08 20:31:59 - Epoch 1, val mf1: 0.6379, val ACC1: 0.4356, val ACC0: 0.8959, val Gmean: 0.6247 (best 0.6379)
2025-05-08 20:31:59 - Epoch 2 伪标签: 正样本: 153 (4.4%), 负样本: 3300 (95.6%)
2025-05-08 20:31:59 - Epoch 2, 测试集 AUC: 0.8185, PRE: 0.3433, REC: 0.2788, MF1: 0.6212, ACC1: 0.2788, ACC0: 0.9440, Gmean: 0.5130
2025-05-08 20:31:59 - 更新最佳测试结果 (Epoch 2): AUC 0.8185, PRE 0.3433, REC 0.2788, MF1 0.6212, ACC1 0.2788, ACC0 0.9440, Gmean 0.5130
2025-05-08 20:31:59 - Epoch 2, val mf1: 0.6382, val ACC1: 0.3252, val ACC0: 0.9392, val Gmean: 0.5526 (best 0.6382)
2025-05-08 20:31:59 - Epoch 3 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:31:59 - Epoch 3, 测试集 AUC: 0.8181, PRE: 0.3435, REC: 0.2394, MF1: 0.6096, ACC1: 0.2394, ACC0: 0.9520, Gmean: 0.4774
2025-05-08 20:31:59 - Epoch 3, val mf1: 0.6198, val ACC1: 0.2638, val ACC0: 0.9496, val Gmean: 0.5005 (best 0.6382)
2025-05-08 20:32:00 - Epoch 4 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:32:00 - Epoch 4, 测试集 AUC: 0.8157, PRE: 0.3304, REC: 0.2242, MF1: 0.6018, ACC1: 0.2242, ACC0: 0.9523, Gmean: 0.4621
2025-05-08 20:32:00 - Epoch 4, val mf1: 0.6181, val ACC1: 0.2577, val ACC0: 0.9509, val Gmean: 0.4950 (best 0.6382)
2025-05-08 20:32:00 - Epoch 5 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:32:00 - Epoch 5, 测试集 AUC: 0.8108, PRE: 0.2962, REC: 0.2333, MF1: 0.5962, ACC1: 0.2333, ACC0: 0.9418, Gmean: 0.4688
2025-05-08 20:32:00 - Epoch 5, val mf1: 0.6037, val ACC1: 0.2699, val ACC0: 0.9308, val Gmean: 0.5013 (best 0.6382)
2025-05-08 20:32:00 - Epoch 6 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:32:00 - Epoch 6, 测试集 AUC: 0.8082, PRE: 0.2692, REC: 0.2545, MF1: 0.5933, ACC1: 0.2545, ACC0: 0.9275, Gmean: 0.4859
2025-05-08 20:32:00 - Epoch 6, val mf1: 0.6054, val ACC1: 0.3006, val ACC0: 0.9179, val Gmean: 0.5253 (best 0.6382)
2025-05-08 20:32:01 - Epoch 7 伪标签: 正样本: 163 (4.7%), 负样本: 3290 (95.3%)
2025-05-08 20:32:01 - Epoch 7, 测试集 AUC: 0.8110, PRE: 0.2979, REC: 0.3061, MF1: 0.6138, ACC1: 0.3061, ACC0: 0.9243, Gmean: 0.5319
2025-05-08 20:32:01 - Epoch 7, val mf1: 0.6167, val ACC1: 0.3313, val ACC0: 0.9160, val Gmean: 0.5509 (best 0.6382)
2025-05-08 20:32:01 - Epoch 8 伪标签: 正样本: 201 (5.8%), 负样本: 3252 (94.2%)
2025-05-08 20:32:01 - Epoch 8, 测试集 AUC: 0.8150, PRE: 0.3094, REC: 0.3394, MF1: 0.6244, ACC1: 0.3394, ACC0: 0.9205, Gmean: 0.5589
2025-05-08 20:32:01 - Epoch 8, val mf1: 0.6447, val ACC1: 0.4049, val ACC0: 0.9140, val Gmean: 0.6084 (best 0.6447)
2025-05-08 20:32:01 - Epoch 9 伪标签: 正样本: 222 (6.4%), 负样本: 3231 (93.6%)
2025-05-08 20:32:02 - Epoch 9, 测试集 AUC: 0.8201, PRE: 0.3383, REC: 0.4121, MF1: 0.6488, ACC1: 0.4121, ACC0: 0.9154, Gmean: 0.6142
2025-05-08 20:32:02 - 更新最佳测试结果 (Epoch 9): AUC 0.8201, PRE 0.3383, REC 0.4121, MF1 0.6488, ACC1 0.4121, ACC0 0.9154, Gmean 0.6142
2025-05-08 20:32:02 - Epoch 9, val mf1: 0.6541, val ACC1: 0.4417, val ACC0: 0.9095, val Gmean: 0.6338 (best 0.6541)
2025-05-08 20:32:02 - Epoch 10 伪标签: 正样本: 440 (12.7%), 负样本: 3013 (87.3%)
2025-05-08 20:32:02 - Epoch 10, 有标签损失: 0.2894, 一致性损失: 0.5507, 伪标签损失: 0.9661, LPL损失: 10.6860, 聚类损失: 39.6704, 总损失: 0.5117
2025-05-08 20:32:02 - Epoch 10, 测试集 AUC: 0.8223, PRE: 0.3582, REC: 0.4939, MF1: 0.6704, ACC1: 0.4939, ACC0: 0.9071, Gmean: 0.6694
2025-05-08 20:32:02 - 更新最佳测试结果 (Epoch 10): AUC 0.8223, PRE 0.3582, REC 0.4939, MF1 0.6704, ACC1 0.4939, ACC0 0.9071, Gmean 0.6694
2025-05-08 20:32:02 - Epoch 10, val mf1: 0.6599, val ACC1: 0.5092, val ACC0: 0.8920, val Gmean: 0.6740 (best 0.6599)
2025-05-08 20:32:02 - Epoch 11 伪标签: 正样本: 464 (13.4%), 负样本: 2989 (86.6%)
2025-05-08 20:32:03 - Epoch 11, 测试集 AUC: 0.8230, PRE: 0.3535, REC: 0.4788, MF1: 0.6660, ACC1: 0.4788, ACC0: 0.9081, Gmean: 0.6594
2025-05-08 20:32:03 - 更新最佳测试结果 (Epoch 11): AUC 0.8230, PRE 0.3535, REC 0.4788, MF1 0.6660, ACC1 0.4788, ACC0 0.9081, Gmean 0.6594
2025-05-08 20:32:03 - Epoch 11, val mf1: 0.6660, val ACC1: 0.5092, val ACC0: 0.8979, val Gmean: 0.6762 (best 0.6660)
2025-05-08 20:32:03 - Epoch 12 伪标签: 正样本: 493 (14.3%), 负样本: 2960 (85.7%)
2025-05-08 20:32:03 - Epoch 12, 测试集 AUC: 0.8225, PRE: 0.3549, REC: 0.5152, MF1: 0.6719, ACC1: 0.5152, ACC0: 0.9017, Gmean: 0.6816
2025-05-08 20:32:03 - Epoch 12, val mf1: 0.6723, val ACC1: 0.5399, val ACC0: 0.8940, val Gmean: 0.6947 (best 0.6723)
2025-05-08 20:32:03 - Epoch 13 伪标签: 正样本: 534 (15.5%), 负样本: 2919 (84.5%)
2025-05-08 20:32:03 - Epoch 13, 测试集 AUC: 0.8185, PRE: 0.3393, REC: 0.5182, MF1: 0.6648, ACC1: 0.5182, ACC0: 0.8941, Gmean: 0.6807
2025-05-08 20:32:03 - Epoch 13, val mf1: 0.6708, val ACC1: 0.5644, val ACC0: 0.8849, val Gmean: 0.7067 (best 0.6723)
2025-05-08 20:32:04 - Epoch 14 伪标签: 正样本: 589 (17.1%), 负样本: 2864 (82.9%)
2025-05-08 20:32:04 - Epoch 14, 测试集 AUC: 0.8097, PRE: 0.2991, REC: 0.4848, MF1: 0.6402, ACC1: 0.4848, ACC0: 0.8807, Gmean: 0.6535
2025-05-08 20:32:04 - Epoch 14, val mf1: 0.6603, val ACC1: 0.5521, val ACC0: 0.8785, val Gmean: 0.6965 (best 0.6723)
2025-05-08 20:32:04 - Epoch 15 伪标签: 正样本: 662 (19.2%), 负样本: 2791 (80.8%)
2025-05-08 20:32:04 - Epoch 15, 测试集 AUC: 0.7993, PRE: 0.2913, REC: 0.5455, MF1: 0.6409, ACC1: 0.5455, ACC0: 0.8607, Gmean: 0.6852
2025-05-08 20:32:04 - Epoch 15, val mf1: 0.6480, val ACC1: 0.5828, val ACC0: 0.8559, val Gmean: 0.7063 (best 0.6723)
2025-05-08 20:32:04 - Epoch 16 伪标签: 正样本: 734 (21.3%), 负样本: 2719 (78.7%)
2025-05-08 20:32:05 - Epoch 16, 测试集 AUC: 0.7845, PRE: 0.2642, REC: 0.5515, MF1: 0.6234, ACC1: 0.5515, ACC0: 0.8387, Gmean: 0.6801
2025-05-08 20:32:05 - Epoch 16, val mf1: 0.6315, val ACC1: 0.6074, val ACC0: 0.8293, val Gmean: 0.7097 (best 0.6723)
2025-05-08 20:32:05 - Epoch 17 伪标签: 正样本: 777 (22.5%), 负样本: 2676 (77.5%)
2025-05-08 20:32:05 - Epoch 17, 测试集 AUC: 0.7654, PRE: 0.2368, REC: 0.5697, MF1: 0.6030, ACC1: 0.5697, ACC0: 0.8073, Gmean: 0.6782
2025-05-08 20:32:05 - Epoch 17, val mf1: 0.6163, val ACC1: 0.6319, val ACC0: 0.8028, val Gmean: 0.7123 (best 0.6723)
2025-05-08 20:32:05 - Epoch 18 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:32:06 - Epoch 18, 测试集 AUC: 0.7469, PRE: 0.2097, REC: 0.5394, MF1: 0.5796, ACC1: 0.5394, ACC0: 0.7866, Gmean: 0.6514
2025-05-08 20:32:06 - Epoch 18, val mf1: 0.5986, val ACC1: 0.6135, val ACC0: 0.7860, val Gmean: 0.6944 (best 0.6723)
2025-05-08 20:32:06 - Epoch 19 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:32:06 - Epoch 19, 测试集 AUC: 0.7319, PRE: 0.2241, REC: 0.7091, MF1: 0.5890, ACC1: 0.7091, ACC0: 0.7424, Gmean: 0.7255
2025-05-08 20:32:06 - Epoch 19, val mf1: 0.5861, val ACC1: 0.7055, val ACC0: 0.7388, val Gmean: 0.7220 (best 0.6723)
2025-05-08 20:32:06 - Epoch 20 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 20:32:06 - Epoch 20, 有标签损失: 0.0222, 一致性损失: 0.5172, 伪标签损失: 1.0188, LPL损失: 4.3397, 聚类损失: 38.1847, 总损失: 0.2457
2025-05-08 20:32:07 - Epoch 20, 测试集 AUC: 0.7198, PRE: 0.2167, REC: 0.7242, MF1: 0.5802, ACC1: 0.7242, ACC0: 0.7252, Gmean: 0.7247
2025-05-08 20:32:07 - Epoch 20, val mf1: 0.5761, val ACC1: 0.7055, val ACC0: 0.7246, val Gmean: 0.7150 (best 0.6723)
2025-05-08 20:32:07 - Epoch 21 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:32:07 - Epoch 21, 测试集 AUC: 0.7114, PRE: 0.2020, REC: 0.6758, MF1: 0.5659, ACC1: 0.6758, ACC0: 0.7198, Gmean: 0.6974
2025-05-08 20:32:07 - Epoch 21, val mf1: 0.5685, val ACC1: 0.6748, val ACC0: 0.7233, val Gmean: 0.6987 (best 0.6723)
2025-05-08 20:32:07 - Epoch 22 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:32:07 - Epoch 22, 测试集 AUC: 0.7065, PRE: 0.2063, REC: 0.7303, MF1: 0.5677, ACC1: 0.7303, ACC0: 0.7052, Gmean: 0.7176
2025-05-08 20:32:07 - Epoch 22, val mf1: 0.5633, val ACC1: 0.6994, val ACC0: 0.7078, val Gmean: 0.7036 (best 0.6723)
2025-05-08 20:32:08 - Epoch 23 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:32:08 - Epoch 23, 测试集 AUC: 0.7049, PRE: 0.2055, REC: 0.7455, MF1: 0.5656, ACC1: 0.7455, ACC0: 0.6975, Gmean: 0.7211
2025-05-08 20:32:08 - Epoch 23, val mf1: 0.5654, val ACC1: 0.7239, val ACC0: 0.7033, val Gmean: 0.7135 (best 0.6723)
2025-05-08 20:32:08 - Epoch 24 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:32:08 - Epoch 24, 测试集 AUC: 0.7063, PRE: 0.2091, REC: 0.7667, MF1: 0.5687, ACC1: 0.7667, ACC0: 0.6956, Gmean: 0.7303
2025-05-08 20:32:08 - Epoch 24, val mf1: 0.5671, val ACC1: 0.7362, val ACC0: 0.7020, val Gmean: 0.7189 (best 0.6723)
2025-05-08 20:32:08 - Epoch 25 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:32:09 - Epoch 25, 测试集 AUC: 0.7098, PRE: 0.2110, REC: 0.7697, MF1: 0.5708, ACC1: 0.7697, ACC0: 0.6978, Gmean: 0.7329
2025-05-08 20:32:09 - Epoch 25, val mf1: 0.5680, val ACC1: 0.7301, val ACC0: 0.7052, val Gmean: 0.7175 (best 0.6723)
2025-05-08 20:32:09 - Epoch 26 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:32:09 - Epoch 26, 测试集 AUC: 0.7152, PRE: 0.2143, REC: 0.7636, MF1: 0.5753, ACC1: 0.7636, ACC0: 0.7061, Gmean: 0.7343
2025-05-08 20:32:09 - Epoch 26, val mf1: 0.5711, val ACC1: 0.7301, val ACC0: 0.7098, val Gmean: 0.7198 (best 0.6723)
2025-05-08 20:32:09 - Epoch 27 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:32:10 - Epoch 27, 测试集 AUC: 0.7216, PRE: 0.2174, REC: 0.7515, MF1: 0.5796, ACC1: 0.7515, ACC0: 0.7160, Gmean: 0.7335
2025-05-08 20:32:10 - Epoch 27, val mf1: 0.5769, val ACC1: 0.7239, val ACC0: 0.7201, val Gmean: 0.7220 (best 0.6723)
2025-05-08 20:32:10 - Epoch 28 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:32:10 - Epoch 28, 测试集 AUC: 0.7291, PRE: 0.2223, REC: 0.7424, MF1: 0.5857, ACC1: 0.7424, ACC0: 0.7274, Gmean: 0.7349
2025-05-08 20:32:10 - Epoch 28, val mf1: 0.5828, val ACC1: 0.7239, val ACC0: 0.7285, val Gmean: 0.7262 (best 0.6723)
2025-05-08 20:32:10 - Epoch 29 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:32:10 - Epoch 29, 测试集 AUC: 0.7368, PRE: 0.2284, REC: 0.7303, MF1: 0.5928, ACC1: 0.7303, ACC0: 0.7411, Gmean: 0.7357
2025-05-08 20:32:10 - Epoch 29, val mf1: 0.5870, val ACC1: 0.7178, val ACC0: 0.7363, val Gmean: 0.7270 (best 0.6723)
2025-05-08 20:32:10 - Epoch 30 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:32:11 - Epoch 30, 有标签损失: 0.0054, 一致性损失: 0.3753, 伪标签损失: 1.0949, LPL损失: 9.3559, 聚类损失: 31.2831, 总损失: 0.2596
2025-05-08 20:32:11 - Epoch 30, 测试集 AUC: 0.7455, PRE: 0.2342, REC: 0.7182, MF1: 0.5992, ACC1: 0.7182, ACC0: 0.7535, Gmean: 0.7356
2025-05-08 20:32:11 - Epoch 30, val mf1: 0.5926, val ACC1: 0.6994, val ACC0: 0.7498, val Gmean: 0.7242 (best 0.6723)
2025-05-08 20:32:11 - Epoch 31 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:32:11 - Epoch 31, 测试集 AUC: 0.7547, PRE: 0.2373, REC: 0.6939, MF1: 0.6028, ACC1: 0.6939, ACC0: 0.7659, Gmean: 0.7290
2025-05-08 20:32:11 - Epoch 31, val mf1: 0.6035, val ACC1: 0.6994, val ACC0: 0.7647, val Gmean: 0.7313 (best 0.6723)
2025-05-08 20:32:11 - Epoch 32 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:32:12 - Epoch 32, 测试集 AUC: 0.7644, PRE: 0.2462, REC: 0.6848, MF1: 0.6113, ACC1: 0.6848, ACC0: 0.7799, Gmean: 0.7308
2025-05-08 20:32:12 - Epoch 32, val mf1: 0.6124, val ACC1: 0.6933, val ACC0: 0.7783, val Gmean: 0.7345 (best 0.6723)
2025-05-08 20:32:12 - Epoch 33 伪标签: 正样本: 829 (24.0%), 负样本: 2624 (76.0%)
2025-05-08 20:32:12 - Epoch 33, 测试集 AUC: 0.7739, PRE: 0.2561, REC: 0.6697, MF1: 0.6200, ACC1: 0.6697, ACC0: 0.7958, Gmean: 0.7300
2025-05-08 20:32:12 - Epoch 33, val mf1: 0.6231, val ACC1: 0.6871, val ACC0: 0.7938, val Gmean: 0.7385 (best 0.6723)
2025-05-08 20:32:12 - Epoch 34 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:32:12 - Epoch 34, 测试集 AUC: 0.7842, PRE: 0.2709, REC: 0.6576, MF1: 0.6320, ACC1: 0.6576, ACC0: 0.8142, Gmean: 0.7317
2025-05-08 20:32:12 - Epoch 34, val mf1: 0.6316, val ACC1: 0.6748, val ACC0: 0.8080, val Gmean: 0.7384 (best 0.6723)
2025-05-08 20:32:13 - Epoch 35 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:32:13 - Epoch 35, 测试集 AUC: 0.7949, PRE: 0.2857, REC: 0.7455, MF1: 0.6458, ACC1: 0.7455, ACC0: 0.8044, Gmean: 0.7744
2025-05-08 20:32:13 - Epoch 35, val mf1: 0.6384, val ACC1: 0.7301, val ACC0: 0.7996, val Gmean: 0.7640 (best 0.6723)
2025-05-08 20:32:13 - Epoch 36 伪标签: 正样本: 821 (23.8%), 负样本: 2632 (76.2%)
2025-05-08 20:32:13 - Epoch 36, 测试集 AUC: 0.8025, PRE: 0.2953, REC: 0.7364, MF1: 0.6532, ACC1: 0.7364, ACC0: 0.8155, Gmean: 0.7749
2025-05-08 20:32:13 - Epoch 36, val mf1: 0.6435, val ACC1: 0.7178, val ACC0: 0.8093, val Gmean: 0.7622 (best 0.6723)
2025-05-08 20:32:13 - Epoch 37 伪标签: 正样本: 815 (23.6%), 负样本: 2638 (76.4%)
2025-05-08 20:32:14 - Epoch 37, 测试集 AUC: 0.8070, PRE: 0.3085, REC: 0.6273, MF1: 0.6574, ACC1: 0.6273, ACC0: 0.8524, Gmean: 0.7312
2025-05-08 20:32:14 - Epoch 37, val mf1: 0.6486, val ACC1: 0.6258, val ACC0: 0.8429, val Gmean: 0.7263 (best 0.6723)
2025-05-08 20:32:14 - Epoch 38 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:32:14 - Epoch 38, 测试集 AUC: 0.8089, PRE: 0.3078, REC: 0.6212, MF1: 0.6566, ACC1: 0.6212, ACC0: 0.8534, Gmean: 0.7281
2025-05-08 20:32:14 - Epoch 38, val mf1: 0.6510, val ACC1: 0.6196, val ACC0: 0.8474, val Gmean: 0.7246 (best 0.6723)
2025-05-08 20:32:14 - Epoch 39 伪标签: 正样本: 801 (23.2%), 负样本: 2652 (76.8%)
2025-05-08 20:32:14 - Epoch 39, 测试集 AUC: 0.8086, PRE: 0.3073, REC: 0.6212, MF1: 0.6563, ACC1: 0.6212, ACC0: 0.8531, Gmean: 0.7280
2025-05-08 20:32:14 - Epoch 39, val mf1: 0.6492, val ACC1: 0.6196, val ACC0: 0.8455, val Gmean: 0.7238 (best 0.6723)
2025-05-08 20:32:14 - Epoch 40 伪标签: 正样本: 804 (23.3%), 负样本: 2649 (76.7%)
2025-05-08 20:32:15 - Epoch 40, 有标签损失: 0.0037, 一致性损失: 0.2736, 伪标签损失: 1.0916, LPL损失: 8.9228, 聚类损失: 23.0543, 总损失: 0.2458
2025-05-08 20:32:15 - Epoch 40, 测试集 AUC: 0.8063, PRE: 0.3025, REC: 0.6242, MF1: 0.6533, ACC1: 0.6242, ACC0: 0.8489, Gmean: 0.7280
2025-05-08 20:32:15 - Epoch 40, val mf1: 0.6474, val ACC1: 0.6258, val ACC0: 0.8416, val Gmean: 0.7257 (best 0.6723)
2025-05-08 20:32:15 - Epoch 41 伪标签: 正样本: 814 (23.6%), 负样本: 2639 (76.4%)
2025-05-08 20:32:15 - Epoch 41, 测试集 AUC: 0.8025, PRE: 0.2953, REC: 0.6909, MF1: 0.6516, ACC1: 0.6909, ACC0: 0.8270, Gmean: 0.7559
2025-05-08 20:32:15 - Epoch 41, val mf1: 0.6463, val ACC1: 0.6871, val ACC0: 0.8216, val Gmean: 0.7514 (best 0.6723)
2025-05-08 20:32:15 - Epoch 42 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:32:16 - Epoch 42, 测试集 AUC: 0.7971, PRE: 0.2875, REC: 0.6909, MF1: 0.6458, ACC1: 0.6909, ACC0: 0.8203, Gmean: 0.7528
2025-05-08 20:32:16 - Epoch 42, val mf1: 0.6407, val ACC1: 0.6871, val ACC0: 0.8151, val Gmean: 0.7484 (best 0.6723)
2025-05-08 20:32:16 - Epoch 43 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:32:16 - Epoch 43, 测试集 AUC: 0.7910, PRE: 0.2791, REC: 0.6970, MF1: 0.6394, ACC1: 0.6970, ACC0: 0.8111, Gmean: 0.7519
2025-05-08 20:32:16 - Epoch 43, val mf1: 0.6362, val ACC1: 0.6994, val ACC0: 0.8061, val Gmean: 0.7508 (best 0.6723)
2025-05-08 20:32:16 - Epoch 44 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:32:17 - Epoch 44, 测试集 AUC: 0.7847, PRE: 0.2698, REC: 0.7030, MF1: 0.6319, ACC1: 0.7030, ACC0: 0.8003, Gmean: 0.7501
2025-05-08 20:32:17 - Epoch 44, val mf1: 0.6277, val ACC1: 0.6994, val ACC0: 0.7957, val Gmean: 0.7460 (best 0.6723)
2025-05-08 20:32:17 - Epoch 45 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:32:17 - Epoch 45, 测试集 AUC: 0.7799, PRE: 0.2594, REC: 0.6455, MF1: 0.6225, ACC1: 0.6455, ACC0: 0.8066, Gmean: 0.7215
2025-05-08 20:32:17 - Epoch 45, val mf1: 0.6252, val ACC1: 0.6687, val ACC0: 0.8022, val Gmean: 0.7324 (best 0.6723)
2025-05-08 20:32:17 - Epoch 46 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:32:18 - Epoch 46, 测试集 AUC: 0.7786, PRE: 0.2554, REC: 0.6485, MF1: 0.6192, ACC1: 0.6485, ACC0: 0.8015, Gmean: 0.7210
2025-05-08 20:32:18 - Epoch 46, val mf1: 0.6242, val ACC1: 0.6748, val ACC0: 0.7990, val Gmean: 0.7343 (best 0.6723)
2025-05-08 20:32:18 - Epoch 47 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:32:18 - Epoch 47, 测试集 AUC: 0.7808, PRE: 0.2563, REC: 0.6485, MF1: 0.6200, ACC1: 0.6485, ACC0: 0.8025, Gmean: 0.7214
2025-05-08 20:32:18 - Epoch 47, val mf1: 0.6257, val ACC1: 0.6810, val ACC0: 0.7990, val Gmean: 0.7376 (best 0.6723)
2025-05-08 20:32:18 - Epoch 48 伪标签: 正样本: 852 (24.7%), 负样本: 2601 (75.3%)
2025-05-08 20:32:18 - Epoch 48, 测试集 AUC: 0.7862, PRE: 0.2601, REC: 0.6455, MF1: 0.6230, ACC1: 0.6455, ACC0: 0.8073, Gmean: 0.7218
2025-05-08 20:32:18 - Epoch 48, val mf1: 0.6284, val ACC1: 0.6748, val ACC0: 0.8041, val Gmean: 0.7367 (best 0.6723)
2025-05-08 20:32:18 - Epoch 49 伪标签: 正样本: 869 (25.2%), 负样本: 2584 (74.8%)
2025-05-08 20:32:19 - Epoch 49, 测试集 AUC: 0.7954, PRE: 0.2674, REC: 0.6394, MF1: 0.6288, ACC1: 0.6394, ACC0: 0.8162, Gmean: 0.7224
2025-05-08 20:32:19 - Epoch 49, val mf1: 0.6327, val ACC1: 0.6626, val ACC0: 0.8132, val Gmean: 0.7340 (best 0.6723)
2025-05-08 20:32:19 - Epoch 50 伪标签: 正样本: 875 (25.3%), 负样本: 2578 (74.7%)
2025-05-08 20:32:19 - Epoch 50, 有标签损失: 0.0030, 一致性损失: 0.1940, 伪标签损失: 1.0345, LPL损失: 4.7333, 聚类损失: 18.2798, 总损失: 0.2142
2025-05-08 20:32:19 - Epoch 50, 测试集 AUC: 0.8090, PRE: 0.2894, REC: 0.6455, MF1: 0.6454, ACC1: 0.6455, ACC0: 0.8337, Gmean: 0.7335
2025-05-08 20:32:19 - Epoch 50, val mf1: 0.6421, val ACC1: 0.6564, val ACC0: 0.8261, val Gmean: 0.7364 (best 0.6723)
2025-05-08 20:32:19 - Epoch 51 伪标签: 正样本: 886 (25.7%), 负样本: 2567 (74.3%)
2025-05-08 20:32:19 - Epoch 51, 测试集 AUC: 0.8202, PRE: 0.3087, REC: 0.7333, MF1: 0.6632, ACC1: 0.7333, ACC0: 0.8276, Gmean: 0.7790
2025-05-08 20:32:19 - Epoch 51, val mf1: 0.6511, val ACC1: 0.7055, val ACC0: 0.8216, val Gmean: 0.7613 (best 0.6723)
2025-05-08 20:32:19 - Epoch 52 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:32:20 - Epoch 52, 测试集 AUC: 0.8269, PRE: 0.3178, REC: 0.7455, MF1: 0.6705, ACC1: 0.7455, ACC0: 0.8321, Gmean: 0.7876
2025-05-08 20:32:20 - 更新最佳测试结果 (Epoch 52): AUC 0.8269, PRE 0.3178, REC 0.7455, MF1 0.6705, ACC1 0.7455, ACC0 0.8321, Gmean 0.7876
2025-05-08 20:32:20 - Epoch 52, val mf1: 0.6554, val ACC1: 0.7178, val ACC0: 0.8229, val Gmean: 0.7685 (best 0.6723)
2025-05-08 20:32:20 - Epoch 53 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:32:20 - Epoch 53, 测试集 AUC: 0.8289, PRE: 0.3190, REC: 0.6727, MF1: 0.6672, ACC1: 0.6727, ACC0: 0.8492, Gmean: 0.7558
2025-05-08 20:32:20 - 更新最佳测试结果 (Epoch 53): AUC 0.8289, PRE 0.3190, REC 0.6727, MF1 0.6672, ACC1 0.6727, ACC0 0.8492, Gmean 0.7558
2025-05-08 20:32:20 - Epoch 53, val mf1: 0.6555, val ACC1: 0.6442, val ACC0: 0.8449, val Gmean: 0.7377 (best 0.6723)
2025-05-08 20:32:20 - Epoch 54 伪标签: 正样本: 914 (26.5%), 负样本: 2539 (73.5%)
2025-05-08 20:32:20 - Epoch 54, 测试集 AUC: 0.8349, PRE: 0.3279, REC: 0.6727, MF1: 0.6731, ACC1: 0.6727, ACC0: 0.8553, Gmean: 0.7585
2025-05-08 20:32:20 - 更新最佳测试结果 (Epoch 54): AUC 0.8349, PRE 0.3279, REC 0.6727, MF1 0.6731, ACC1 0.6727, ACC0 0.8553, Gmean 0.7585
2025-05-08 20:32:20 - Epoch 54, val mf1: 0.6650, val ACC1: 0.6564, val ACC0: 0.8513, val Gmean: 0.7476 (best 0.6723)
2025-05-08 20:32:21 - Epoch 55 伪标签: 正样本: 937 (27.1%), 负样本: 2516 (72.9%)
2025-05-08 20:32:21 - Epoch 55, 测试集 AUC: 0.8459, PRE: 0.3471, REC: 0.6636, MF1: 0.6842, ACC1: 0.6636, ACC0: 0.8690, Gmean: 0.7594
2025-05-08 20:32:21 - 更新最佳测试结果 (Epoch 55): AUC 0.8459, PRE 0.3471, REC 0.6636, MF1 0.6842, ACC1 0.6636, ACC0 0.8690, Gmean 0.7594
2025-05-08 20:32:21 - Epoch 55, val mf1: 0.6765, val ACC1: 0.6503, val ACC0: 0.8649, val Gmean: 0.7500 (best 0.6765)
2025-05-08 20:32:21 - Epoch 56 伪标签: 正样本: 934 (27.0%), 负样本: 2519 (73.0%)
2025-05-08 20:32:21 - Epoch 56, 测试集 AUC: 0.8612, PRE: 0.4053, REC: 0.6545, MF1: 0.7149, ACC1: 0.6545, ACC0: 0.8992, Gmean: 0.7672
2025-05-08 20:32:21 - 更新最佳测试结果 (Epoch 56): AUC 0.8612, PRE 0.4053, REC 0.6545, MF1 0.7149, ACC1 0.6545, ACC0 0.8992, Gmean 0.7672
2025-05-08 20:32:21 - Epoch 56, val mf1: 0.7104, val ACC1: 0.6442, val ACC0: 0.8979, val Gmean: 0.7605 (best 0.7104)
2025-05-08 20:32:21 - Epoch 57 伪标签: 正样本: 954 (27.6%), 负样本: 2499 (72.4%)
2025-05-08 20:32:22 - Epoch 57, 测试集 AUC: 0.8706, PRE: 0.4458, REC: 0.6485, MF1: 0.7331, ACC1: 0.6485, ACC0: 0.9154, Gmean: 0.7705
2025-05-08 20:32:22 - 更新最佳测试结果 (Epoch 57): AUC 0.8706, PRE 0.4458, REC 0.6485, MF1 0.7331, ACC1 0.6485, ACC0 0.9154, Gmean 0.7705
2025-05-08 20:32:22 - Epoch 57, val mf1: 0.7230, val ACC1: 0.6196, val ACC0: 0.9147, val Gmean: 0.7528 (best 0.7230)
2025-05-08 20:32:22 - Epoch 58 伪标签: 正样本: 931 (27.0%), 负样本: 2522 (73.0%)
2025-05-08 20:32:22 - Epoch 58, 测试集 AUC: 0.8694, PRE: 0.4409, REC: 0.6333, MF1: 0.7285, ACC1: 0.6333, ACC0: 0.9157, Gmean: 0.7615
2025-05-08 20:32:22 - Epoch 58, val mf1: 0.7201, val ACC1: 0.6135, val ACC0: 0.9140, val Gmean: 0.7488 (best 0.7230)
2025-05-08 20:32:22 - Epoch 59 伪标签: 正样本: 924 (26.8%), 负样本: 2529 (73.2%)
2025-05-08 20:32:23 - Epoch 59, 测试集 AUC: 0.8658, PRE: 0.4247, REC: 0.6152, MF1: 0.7185, ACC1: 0.6152, ACC0: 0.9125, Gmean: 0.7492
2025-05-08 20:32:23 - Epoch 59, val mf1: 0.7108, val ACC1: 0.5951, val ACC0: 0.9114, val Gmean: 0.7365 (best 0.7230)
2025-05-08 20:32:23 - Epoch 60 伪标签: 正样本: 933 (27.0%), 负样本: 2520 (73.0%)
2025-05-08 20:32:23 - Epoch 60, 有标签损失: 0.0043, 一致性损失: 0.1178, 伪标签损失: 0.9049, LPL损失: 5.6633, 聚类损失: 12.3122, 总损失: 0.2020
2025-05-08 20:32:23 - Epoch 60, 测试集 AUC: 0.8658, PRE: 0.4336, REC: 0.6030, MF1: 0.7205, ACC1: 0.6030, ACC0: 0.9173, Gmean: 0.7437
2025-05-08 20:32:23 - Epoch 60, val mf1: 0.7072, val ACC1: 0.5706, val ACC0: 0.9153, val Gmean: 0.7227 (best 0.7230)
2025-05-08 20:32:23 - Epoch 61 伪标签: 正样本: 908 (26.3%), 负样本: 2545 (73.7%)
2025-05-08 20:32:23 - Epoch 61, 测试集 AUC: 0.8694, PRE: 0.4751, REC: 0.5788, MF1: 0.7328, ACC1: 0.5788, ACC0: 0.9329, Gmean: 0.7348
2025-05-08 20:32:23 - Epoch 61, val mf1: 0.7171, val ACC1: 0.5521, val ACC0: 0.9282, val Gmean: 0.7159 (best 0.7230)
2025-05-08 20:32:23 - Epoch 62 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:32:24 - Epoch 62, 测试集 AUC: 0.8750, PRE: 0.4594, REC: 0.6515, MF1: 0.7395, ACC1: 0.6515, ACC0: 0.9195, Gmean: 0.7740
2025-05-08 20:32:24 - 更新最佳测试结果 (Epoch 62): AUC 0.8750, PRE 0.4594, REC 0.6515, MF1 0.7395, ACC1 0.6515, ACC0 0.9195, Gmean 0.7740
2025-05-08 20:32:24 - Epoch 62, val mf1: 0.7296, val ACC1: 0.6196, val ACC0: 0.9198, val Gmean: 0.7550 (best 0.7296)
2025-05-08 20:32:24 - Epoch 63 伪标签: 正样本: 887 (25.7%), 负样本: 2566 (74.3%)
2025-05-08 20:32:24 - Epoch 63, 测试集 AUC: 0.8780, PRE: 0.5351, REC: 0.5545, MF1: 0.7479, ACC1: 0.5545, ACC0: 0.9494, Gmean: 0.7256
2025-05-08 20:32:24 - 更新最佳测试结果 (Epoch 63): AUC 0.8780, PRE 0.5351, REC 0.5545, MF1 0.7479, ACC1 0.5545, ACC0 0.9494, Gmean 0.7256
2025-05-08 20:32:24 - Epoch 63, val mf1: 0.7331, val ACC1: 0.5399, val ACC0: 0.9431, val Gmean: 0.7136 (best 0.7331)
2025-05-08 20:32:24 - Epoch 64 伪标签: 正样本: 906 (26.2%), 负样本: 2547 (73.8%)
2025-05-08 20:32:25 - Epoch 64, 测试集 AUC: 0.8783, PRE: 0.5260, REC: 0.5515, MF1: 0.7444, ACC1: 0.5515, ACC0: 0.9478, Gmean: 0.7230
2025-05-08 20:32:25 - 更新最佳测试结果 (Epoch 64): AUC 0.8783, PRE 0.5260, REC 0.5515, MF1 0.7444, ACC1 0.5515, ACC0 0.9478, Gmean 0.7230
2025-05-08 20:32:25 - Epoch 64, val mf1: 0.7317, val ACC1: 0.5337, val ACC0: 0.9438, val Gmean: 0.7097 (best 0.7331)
2025-05-08 20:32:25 - Epoch 65 伪标签: 正样本: 911 (26.4%), 负样本: 2542 (73.6%)
2025-05-08 20:32:25 - Epoch 65, 测试集 AUC: 0.8843, PRE: 0.5660, REC: 0.5455, MF1: 0.7549, ACC1: 0.5455, ACC0: 0.9561, Gmean: 0.7222
2025-05-08 20:32:25 - 更新最佳测试结果 (Epoch 65): AUC 0.8843, PRE 0.5660, REC 0.5455, MF1 0.7549, ACC1 0.5455, ACC0 0.9561, Gmean 0.7222
2025-05-08 20:32:25 - Epoch 65, val mf1: 0.7483, val ACC1: 0.5337, val ACC0: 0.9548, val Gmean: 0.7139 (best 0.7483)
2025-05-08 20:32:25 - Epoch 66 伪标签: 正样本: 918 (26.6%), 负样本: 2535 (73.4%)
2025-05-08 20:32:25 - Epoch 66, 测试集 AUC: 0.8907, PRE: 0.5671, REC: 0.6273, MF1: 0.7754, ACC1: 0.6273, ACC0: 0.9497, Gmean: 0.7718
2025-05-08 20:32:25 - 更新最佳测试结果 (Epoch 66): AUC 0.8907, PRE 0.5671, REC 0.6273, MF1 0.7754, ACC1 0.6273, ACC0 0.9497, Gmean 0.7718
2025-05-08 20:32:25 - Epoch 66, val mf1: 0.7608, val ACC1: 0.6012, val ACC0: 0.9463, val Gmean: 0.7543 (best 0.7608)
2025-05-08 20:32:26 - Epoch 67 伪标签: 正样本: 930 (26.9%), 负样本: 2523 (73.1%)
2025-05-08 20:32:26 - Epoch 67, 测试集 AUC: 0.8938, PRE: 0.6119, REC: 0.6212, MF1: 0.7880, ACC1: 0.6212, ACC0: 0.9587, Gmean: 0.7717
2025-05-08 20:32:26 - 更新最佳测试结果 (Epoch 67): AUC 0.8938, PRE 0.6119, REC 0.6212, MF1 0.7880, ACC1 0.6212, ACC0 0.9587, Gmean 0.7717
2025-05-08 20:32:26 - Epoch 67, val mf1: 0.7728, val ACC1: 0.5890, val ACC0: 0.9567, val Gmean: 0.7506 (best 0.7728)
2025-05-08 20:32:26 - Epoch 68 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:32:26 - Epoch 68, 测试集 AUC: 0.8943, PRE: 0.6301, REC: 0.6091, MF1: 0.7901, ACC1: 0.6091, ACC0: 0.9625, Gmean: 0.7657
2025-05-08 20:32:26 - 更新最佳测试结果 (Epoch 68): AUC 0.8943, PRE 0.6301, REC 0.6091, MF1 0.7901, ACC1 0.6091, ACC0 0.9625, Gmean 0.7657
2025-05-08 20:32:26 - Epoch 68, val mf1: 0.7746, val ACC1: 0.5767, val ACC0: 0.9606, val Gmean: 0.7443 (best 0.7746)
2025-05-08 20:32:26 - Epoch 69 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 20:32:27 - Epoch 69, 测试集 AUC: 0.8922, PRE: 0.6370, REC: 0.5848, MF1: 0.7853, ACC1: 0.5848, ACC0: 0.9650, Gmean: 0.7513
2025-05-08 20:32:27 - Epoch 69, val mf1: 0.7681, val ACC1: 0.5460, val ACC0: 0.9638, val Gmean: 0.7254 (best 0.7746)
2025-05-08 20:32:27 - Epoch 70 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:32:27 - Epoch 70, 有标签损失: 0.0103, 一致性损失: 0.0646, 伪标签损失: 0.7601, LPL损失: 12.7397, 聚类损失: 7.8781, 总损失: 0.2759
2025-05-08 20:32:27 - Epoch 70, 测试集 AUC: 0.8907, PRE: 0.6454, REC: 0.5515, MF1: 0.7778, ACC1: 0.5515, ACC0: 0.9682, Gmean: 0.7307
2025-05-08 20:32:27 - Epoch 70, val mf1: 0.7603, val ACC1: 0.5215, val ACC0: 0.9651, val Gmean: 0.7094 (best 0.7746)
2025-05-08 20:32:27 - Epoch 71 伪标签: 正样本: 896 (25.9%), 负样本: 2557 (74.1%)
2025-05-08 20:32:27 - Epoch 71, 测试集 AUC: 0.8851, PRE: 0.5225, REC: 0.5970, MF1: 0.7536, ACC1: 0.5970, ACC0: 0.9427, Gmean: 0.7502
2025-05-08 20:32:27 - Epoch 71, val mf1: 0.7495, val ACC1: 0.5706, val ACC0: 0.9463, val Gmean: 0.7348 (best 0.7746)
2025-05-08 20:32:28 - Epoch 72 伪标签: 正样本: 879 (25.5%), 负样本: 2574 (74.5%)
2025-05-08 20:32:28 - Epoch 72, 测试集 AUC: 0.8806, PRE: 0.6029, REC: 0.5061, MF1: 0.7536, ACC1: 0.5061, ACC0: 0.9650, Gmean: 0.6988
2025-05-08 20:32:28 - Epoch 72, val mf1: 0.7447, val ACC1: 0.4969, val ACC0: 0.9619, val Gmean: 0.6914 (best 0.7746)
2025-05-08 20:32:28 - Epoch 73 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:32:28 - Epoch 73, 测试集 AUC: 0.8771, PRE: 0.6015, REC: 0.4758, MF1: 0.7439, ACC1: 0.4758, ACC0: 0.9669, Gmean: 0.6782
2025-05-08 20:32:28 - Epoch 73, val mf1: 0.7443, val ACC1: 0.4785, val ACC0: 0.9664, val Gmean: 0.6800 (best 0.7746)
2025-05-08 20:32:28 - Epoch 74 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:32:29 - Epoch 74, 测试集 AUC: 0.8759, PRE: 0.6322, REC: 0.4636, MF1: 0.7466, ACC1: 0.4636, ACC0: 0.9717, Gmean: 0.6712
2025-05-08 20:32:29 - Epoch 74, val mf1: 0.7488, val ACC1: 0.4663, val ACC0: 0.9722, val Gmean: 0.6733 (best 0.7746)
2025-05-08 20:32:29 - Epoch 75 伪标签: 正样本: 839 (24.3%), 负样本: 2614 (75.7%)
2025-05-08 20:32:29 - Epoch 75, 测试集 AUC: 0.8754, PRE: 0.5847, REC: 0.5333, MF1: 0.7568, ACC1: 0.5333, ACC0: 0.9602, Gmean: 0.7156
2025-05-08 20:32:29 - Epoch 75, val mf1: 0.7505, val ACC1: 0.5031, val ACC0: 0.9638, val Gmean: 0.6963 (best 0.7746)
2025-05-08 20:32:29 - Epoch 76 伪标签: 正样本: 847 (24.5%), 负样本: 2606 (75.5%)
2025-05-08 20:32:30 - Epoch 76, 测试集 AUC: 0.8750, PRE: 0.6135, REC: 0.5242, MF1: 0.7617, ACC1: 0.5242, ACC0: 0.9653, Gmean: 0.7114
2025-05-08 20:32:30 - Epoch 76, val mf1: 0.7615, val ACC1: 0.5031, val ACC0: 0.9703, val Gmean: 0.6986 (best 0.7746)
2025-05-08 20:32:30 - Epoch 77 伪标签: 正样本: 838 (24.3%), 负样本: 2615 (75.7%)
2025-05-08 20:32:30 - Epoch 77, 测试集 AUC: 0.8700, PRE: 0.5979, REC: 0.5182, MF1: 0.7560, ACC1: 0.5182, ACC0: 0.9634, Gmean: 0.7066
2025-05-08 20:32:30 - Epoch 77, val mf1: 0.7522, val ACC1: 0.4969, val ACC0: 0.9664, val Gmean: 0.6930 (best 0.7746)
2025-05-08 20:32:30 - Epoch 78 伪标签: 正样本: 981 (28.4%), 负样本: 2472 (71.6%)
2025-05-08 20:32:30 - Epoch 78, 测试集 AUC: 0.8698, PRE: 0.6014, REC: 0.5121, MF1: 0.7551, ACC1: 0.5121, ACC0: 0.9644, Gmean: 0.7028
2025-05-08 20:32:30 - Epoch 78, val mf1: 0.7518, val ACC1: 0.4908, val ACC0: 0.9677, val Gmean: 0.6892 (best 0.7746)
2025-05-08 20:32:31 - Epoch 79 伪标签: 正样本: 305 (8.8%), 负样本: 3148 (91.2%)
2025-05-08 20:32:31 - Epoch 79, 测试集 AUC: 0.9017, PRE: 0.7138, REC: 0.6273, MF1: 0.8176, ACC1: 0.6273, ACC0: 0.9736, Gmean: 0.7815
2025-05-08 20:32:31 - 更新最佳测试结果 (Epoch 79): AUC 0.9017, PRE 0.7138, REC 0.6273, MF1 0.8176, ACC1 0.6273, ACC0 0.9736, Gmean 0.7815
2025-05-08 20:32:31 - Epoch 79, val mf1: 0.8137, val ACC1: 0.6074, val ACC0: 0.9754, val Gmean: 0.7697 (best 0.8137)
2025-05-08 20:32:31 - Epoch 80 伪标签: 正样本: 980 (28.4%), 负样本: 2473 (71.6%)
2025-05-08 20:32:31 - Epoch 80, 有标签损失: 0.0081, 一致性损失: 0.0318, 伪标签损失: 0.9754, LPL损失: 20.2217, 聚类损失: 5.2963, 总损失: 0.3976
2025-05-08 20:32:31 - Epoch 80, 测试集 AUC: 0.9185, PRE: 0.9316, REC: 0.6606, MF1: 0.8765, ACC1: 0.6606, ACC0: 0.9949, Gmean: 0.8107
2025-05-08 20:32:31 - 更新最佳测试结果 (Epoch 80): AUC 0.9185, PRE 0.9316, REC 0.6606, MF1 0.8765, ACC1 0.6606, ACC0 0.9949, Gmean 0.8107
2025-05-08 20:32:31 - Epoch 80, val mf1: 0.8666, val ACC1: 0.6319, val ACC0: 0.9955, val Gmean: 0.7931 (best 0.8666)
2025-05-08 20:32:31 - Epoch 81 伪标签: 正样本: 918 (26.6%), 负样本: 2535 (73.4%)
2025-05-08 20:32:32 - Epoch 81, 测试集 AUC: 0.9219, PRE: 0.9367, REC: 0.6727, MF1: 0.8819, ACC1: 0.6727, ACC0: 0.9952, Gmean: 0.8182
2025-05-08 20:32:32 - 更新最佳测试结果 (Epoch 81): AUC 0.9219, PRE 0.9367, REC 0.6727, MF1 0.8819, ACC1 0.6727, ACC0 0.9952, Gmean 0.8182
2025-05-08 20:32:32 - Epoch 81, val mf1: 0.8651, val ACC1: 0.6319, val ACC0: 0.9948, val Gmean: 0.7929 (best 0.8666)
2025-05-08 20:32:32 - Epoch 82 伪标签: 正样本: 179 (5.2%), 负样本: 3274 (94.8%)
2025-05-08 20:32:32 - Epoch 82, 测试集 AUC: 0.9251, PRE: 0.9539, REC: 0.6273, MF1: 0.8680, ACC1: 0.6273, ACC0: 0.9968, Gmean: 0.7907
2025-05-08 20:32:32 - 更新最佳测试结果 (Epoch 82): AUC 0.9251, PRE 0.9539, REC 0.6273, MF1 0.8680, ACC1 0.6273, ACC0 0.9968, Gmean 0.7907
2025-05-08 20:32:32 - Epoch 82, val mf1: 0.8623, val ACC1: 0.6135, val ACC0: 0.9968, val Gmean: 0.7820 (best 0.8666)
2025-05-08 20:32:32 - Epoch 83 伪标签: 正样本: 190 (5.5%), 负样本: 3263 (94.5%)
2025-05-08 20:32:33 - Epoch 83, 测试集 AUC: 0.9265, PRE: 0.9015, REC: 0.7212, MF1: 0.8914, ACC1: 0.7212, ACC0: 0.9917, Gmean: 0.8457
2025-05-08 20:32:33 - 更新最佳测试结果 (Epoch 83): AUC 0.9265, PRE 0.9015, REC 0.7212, MF1 0.8914, ACC1 0.7212, ACC0 0.9917, Gmean 0.8457
2025-05-08 20:32:33 - Epoch 83, val mf1: 0.8591, val ACC1: 0.6626, val ACC0: 0.9871, val Gmean: 0.8087 (best 0.8666)
2025-05-08 20:32:33 - Epoch 84 伪标签: 正样本: 922 (26.7%), 负样本: 2531 (73.3%)
2025-05-08 20:32:33 - Epoch 84, 测试集 AUC: 0.9262, PRE: 0.9049, REC: 0.7212, MF1: 0.8921, ACC1: 0.7212, ACC0: 0.9920, Gmean: 0.8459
2025-05-08 20:32:33 - Epoch 84, val mf1: 0.8606, val ACC1: 0.6626, val ACC0: 0.9877, val Gmean: 0.8090 (best 0.8666)
2025-05-08 20:32:33 - Epoch 85 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 20:32:33 - Epoch 85, 测试集 AUC: 0.9239, PRE: 0.9517, REC: 0.5970, MF1: 0.8557, ACC1: 0.5970, ACC0: 0.9968, Gmean: 0.7714
2025-05-08 20:32:33 - Epoch 85, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8666)
2025-05-08 20:32:34 - Epoch 86 伪标签: 正样本: 1004 (29.1%), 负样本: 2449 (70.9%)
2025-05-08 20:32:34 - Epoch 86, 测试集 AUC: 0.9181, PRE: 0.9330, REC: 0.6333, MF1: 0.8666, ACC1: 0.6333, ACC0: 0.9952, Gmean: 0.7939
2025-05-08 20:32:34 - Epoch 86, val mf1: 0.8617, val ACC1: 0.6196, val ACC0: 0.9955, val Gmean: 0.7854 (best 0.8666)
2025-05-08 20:32:34 - Epoch 87 伪标签: 正样本: 1174 (34.0%), 负样本: 2279 (66.0%)
2025-05-08 20:32:34 - Epoch 87, 测试集 AUC: 0.9115, PRE: 0.9000, REC: 0.6818, MF1: 0.8777, ACC1: 0.6818, ACC0: 0.9920, Gmean: 0.8224
2025-05-08 20:32:34 - Epoch 87, val mf1: 0.8546, val ACC1: 0.6319, val ACC0: 0.9903, val Gmean: 0.7911 (best 0.8666)
2025-05-08 20:32:35 - Epoch 88 伪标签: 正样本: 1291 (37.4%), 负样本: 2162 (62.6%)
2025-05-08 20:32:35 - Epoch 88, 测试集 AUC: 0.9060, PRE: 0.9355, REC: 0.6152, MF1: 0.8601, ACC1: 0.6152, ACC0: 0.9955, Gmean: 0.7826
2025-05-08 20:32:35 - Epoch 88, val mf1: 0.8573, val ACC1: 0.6012, val ACC0: 0.9968, val Gmean: 0.7741 (best 0.8666)
2025-05-08 20:32:35 - Epoch 89 伪标签: 正样本: 1305 (37.8%), 负样本: 2148 (62.2%)
2025-05-08 20:32:35 - Epoch 89, 测试集 AUC: 0.9004, PRE: 0.9309, REC: 0.6121, MF1: 0.8581, ACC1: 0.6121, ACC0: 0.9952, Gmean: 0.7805
2025-05-08 20:32:35 - Epoch 89, val mf1: 0.8522, val ACC1: 0.5890, val ACC0: 0.9968, val Gmean: 0.7662 (best 0.8666)
2025-05-08 20:32:35 - Epoch 90 伪标签: 正样本: 1242 (36.0%), 负样本: 2211 (64.0%)
2025-05-08 20:32:35 - Epoch 90, 有标签损失: 0.0157, 一致性损失: 0.0179, 伪标签损失: 0.6990, LPL损失: 17.7643, 聚类损失: 3.6252, 总损失: 0.3988
2025-05-08 20:32:36 - Epoch 90, 测试集 AUC: 0.8927, PRE: 0.9202, REC: 0.5939, MF1: 0.8492, ACC1: 0.5939, ACC0: 0.9946, Gmean: 0.7686
2025-05-08 20:32:36 - Epoch 90, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8666)
2025-05-08 20:32:36 - Epoch 91 伪标签: 正样本: 1162 (33.7%), 负样本: 2291 (66.3%)
2025-05-08 20:32:36 - Epoch 91, 测试集 AUC: 0.8848, PRE: 0.9019, REC: 0.5848, MF1: 0.8424, ACC1: 0.5848, ACC0: 0.9933, Gmean: 0.7622
2025-05-08 20:32:36 - Epoch 91, val mf1: 0.8451, val ACC1: 0.5828, val ACC0: 0.9948, val Gmean: 0.7615 (best 0.8666)
2025-05-08 20:32:36 - Epoch 92 伪标签: 正样本: 1052 (30.5%), 负样本: 2401 (69.5%)
2025-05-08 20:32:37 - Epoch 92, 测试集 AUC: 0.8817, PRE: 0.9041, REC: 0.6000, MF1: 0.8487, ACC1: 0.6000, ACC0: 0.9933, Gmean: 0.7720
2025-05-08 20:32:37 - Epoch 92, val mf1: 0.8447, val ACC1: 0.5890, val ACC0: 0.9935, val Gmean: 0.7650 (best 0.8666)
2025-05-08 20:32:37 - Epoch 93 伪标签: 正样本: 1038 (30.1%), 负样本: 2415 (69.9%)
2025-05-08 20:32:37 - Epoch 93, 测试集 AUC: 0.8781, PRE: 0.8750, REC: 0.6152, MF1: 0.8490, ACC1: 0.6152, ACC0: 0.9908, Gmean: 0.7807
2025-05-08 20:32:37 - Epoch 93, val mf1: 0.8413, val ACC1: 0.5951, val ACC0: 0.9910, val Gmean: 0.7679 (best 0.8666)
2025-05-08 20:32:37 - Epoch 94 伪标签: 正样本: 967 (28.0%), 负样本: 2486 (72.0%)
2025-05-08 20:32:37 - Epoch 94, 测试集 AUC: 0.8817, PRE: 0.9204, REC: 0.5606, MF1: 0.8359, ACC1: 0.5606, ACC0: 0.9949, Gmean: 0.7468
2025-05-08 20:32:37 - Epoch 94, val mf1: 0.8460, val ACC1: 0.5706, val ACC0: 0.9974, val Gmean: 0.7544 (best 0.8666)
2025-05-08 20:32:38 - Epoch 95 伪标签: 正样本: 1144 (33.1%), 负样本: 2309 (66.9%)
2025-05-08 20:32:38 - Epoch 95, 测试集 AUC: 0.8809, PRE: 0.9242, REC: 0.5909, MF1: 0.8487, ACC1: 0.5909, ACC0: 0.9949, Gmean: 0.7667
2025-05-08 20:32:38 - Epoch 95, val mf1: 0.8466, val ACC1: 0.5828, val ACC0: 0.9955, val Gmean: 0.7617 (best 0.8666)
2025-05-08 20:32:38 - Epoch 96 伪标签: 正样本: 1128 (32.7%), 负样本: 2325 (67.3%)
2025-05-08 20:32:38 - Epoch 96, 测试集 AUC: 0.8744, PRE: 0.9171, REC: 0.6030, MF1: 0.8522, ACC1: 0.6030, ACC0: 0.9943, Gmean: 0.7743
2025-05-08 20:32:38 - Epoch 96, val mf1: 0.8436, val ACC1: 0.5828, val ACC0: 0.9942, val Gmean: 0.7612 (best 0.8666)
2025-05-08 20:32:38 - Epoch 97 伪标签: 正样本: 1151 (33.3%), 负样本: 2302 (66.7%)
2025-05-08 20:32:39 - Epoch 97, 测试集 AUC: 0.8728, PRE: 0.9037, REC: 0.5970, MF1: 0.8475, ACC1: 0.5970, ACC0: 0.9933, Gmean: 0.7701
2025-05-08 20:32:39 - Epoch 97, val mf1: 0.8425, val ACC1: 0.5767, val ACC0: 0.9948, val Gmean: 0.7574 (best 0.8666)
2025-05-08 20:32:39 - Epoch 98 伪标签: 正样本: 1151 (33.3%), 负样本: 2302 (66.7%)
2025-05-08 20:32:39 - Epoch 98, 测试集 AUC: 0.8787, PRE: 0.8417, REC: 0.6606, MF1: 0.8581, ACC1: 0.6606, ACC0: 0.9870, Gmean: 0.8075
2025-05-08 20:32:39 - Epoch 98, val mf1: 0.8401, val ACC1: 0.6135, val ACC0: 0.9871, val Gmean: 0.7782 (best 0.8666)
2025-05-08 20:32:39 - Epoch 99 伪标签: 正样本: 1285 (37.2%), 负样本: 2168 (62.8%)
2025-05-08 20:32:39 - Epoch 99, 测试集 AUC: 0.8845, PRE: 0.8879, REC: 0.6242, MF1: 0.8548, ACC1: 0.6242, ACC0: 0.9917, Gmean: 0.7868
2025-05-08 20:32:39 - Epoch 99, val mf1: 0.8442, val ACC1: 0.5951, val ACC0: 0.9922, val Gmean: 0.7684 (best 0.8666)
2025-05-08 20:32:39 - time cost: 42.06 s
2025-05-08 20:32:39 - 基于验证集最佳模型的测试结果: REC 66.06 PRE 93.16 MF1 87.65 AUC 91.85 ACC1 66.06 ACC0 99.49 Gmean 81.07
2025-05-08 20:32:39 - 测试集上观察到的最佳结果 (Epoch 83): AUC 92.65 PRE 90.15 REC 72.12 MF1 89.14 ACC1 72.12 ACC0 99.17 Gmean 84.57
2025-05-08 20:33:09 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:33:09 - 无标签数据数量: 3453
2025-05-08 20:33:09 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:33:09 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:33:09 - 伪标签策略：
2025-05-08 20:33:09 -   使用模型输出和聚类结果的融合
2025-05-08 20:33:09 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:33:10 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.3703
2025-05-08 20:33:10 - Epoch 0, 测试集 AUC: 0.7806, PRE: 0.2754, REC: 0.5576, MF1: 0.6314, ACC1: 0.5576, ACC0: 0.8461, Gmean: 0.6868
2025-05-08 20:33:10 - 更新最佳测试结果 (Epoch 0): AUC 0.7806, PRE 0.2754, REC 0.5576, MF1 0.6314, ACC1 0.5576, ACC0 0.8461, Gmean 0.6868
2025-05-08 20:33:10 - Epoch 0, val mf1: 0.6031, val ACC1: 0.5215, val ACC0: 0.8242, val Gmean: 0.6556 (best 0.6031)
2025-05-08 20:33:10 - Epoch 1 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:33:10 - Epoch 1, 测试集 AUC: 0.8177, PRE: 0.3576, REC: 0.4606, MF1: 0.6649, ACC1: 0.4606, ACC0: 0.9132, Gmean: 0.6485
2025-05-08 20:33:10 - 更新最佳测试结果 (Epoch 1): AUC 0.8177, PRE 0.3576, REC 0.4606, MF1 0.6649, ACC1 0.4606, ACC0 0.9132, Gmean 0.6485
2025-05-08 20:33:10 - Epoch 1, val mf1: 0.6379, val ACC1: 0.4356, val ACC0: 0.8959, val Gmean: 0.6247 (best 0.6379)
2025-05-08 20:33:10 - Epoch 2 伪标签: 正样本: 153 (4.4%), 负样本: 3300 (95.6%)
2025-05-08 20:33:10 - Epoch 2, 测试集 AUC: 0.8185, PRE: 0.3433, REC: 0.2788, MF1: 0.6212, ACC1: 0.2788, ACC0: 0.9440, Gmean: 0.5130
2025-05-08 20:33:10 - 更新最佳测试结果 (Epoch 2): AUC 0.8185, PRE 0.3433, REC 0.2788, MF1 0.6212, ACC1 0.2788, ACC0 0.9440, Gmean 0.5130
2025-05-08 20:33:10 - Epoch 2, val mf1: 0.6382, val ACC1: 0.3252, val ACC0: 0.9392, val Gmean: 0.5526 (best 0.6382)
2025-05-08 20:33:10 - Epoch 3 伪标签: 正样本: 98 (2.8%), 负样本: 3355 (97.2%)
2025-05-08 20:33:11 - Epoch 3, 测试集 AUC: 0.8181, PRE: 0.3435, REC: 0.2394, MF1: 0.6096, ACC1: 0.2394, ACC0: 0.9520, Gmean: 0.4774
2025-05-08 20:33:11 - Epoch 3, val mf1: 0.6198, val ACC1: 0.2638, val ACC0: 0.9496, val Gmean: 0.5005 (best 0.6382)
2025-05-08 20:33:11 - Epoch 4 伪标签: 正样本: 77 (2.2%), 负样本: 3376 (97.8%)
2025-05-08 20:33:11 - Epoch 4, 测试集 AUC: 0.8157, PRE: 0.3304, REC: 0.2242, MF1: 0.6018, ACC1: 0.2242, ACC0: 0.9523, Gmean: 0.4621
2025-05-08 20:33:11 - Epoch 4, val mf1: 0.6181, val ACC1: 0.2577, val ACC0: 0.9509, val Gmean: 0.4950 (best 0.6382)
2025-05-08 20:33:11 - Epoch 5 伪标签: 正样本: 73 (2.1%), 负样本: 3380 (97.9%)
2025-05-08 20:33:11 - Epoch 5, 测试集 AUC: 0.8108, PRE: 0.2962, REC: 0.2333, MF1: 0.5962, ACC1: 0.2333, ACC0: 0.9418, Gmean: 0.4688
2025-05-08 20:33:11 - Epoch 5, val mf1: 0.6037, val ACC1: 0.2699, val ACC0: 0.9308, val Gmean: 0.5013 (best 0.6382)
2025-05-08 20:33:11 - Epoch 6 伪标签: 正样本: 128 (3.7%), 负样本: 3325 (96.3%)
2025-05-08 20:33:12 - Epoch 6, 测试集 AUC: 0.8082, PRE: 0.2692, REC: 0.2545, MF1: 0.5933, ACC1: 0.2545, ACC0: 0.9275, Gmean: 0.4859
2025-05-08 20:33:12 - Epoch 6, val mf1: 0.6054, val ACC1: 0.3006, val ACC0: 0.9179, val Gmean: 0.5253 (best 0.6382)
2025-05-08 20:33:12 - Epoch 7 伪标签: 正样本: 163 (4.7%), 负样本: 3290 (95.3%)
2025-05-08 20:33:12 - Epoch 7, 测试集 AUC: 0.8110, PRE: 0.2979, REC: 0.3061, MF1: 0.6138, ACC1: 0.3061, ACC0: 0.9243, Gmean: 0.5319
2025-05-08 20:33:12 - Epoch 7, val mf1: 0.6167, val ACC1: 0.3313, val ACC0: 0.9160, val Gmean: 0.5509 (best 0.6382)
2025-05-08 20:33:12 - Epoch 8 伪标签: 正样本: 201 (5.8%), 负样本: 3252 (94.2%)
2025-05-08 20:33:13 - Epoch 8, 测试集 AUC: 0.8150, PRE: 0.3094, REC: 0.3394, MF1: 0.6244, ACC1: 0.3394, ACC0: 0.9205, Gmean: 0.5589
2025-05-08 20:33:13 - Epoch 8, val mf1: 0.6447, val ACC1: 0.4049, val ACC0: 0.9140, val Gmean: 0.6084 (best 0.6447)
2025-05-08 20:33:13 - Epoch 9 伪标签: 正样本: 222 (6.4%), 负样本: 3231 (93.6%)
2025-05-08 20:33:13 - Epoch 9, 测试集 AUC: 0.8201, PRE: 0.3383, REC: 0.4121, MF1: 0.6488, ACC1: 0.4121, ACC0: 0.9154, Gmean: 0.6142
2025-05-08 20:33:13 - 更新最佳测试结果 (Epoch 9): AUC 0.8201, PRE 0.3383, REC 0.4121, MF1 0.6488, ACC1 0.4121, ACC0 0.9154, Gmean 0.6142
2025-05-08 20:33:13 - Epoch 9, val mf1: 0.6541, val ACC1: 0.4417, val ACC0: 0.9095, val Gmean: 0.6338 (best 0.6541)
2025-05-08 20:33:13 - Epoch 10 伪标签: 正样本: 440 (12.7%), 负样本: 3013 (87.3%)
2025-05-08 20:33:13 - Epoch 10, 有标签损失: 0.2894, 一致性损失: 0.5507, 伪标签损失: 0.9661, LPL损失: 10.6860, 聚类损失: 39.6704, 总损失: 0.5117
2025-05-08 20:33:13 - Epoch 10, 测试集 AUC: 0.8223, PRE: 0.3582, REC: 0.4939, MF1: 0.6704, ACC1: 0.4939, ACC0: 0.9071, Gmean: 0.6694
2025-05-08 20:33:13 - 更新最佳测试结果 (Epoch 10): AUC 0.8223, PRE 0.3582, REC 0.4939, MF1 0.6704, ACC1 0.4939, ACC0 0.9071, Gmean 0.6694
2025-05-08 20:33:13 - Epoch 10, val mf1: 0.6599, val ACC1: 0.5092, val ACC0: 0.8920, val Gmean: 0.6740 (best 0.6599)
2025-05-08 20:33:14 - Epoch 11 伪标签: 正样本: 464 (13.4%), 负样本: 2989 (86.6%)
2025-05-08 20:33:14 - Epoch 11, 测试集 AUC: 0.8230, PRE: 0.3535, REC: 0.4788, MF1: 0.6660, ACC1: 0.4788, ACC0: 0.9081, Gmean: 0.6594
2025-05-08 20:33:14 - 更新最佳测试结果 (Epoch 11): AUC 0.8230, PRE 0.3535, REC 0.4788, MF1 0.6660, ACC1 0.4788, ACC0 0.9081, Gmean 0.6594
2025-05-08 20:33:14 - Epoch 11, val mf1: 0.6660, val ACC1: 0.5092, val ACC0: 0.8979, val Gmean: 0.6762 (best 0.6660)
2025-05-08 20:33:14 - Epoch 12 伪标签: 正样本: 493 (14.3%), 负样本: 2960 (85.7%)
2025-05-08 20:33:14 - Epoch 12, 测试集 AUC: 0.8225, PRE: 0.3549, REC: 0.5152, MF1: 0.6719, ACC1: 0.5152, ACC0: 0.9017, Gmean: 0.6816
2025-05-08 20:33:14 - Epoch 12, val mf1: 0.6723, val ACC1: 0.5399, val ACC0: 0.8940, val Gmean: 0.6947 (best 0.6723)
2025-05-08 20:33:14 - Epoch 13 伪标签: 正样本: 534 (15.5%), 负样本: 2919 (84.5%)
2025-05-08 20:33:15 - Epoch 13, 测试集 AUC: 0.8185, PRE: 0.3393, REC: 0.5182, MF1: 0.6648, ACC1: 0.5182, ACC0: 0.8941, Gmean: 0.6807
2025-05-08 20:33:15 - Epoch 13, val mf1: 0.6708, val ACC1: 0.5644, val ACC0: 0.8849, val Gmean: 0.7067 (best 0.6723)
2025-05-08 20:33:15 - Epoch 14 伪标签: 正样本: 589 (17.1%), 负样本: 2864 (82.9%)
2025-05-08 20:33:15 - Epoch 14, 测试集 AUC: 0.8097, PRE: 0.2991, REC: 0.4848, MF1: 0.6402, ACC1: 0.4848, ACC0: 0.8807, Gmean: 0.6535
2025-05-08 20:33:15 - Epoch 14, val mf1: 0.6603, val ACC1: 0.5521, val ACC0: 0.8785, val Gmean: 0.6965 (best 0.6723)
2025-05-08 20:33:15 - Epoch 15 伪标签: 正样本: 662 (19.2%), 负样本: 2791 (80.8%)
2025-05-08 20:33:15 - Epoch 15, 测试集 AUC: 0.7993, PRE: 0.2913, REC: 0.5455, MF1: 0.6409, ACC1: 0.5455, ACC0: 0.8607, Gmean: 0.6852
2025-05-08 20:33:15 - Epoch 15, val mf1: 0.6480, val ACC1: 0.5828, val ACC0: 0.8559, val Gmean: 0.7063 (best 0.6723)
2025-05-08 20:33:15 - Epoch 16 伪标签: 正样本: 734 (21.3%), 负样本: 2719 (78.7%)
2025-05-08 20:33:16 - Epoch 16, 测试集 AUC: 0.7845, PRE: 0.2642, REC: 0.5515, MF1: 0.6234, ACC1: 0.5515, ACC0: 0.8387, Gmean: 0.6801
2025-05-08 20:33:16 - Epoch 16, val mf1: 0.6315, val ACC1: 0.6074, val ACC0: 0.8293, val Gmean: 0.7097 (best 0.6723)
2025-05-08 20:33:16 - Epoch 17 伪标签: 正样本: 777 (22.5%), 负样本: 2676 (77.5%)
2025-05-08 20:33:16 - Epoch 17, 测试集 AUC: 0.7654, PRE: 0.2368, REC: 0.5697, MF1: 0.6030, ACC1: 0.5697, ACC0: 0.8073, Gmean: 0.6782
2025-05-08 20:33:16 - Epoch 17, val mf1: 0.6163, val ACC1: 0.6319, val ACC0: 0.8028, val Gmean: 0.7123 (best 0.6723)
2025-05-08 20:33:16 - Epoch 18 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:33:16 - Epoch 18, 测试集 AUC: 0.7469, PRE: 0.2097, REC: 0.5394, MF1: 0.5796, ACC1: 0.5394, ACC0: 0.7866, Gmean: 0.6514
2025-05-08 20:33:16 - Epoch 18, val mf1: 0.5986, val ACC1: 0.6135, val ACC0: 0.7860, val Gmean: 0.6944 (best 0.6723)
2025-05-08 20:33:16 - Epoch 19 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:33:17 - Epoch 19, 测试集 AUC: 0.7319, PRE: 0.2241, REC: 0.7091, MF1: 0.5890, ACC1: 0.7091, ACC0: 0.7424, Gmean: 0.7255
2025-05-08 20:33:17 - Epoch 19, val mf1: 0.5861, val ACC1: 0.7055, val ACC0: 0.7388, val Gmean: 0.7220 (best 0.6723)
2025-05-08 20:33:17 - Epoch 20 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 20:33:17 - Epoch 20, 有标签损失: 0.0222, 一致性损失: 0.5172, 伪标签损失: 1.0188, LPL损失: 4.3397, 聚类损失: 38.1847, 总损失: 0.2457
2025-05-08 20:33:17 - Epoch 20, 测试集 AUC: 0.7198, PRE: 0.2167, REC: 0.7242, MF1: 0.5802, ACC1: 0.7242, ACC0: 0.7252, Gmean: 0.7247
2025-05-08 20:33:17 - Epoch 20, val mf1: 0.5761, val ACC1: 0.7055, val ACC0: 0.7246, val Gmean: 0.7150 (best 0.6723)
2025-05-08 20:33:17 - Epoch 21 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:33:17 - Epoch 21, 测试集 AUC: 0.7114, PRE: 0.2020, REC: 0.6758, MF1: 0.5659, ACC1: 0.6758, ACC0: 0.7198, Gmean: 0.6974
2025-05-08 20:33:17 - Epoch 21, val mf1: 0.5685, val ACC1: 0.6748, val ACC0: 0.7233, val Gmean: 0.6987 (best 0.6723)
2025-05-08 20:33:17 - Epoch 22 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:33:17 - Epoch 22, 测试集 AUC: 0.7065, PRE: 0.2063, REC: 0.7303, MF1: 0.5677, ACC1: 0.7303, ACC0: 0.7052, Gmean: 0.7176
2025-05-08 20:33:17 - Epoch 22, val mf1: 0.5633, val ACC1: 0.6994, val ACC0: 0.7078, val Gmean: 0.7036 (best 0.6723)
2025-05-08 20:33:18 - Epoch 23 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:33:18 - Epoch 23, 测试集 AUC: 0.7049, PRE: 0.2055, REC: 0.7455, MF1: 0.5656, ACC1: 0.7455, ACC0: 0.6975, Gmean: 0.7211
2025-05-08 20:33:18 - Epoch 23, val mf1: 0.5654, val ACC1: 0.7239, val ACC0: 0.7033, val Gmean: 0.7135 (best 0.6723)
2025-05-08 20:33:18 - Epoch 24 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:33:18 - Epoch 24, 测试集 AUC: 0.7063, PRE: 0.2091, REC: 0.7667, MF1: 0.5687, ACC1: 0.7667, ACC0: 0.6956, Gmean: 0.7303
2025-05-08 20:33:18 - Epoch 24, val mf1: 0.5671, val ACC1: 0.7362, val ACC0: 0.7020, val Gmean: 0.7189 (best 0.6723)
2025-05-08 20:33:18 - Epoch 25 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:33:19 - Epoch 25, 测试集 AUC: 0.7098, PRE: 0.2110, REC: 0.7697, MF1: 0.5708, ACC1: 0.7697, ACC0: 0.6978, Gmean: 0.7329
2025-05-08 20:33:19 - Epoch 25, val mf1: 0.5680, val ACC1: 0.7301, val ACC0: 0.7052, val Gmean: 0.7175 (best 0.6723)
2025-05-08 20:33:19 - Epoch 26 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:33:19 - Epoch 26, 测试集 AUC: 0.7152, PRE: 0.2143, REC: 0.7636, MF1: 0.5753, ACC1: 0.7636, ACC0: 0.7061, Gmean: 0.7343
2025-05-08 20:33:19 - Epoch 26, val mf1: 0.5711, val ACC1: 0.7301, val ACC0: 0.7098, val Gmean: 0.7198 (best 0.6723)
2025-05-08 20:33:19 - Epoch 27 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:33:20 - Epoch 27, 测试集 AUC: 0.7216, PRE: 0.2174, REC: 0.7515, MF1: 0.5796, ACC1: 0.7515, ACC0: 0.7160, Gmean: 0.7335
2025-05-08 20:33:20 - Epoch 27, val mf1: 0.5769, val ACC1: 0.7239, val ACC0: 0.7201, val Gmean: 0.7220 (best 0.6723)
2025-05-08 20:33:20 - Epoch 28 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:33:20 - Epoch 28, 测试集 AUC: 0.7291, PRE: 0.2223, REC: 0.7424, MF1: 0.5857, ACC1: 0.7424, ACC0: 0.7274, Gmean: 0.7349
2025-05-08 20:33:20 - Epoch 28, val mf1: 0.5828, val ACC1: 0.7239, val ACC0: 0.7285, val Gmean: 0.7262 (best 0.6723)
2025-05-08 20:33:20 - Epoch 29 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:33:20 - Epoch 29, 测试集 AUC: 0.7368, PRE: 0.2284, REC: 0.7303, MF1: 0.5928, ACC1: 0.7303, ACC0: 0.7411, Gmean: 0.7357
2025-05-08 20:33:20 - Epoch 29, val mf1: 0.5870, val ACC1: 0.7178, val ACC0: 0.7363, val Gmean: 0.7270 (best 0.6723)
2025-05-08 20:33:21 - Epoch 30 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:33:21 - Epoch 30, 有标签损失: 0.0054, 一致性损失: 0.3753, 伪标签损失: 1.0949, LPL损失: 9.3559, 聚类损失: 31.2831, 总损失: 0.2596
2025-05-08 20:33:21 - Epoch 30, 测试集 AUC: 0.7455, PRE: 0.2342, REC: 0.7182, MF1: 0.5992, ACC1: 0.7182, ACC0: 0.7535, Gmean: 0.7356
2025-05-08 20:33:21 - Epoch 30, val mf1: 0.5926, val ACC1: 0.6994, val ACC0: 0.7498, val Gmean: 0.7242 (best 0.6723)
2025-05-08 20:33:21 - Epoch 31 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:33:21 - Epoch 31, 测试集 AUC: 0.7547, PRE: 0.2373, REC: 0.6939, MF1: 0.6028, ACC1: 0.6939, ACC0: 0.7659, Gmean: 0.7290
2025-05-08 20:33:21 - Epoch 31, val mf1: 0.6035, val ACC1: 0.6994, val ACC0: 0.7647, val Gmean: 0.7313 (best 0.6723)
2025-05-08 20:33:21 - Epoch 32 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:33:22 - Epoch 32, 测试集 AUC: 0.7644, PRE: 0.2462, REC: 0.6848, MF1: 0.6113, ACC1: 0.6848, ACC0: 0.7799, Gmean: 0.7308
2025-05-08 20:33:22 - Epoch 32, val mf1: 0.6124, val ACC1: 0.6933, val ACC0: 0.7783, val Gmean: 0.7345 (best 0.6723)
2025-05-08 20:33:22 - Epoch 33 伪标签: 正样本: 829 (24.0%), 负样本: 2624 (76.0%)
2025-05-08 20:33:22 - Epoch 33, 测试集 AUC: 0.7739, PRE: 0.2561, REC: 0.6697, MF1: 0.6200, ACC1: 0.6697, ACC0: 0.7958, Gmean: 0.7300
2025-05-08 20:33:22 - Epoch 33, val mf1: 0.6231, val ACC1: 0.6871, val ACC0: 0.7938, val Gmean: 0.7385 (best 0.6723)
2025-05-08 20:33:22 - Epoch 34 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:33:23 - Epoch 34, 测试集 AUC: 0.7842, PRE: 0.2709, REC: 0.6576, MF1: 0.6320, ACC1: 0.6576, ACC0: 0.8142, Gmean: 0.7317
2025-05-08 20:33:23 - Epoch 34, val mf1: 0.6316, val ACC1: 0.6748, val ACC0: 0.8080, val Gmean: 0.7384 (best 0.6723)
2025-05-08 20:33:23 - Epoch 35 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:33:23 - Epoch 35, 测试集 AUC: 0.7949, PRE: 0.2857, REC: 0.7455, MF1: 0.6458, ACC1: 0.7455, ACC0: 0.8044, Gmean: 0.7744
2025-05-08 20:33:23 - Epoch 35, val mf1: 0.6384, val ACC1: 0.7301, val ACC0: 0.7996, val Gmean: 0.7640 (best 0.6723)
2025-05-08 20:33:23 - Epoch 36 伪标签: 正样本: 821 (23.8%), 负样本: 2632 (76.2%)
2025-05-08 20:33:23 - Epoch 36, 测试集 AUC: 0.8025, PRE: 0.2953, REC: 0.7364, MF1: 0.6532, ACC1: 0.7364, ACC0: 0.8155, Gmean: 0.7749
2025-05-08 20:33:23 - Epoch 36, val mf1: 0.6435, val ACC1: 0.7178, val ACC0: 0.8093, val Gmean: 0.7622 (best 0.6723)
2025-05-08 20:33:23 - Epoch 37 伪标签: 正样本: 815 (23.6%), 负样本: 2638 (76.4%)
2025-05-08 20:33:24 - Epoch 37, 测试集 AUC: 0.8070, PRE: 0.3085, REC: 0.6273, MF1: 0.6574, ACC1: 0.6273, ACC0: 0.8524, Gmean: 0.7312
2025-05-08 20:33:24 - Epoch 37, val mf1: 0.6486, val ACC1: 0.6258, val ACC0: 0.8429, val Gmean: 0.7263 (best 0.6723)
2025-05-08 20:33:24 - Epoch 38 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:33:24 - Epoch 38, 测试集 AUC: 0.8089, PRE: 0.3078, REC: 0.6212, MF1: 0.6566, ACC1: 0.6212, ACC0: 0.8534, Gmean: 0.7281
2025-05-08 20:33:24 - Epoch 38, val mf1: 0.6510, val ACC1: 0.6196, val ACC0: 0.8474, val Gmean: 0.7246 (best 0.6723)
2025-05-08 20:33:24 - Epoch 39 伪标签: 正样本: 801 (23.2%), 负样本: 2652 (76.8%)
2025-05-08 20:33:25 - Epoch 39, 测试集 AUC: 0.8086, PRE: 0.3073, REC: 0.6212, MF1: 0.6563, ACC1: 0.6212, ACC0: 0.8531, Gmean: 0.7280
2025-05-08 20:33:25 - Epoch 39, val mf1: 0.6492, val ACC1: 0.6196, val ACC0: 0.8455, val Gmean: 0.7238 (best 0.6723)
2025-05-08 20:33:25 - Epoch 40 伪标签: 正样本: 804 (23.3%), 负样本: 2649 (76.7%)
2025-05-08 20:33:25 - Epoch 40, 有标签损失: 0.0037, 一致性损失: 0.2736, 伪标签损失: 1.0916, LPL损失: 8.9228, 聚类损失: 23.0543, 总损失: 0.2458
2025-05-08 20:33:25 - Epoch 40, 测试集 AUC: 0.8063, PRE: 0.3025, REC: 0.6242, MF1: 0.6533, ACC1: 0.6242, ACC0: 0.8489, Gmean: 0.7280
2025-05-08 20:33:25 - Epoch 40, val mf1: 0.6474, val ACC1: 0.6258, val ACC0: 0.8416, val Gmean: 0.7257 (best 0.6723)
2025-05-08 20:33:25 - Epoch 41 伪标签: 正样本: 814 (23.6%), 负样本: 2639 (76.4%)
2025-05-08 20:33:25 - Epoch 41, 测试集 AUC: 0.8025, PRE: 0.2953, REC: 0.6909, MF1: 0.6516, ACC1: 0.6909, ACC0: 0.8270, Gmean: 0.7559
2025-05-08 20:33:25 - Epoch 41, val mf1: 0.6463, val ACC1: 0.6871, val ACC0: 0.8216, val Gmean: 0.7514 (best 0.6723)
2025-05-08 20:33:26 - Epoch 42 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:33:26 - Epoch 42, 测试集 AUC: 0.7971, PRE: 0.2875, REC: 0.6909, MF1: 0.6458, ACC1: 0.6909, ACC0: 0.8203, Gmean: 0.7528
2025-05-08 20:33:26 - Epoch 42, val mf1: 0.6407, val ACC1: 0.6871, val ACC0: 0.8151, val Gmean: 0.7484 (best 0.6723)
2025-05-08 20:33:26 - Epoch 43 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:33:26 - Epoch 43, 测试集 AUC: 0.7911, PRE: 0.2791, REC: 0.6970, MF1: 0.6394, ACC1: 0.6970, ACC0: 0.8111, Gmean: 0.7519
2025-05-08 20:33:26 - Epoch 43, val mf1: 0.6362, val ACC1: 0.6994, val ACC0: 0.8061, val Gmean: 0.7508 (best 0.6723)
2025-05-08 20:33:26 - Epoch 44 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:33:27 - Epoch 44, 测试集 AUC: 0.7847, PRE: 0.2698, REC: 0.7030, MF1: 0.6319, ACC1: 0.7030, ACC0: 0.8003, Gmean: 0.7501
2025-05-08 20:33:27 - Epoch 44, val mf1: 0.6277, val ACC1: 0.6994, val ACC0: 0.7957, val Gmean: 0.7460 (best 0.6723)
2025-05-08 20:33:27 - Epoch 45 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:33:27 - Epoch 45, 测试集 AUC: 0.7799, PRE: 0.2594, REC: 0.6455, MF1: 0.6225, ACC1: 0.6455, ACC0: 0.8066, Gmean: 0.7215
2025-05-08 20:33:27 - Epoch 45, val mf1: 0.6252, val ACC1: 0.6687, val ACC0: 0.8022, val Gmean: 0.7324 (best 0.6723)
2025-05-08 20:33:27 - Epoch 46 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:33:28 - Epoch 46, 测试集 AUC: 0.7786, PRE: 0.2554, REC: 0.6485, MF1: 0.6192, ACC1: 0.6485, ACC0: 0.8015, Gmean: 0.7210
2025-05-08 20:33:28 - Epoch 46, val mf1: 0.6242, val ACC1: 0.6748, val ACC0: 0.7990, val Gmean: 0.7343 (best 0.6723)
2025-05-08 20:33:28 - Epoch 47 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:33:28 - Epoch 47, 测试集 AUC: 0.7808, PRE: 0.2563, REC: 0.6485, MF1: 0.6200, ACC1: 0.6485, ACC0: 0.8025, Gmean: 0.7214
2025-05-08 20:33:28 - Epoch 47, val mf1: 0.6257, val ACC1: 0.6810, val ACC0: 0.7990, val Gmean: 0.7376 (best 0.6723)
2025-05-08 20:33:28 - Epoch 48 伪标签: 正样本: 852 (24.7%), 负样本: 2601 (75.3%)
2025-05-08 20:33:29 - Epoch 48, 测试集 AUC: 0.7862, PRE: 0.2601, REC: 0.6455, MF1: 0.6230, ACC1: 0.6455, ACC0: 0.8073, Gmean: 0.7218
2025-05-08 20:33:29 - Epoch 48, val mf1: 0.6284, val ACC1: 0.6748, val ACC0: 0.8041, val Gmean: 0.7367 (best 0.6723)
2025-05-08 20:33:29 - Epoch 49 伪标签: 正样本: 869 (25.2%), 负样本: 2584 (74.8%)
2025-05-08 20:33:29 - Epoch 49, 测试集 AUC: 0.7954, PRE: 0.2674, REC: 0.6394, MF1: 0.6288, ACC1: 0.6394, ACC0: 0.8162, Gmean: 0.7224
2025-05-08 20:33:29 - Epoch 49, val mf1: 0.6327, val ACC1: 0.6626, val ACC0: 0.8132, val Gmean: 0.7340 (best 0.6723)
2025-05-08 20:33:29 - Epoch 50 伪标签: 正样本: 875 (25.3%), 负样本: 2578 (74.7%)
2025-05-08 20:33:29 - Epoch 50, 有标签损失: 0.0030, 一致性损失: 0.1940, 伪标签损失: 1.0345, LPL损失: 4.7333, 聚类损失: 18.2798, 总损失: 0.2142
2025-05-08 20:33:29 - Epoch 50, 测试集 AUC: 0.8090, PRE: 0.2894, REC: 0.6455, MF1: 0.6454, ACC1: 0.6455, ACC0: 0.8337, Gmean: 0.7335
2025-05-08 20:33:29 - Epoch 50, val mf1: 0.6421, val ACC1: 0.6564, val ACC0: 0.8261, val Gmean: 0.7364 (best 0.6723)
2025-05-08 20:33:30 - Epoch 51 伪标签: 正样本: 886 (25.7%), 负样本: 2567 (74.3%)
2025-05-08 20:33:30 - Epoch 51, 测试集 AUC: 0.8202, PRE: 0.3087, REC: 0.7333, MF1: 0.6632, ACC1: 0.7333, ACC0: 0.8276, Gmean: 0.7790
2025-05-08 20:33:30 - Epoch 51, val mf1: 0.6511, val ACC1: 0.7055, val ACC0: 0.8216, val Gmean: 0.7613 (best 0.6723)
2025-05-08 20:33:30 - Epoch 52 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:33:30 - Epoch 52, 测试集 AUC: 0.8269, PRE: 0.3178, REC: 0.7455, MF1: 0.6705, ACC1: 0.7455, ACC0: 0.8321, Gmean: 0.7876
2025-05-08 20:33:30 - 更新最佳测试结果 (Epoch 52): AUC 0.8269, PRE 0.3178, REC 0.7455, MF1 0.6705, ACC1 0.7455, ACC0 0.8321, Gmean 0.7876
2025-05-08 20:33:30 - Epoch 52, val mf1: 0.6554, val ACC1: 0.7178, val ACC0: 0.8229, val Gmean: 0.7685 (best 0.6723)
2025-05-08 20:33:30 - Epoch 53 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:33:31 - Epoch 53, 测试集 AUC: 0.8289, PRE: 0.3190, REC: 0.6727, MF1: 0.6672, ACC1: 0.6727, ACC0: 0.8492, Gmean: 0.7558
2025-05-08 20:33:31 - 更新最佳测试结果 (Epoch 53): AUC 0.8289, PRE 0.3190, REC 0.6727, MF1 0.6672, ACC1 0.6727, ACC0 0.8492, Gmean 0.7558
2025-05-08 20:33:31 - Epoch 53, val mf1: 0.6555, val ACC1: 0.6442, val ACC0: 0.8449, val Gmean: 0.7377 (best 0.6723)
2025-05-08 20:33:31 - Epoch 54 伪标签: 正样本: 914 (26.5%), 负样本: 2539 (73.5%)
2025-05-08 20:33:31 - Epoch 54, 测试集 AUC: 0.8349, PRE: 0.3279, REC: 0.6727, MF1: 0.6731, ACC1: 0.6727, ACC0: 0.8553, Gmean: 0.7585
2025-05-08 20:33:31 - 更新最佳测试结果 (Epoch 54): AUC 0.8349, PRE 0.3279, REC 0.6727, MF1 0.6731, ACC1 0.6727, ACC0 0.8553, Gmean 0.7585
2025-05-08 20:33:31 - Epoch 54, val mf1: 0.6650, val ACC1: 0.6564, val ACC0: 0.8513, val Gmean: 0.7476 (best 0.6723)
2025-05-08 20:33:31 - Epoch 55 伪标签: 正样本: 937 (27.1%), 负样本: 2516 (72.9%)
2025-05-08 20:33:31 - Epoch 55, 测试集 AUC: 0.8459, PRE: 0.3471, REC: 0.6636, MF1: 0.6842, ACC1: 0.6636, ACC0: 0.8690, Gmean: 0.7594
2025-05-08 20:33:31 - 更新最佳测试结果 (Epoch 55): AUC 0.8459, PRE 0.3471, REC 0.6636, MF1 0.6842, ACC1 0.6636, ACC0 0.8690, Gmean 0.7594
2025-05-08 20:33:31 - Epoch 55, val mf1: 0.6765, val ACC1: 0.6503, val ACC0: 0.8649, val Gmean: 0.7500 (best 0.6765)
2025-05-08 20:33:31 - Epoch 56 伪标签: 正样本: 934 (27.0%), 负样本: 2519 (73.0%)
2025-05-08 20:33:32 - Epoch 56, 测试集 AUC: 0.8612, PRE: 0.4053, REC: 0.6545, MF1: 0.7149, ACC1: 0.6545, ACC0: 0.8992, Gmean: 0.7672
2025-05-08 20:33:32 - 更新最佳测试结果 (Epoch 56): AUC 0.8612, PRE 0.4053, REC 0.6545, MF1 0.7149, ACC1 0.6545, ACC0 0.8992, Gmean 0.7672
2025-05-08 20:33:32 - Epoch 56, val mf1: 0.7104, val ACC1: 0.6442, val ACC0: 0.8979, val Gmean: 0.7605 (best 0.7104)
2025-05-08 20:33:32 - Epoch 57 伪标签: 正样本: 954 (27.6%), 负样本: 2499 (72.4%)
2025-05-08 20:33:32 - Epoch 57, 测试集 AUC: 0.8706, PRE: 0.4458, REC: 0.6485, MF1: 0.7331, ACC1: 0.6485, ACC0: 0.9154, Gmean: 0.7705
2025-05-08 20:33:32 - 更新最佳测试结果 (Epoch 57): AUC 0.8706, PRE 0.4458, REC 0.6485, MF1 0.7331, ACC1 0.6485, ACC0 0.9154, Gmean 0.7705
2025-05-08 20:33:32 - Epoch 57, val mf1: 0.7230, val ACC1: 0.6196, val ACC0: 0.9147, val Gmean: 0.7528 (best 0.7230)
2025-05-08 20:33:32 - Epoch 58 伪标签: 正样本: 931 (27.0%), 负样本: 2522 (73.0%)
2025-05-08 20:33:32 - Epoch 58, 测试集 AUC: 0.8694, PRE: 0.4409, REC: 0.6333, MF1: 0.7285, ACC1: 0.6333, ACC0: 0.9157, Gmean: 0.7615
2025-05-08 20:33:32 - Epoch 58, val mf1: 0.7201, val ACC1: 0.6135, val ACC0: 0.9140, val Gmean: 0.7488 (best 0.7230)
2025-05-08 20:33:33 - Epoch 59 伪标签: 正样本: 924 (26.8%), 负样本: 2529 (73.2%)
2025-05-08 20:33:33 - Epoch 59, 测试集 AUC: 0.8658, PRE: 0.4247, REC: 0.6152, MF1: 0.7185, ACC1: 0.6152, ACC0: 0.9125, Gmean: 0.7492
2025-05-08 20:33:33 - Epoch 59, val mf1: 0.7108, val ACC1: 0.5951, val ACC0: 0.9114, val Gmean: 0.7365 (best 0.7230)
2025-05-08 20:33:33 - Epoch 60 伪标签: 正样本: 933 (27.0%), 负样本: 2520 (73.0%)
2025-05-08 20:33:33 - Epoch 60, 有标签损失: 0.0043, 一致性损失: 0.1178, 伪标签损失: 0.9049, LPL损失: 5.6633, 聚类损失: 12.3122, 总损失: 0.2020
2025-05-08 20:33:33 - Epoch 60, 测试集 AUC: 0.8658, PRE: 0.4336, REC: 0.6030, MF1: 0.7205, ACC1: 0.6030, ACC0: 0.9173, Gmean: 0.7437
2025-05-08 20:33:33 - Epoch 60, val mf1: 0.7072, val ACC1: 0.5706, val ACC0: 0.9153, val Gmean: 0.7227 (best 0.7230)
2025-05-08 20:33:34 - Epoch 61 伪标签: 正样本: 908 (26.3%), 负样本: 2545 (73.7%)
2025-05-08 20:33:34 - Epoch 61, 测试集 AUC: 0.8694, PRE: 0.4751, REC: 0.5788, MF1: 0.7328, ACC1: 0.5788, ACC0: 0.9329, Gmean: 0.7348
2025-05-08 20:33:34 - Epoch 61, val mf1: 0.7171, val ACC1: 0.5521, val ACC0: 0.9282, val Gmean: 0.7159 (best 0.7230)
2025-05-08 20:33:34 - Epoch 62 伪标签: 正样本: 891 (25.8%), 负样本: 2562 (74.2%)
2025-05-08 20:33:34 - Epoch 62, 测试集 AUC: 0.8750, PRE: 0.4594, REC: 0.6515, MF1: 0.7395, ACC1: 0.6515, ACC0: 0.9195, Gmean: 0.7740
2025-05-08 20:33:34 - 更新最佳测试结果 (Epoch 62): AUC 0.8750, PRE 0.4594, REC 0.6515, MF1 0.7395, ACC1 0.6515, ACC0 0.9195, Gmean 0.7740
2025-05-08 20:33:34 - Epoch 62, val mf1: 0.7296, val ACC1: 0.6196, val ACC0: 0.9198, val Gmean: 0.7550 (best 0.7296)
2025-05-08 20:33:34 - Epoch 63 伪标签: 正样本: 887 (25.7%), 负样本: 2566 (74.3%)
2025-05-08 20:33:35 - Epoch 63, 测试集 AUC: 0.8780, PRE: 0.5351, REC: 0.5545, MF1: 0.7479, ACC1: 0.5545, ACC0: 0.9494, Gmean: 0.7256
2025-05-08 20:33:35 - 更新最佳测试结果 (Epoch 63): AUC 0.8780, PRE 0.5351, REC 0.5545, MF1 0.7479, ACC1 0.5545, ACC0 0.9494, Gmean 0.7256
2025-05-08 20:33:35 - Epoch 63, val mf1: 0.7331, val ACC1: 0.5399, val ACC0: 0.9431, val Gmean: 0.7136 (best 0.7331)
2025-05-08 20:33:35 - Epoch 64 伪标签: 正样本: 906 (26.2%), 负样本: 2547 (73.8%)
2025-05-08 20:33:35 - Epoch 64, 测试集 AUC: 0.8783, PRE: 0.5260, REC: 0.5515, MF1: 0.7444, ACC1: 0.5515, ACC0: 0.9478, Gmean: 0.7230
2025-05-08 20:33:35 - 更新最佳测试结果 (Epoch 64): AUC 0.8783, PRE 0.5260, REC 0.5515, MF1 0.7444, ACC1 0.5515, ACC0 0.9478, Gmean 0.7230
2025-05-08 20:33:35 - Epoch 64, val mf1: 0.7317, val ACC1: 0.5337, val ACC0: 0.9438, val Gmean: 0.7097 (best 0.7331)
2025-05-08 20:33:35 - Epoch 65 伪标签: 正样本: 911 (26.4%), 负样本: 2542 (73.6%)
2025-05-08 20:33:35 - Epoch 65, 测试集 AUC: 0.8843, PRE: 0.5660, REC: 0.5455, MF1: 0.7549, ACC1: 0.5455, ACC0: 0.9561, Gmean: 0.7222
2025-05-08 20:33:35 - 更新最佳测试结果 (Epoch 65): AUC 0.8843, PRE 0.5660, REC 0.5455, MF1 0.7549, ACC1 0.5455, ACC0 0.9561, Gmean 0.7222
2025-05-08 20:33:35 - Epoch 65, val mf1: 0.7483, val ACC1: 0.5337, val ACC0: 0.9548, val Gmean: 0.7139 (best 0.7483)
2025-05-08 20:33:35 - Epoch 66 伪标签: 正样本: 918 (26.6%), 负样本: 2535 (73.4%)
2025-05-08 20:33:36 - Epoch 66, 测试集 AUC: 0.8907, PRE: 0.5671, REC: 0.6273, MF1: 0.7754, ACC1: 0.6273, ACC0: 0.9497, Gmean: 0.7718
2025-05-08 20:33:36 - 更新最佳测试结果 (Epoch 66): AUC 0.8907, PRE 0.5671, REC 0.6273, MF1 0.7754, ACC1 0.6273, ACC0 0.9497, Gmean 0.7718
2025-05-08 20:33:36 - Epoch 66, val mf1: 0.7608, val ACC1: 0.6012, val ACC0: 0.9463, val Gmean: 0.7543 (best 0.7608)
2025-05-08 20:33:36 - Epoch 67 伪标签: 正样本: 930 (26.9%), 负样本: 2523 (73.1%)
2025-05-08 20:33:36 - Epoch 67, 测试集 AUC: 0.8938, PRE: 0.6119, REC: 0.6212, MF1: 0.7880, ACC1: 0.6212, ACC0: 0.9587, Gmean: 0.7717
2025-05-08 20:33:36 - 更新最佳测试结果 (Epoch 67): AUC 0.8938, PRE 0.6119, REC 0.6212, MF1 0.7880, ACC1 0.6212, ACC0 0.9587, Gmean 0.7717
2025-05-08 20:33:36 - Epoch 67, val mf1: 0.7728, val ACC1: 0.5890, val ACC0: 0.9567, val Gmean: 0.7506 (best 0.7728)
2025-05-08 20:33:36 - Epoch 68 伪标签: 正样本: 892 (25.8%), 负样本: 2561 (74.2%)
2025-05-08 20:33:37 - Epoch 68, 测试集 AUC: 0.8943, PRE: 0.6301, REC: 0.6091, MF1: 0.7901, ACC1: 0.6091, ACC0: 0.9625, Gmean: 0.7657
2025-05-08 20:33:37 - 更新最佳测试结果 (Epoch 68): AUC 0.8943, PRE 0.6301, REC 0.6091, MF1 0.7901, ACC1 0.6091, ACC0 0.9625, Gmean 0.7657
2025-05-08 20:33:37 - Epoch 68, val mf1: 0.7746, val ACC1: 0.5767, val ACC0: 0.9606, val Gmean: 0.7443 (best 0.7746)
2025-05-08 20:33:37 - Epoch 69 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 20:33:37 - Epoch 69, 测试集 AUC: 0.8922, PRE: 0.6370, REC: 0.5848, MF1: 0.7853, ACC1: 0.5848, ACC0: 0.9650, Gmean: 0.7513
2025-05-08 20:33:37 - Epoch 69, val mf1: 0.7681, val ACC1: 0.5460, val ACC0: 0.9638, val Gmean: 0.7254 (best 0.7746)
2025-05-08 20:33:37 - Epoch 70 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:33:37 - Epoch 70, 有标签损失: 0.0103, 一致性损失: 0.0646, 伪标签损失: 0.7601, LPL损失: 12.7398, 聚类损失: 7.8781, 总损失: 0.2759
2025-05-08 20:33:38 - Epoch 70, 测试集 AUC: 0.8907, PRE: 0.6454, REC: 0.5515, MF1: 0.7778, ACC1: 0.5515, ACC0: 0.9682, Gmean: 0.7307
2025-05-08 20:33:38 - Epoch 70, val mf1: 0.7603, val ACC1: 0.5215, val ACC0: 0.9651, val Gmean: 0.7094 (best 0.7746)
2025-05-08 20:33:38 - Epoch 71 伪标签: 正样本: 896 (25.9%), 负样本: 2557 (74.1%)
2025-05-08 20:33:38 - Epoch 71, 测试集 AUC: 0.8851, PRE: 0.5225, REC: 0.5970, MF1: 0.7536, ACC1: 0.5970, ACC0: 0.9427, Gmean: 0.7502
2025-05-08 20:33:38 - Epoch 71, val mf1: 0.7495, val ACC1: 0.5706, val ACC0: 0.9463, val Gmean: 0.7348 (best 0.7746)
2025-05-08 20:33:38 - Epoch 72 伪标签: 正样本: 879 (25.5%), 负样本: 2574 (74.5%)
2025-05-08 20:33:38 - Epoch 72, 测试集 AUC: 0.8806, PRE: 0.6029, REC: 0.5061, MF1: 0.7536, ACC1: 0.5061, ACC0: 0.9650, Gmean: 0.6988
2025-05-08 20:33:38 - Epoch 72, val mf1: 0.7447, val ACC1: 0.4969, val ACC0: 0.9619, val Gmean: 0.6914 (best 0.7746)
2025-05-08 20:33:38 - Epoch 73 伪标签: 正样本: 856 (24.8%), 负样本: 2597 (75.2%)
2025-05-08 20:33:39 - Epoch 73, 测试集 AUC: 0.8771, PRE: 0.6015, REC: 0.4758, MF1: 0.7439, ACC1: 0.4758, ACC0: 0.9669, Gmean: 0.6782
2025-05-08 20:33:39 - Epoch 73, val mf1: 0.7443, val ACC1: 0.4785, val ACC0: 0.9664, val Gmean: 0.6800 (best 0.7746)
2025-05-08 20:33:39 - Epoch 74 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:33:39 - Epoch 74, 测试集 AUC: 0.8759, PRE: 0.6322, REC: 0.4636, MF1: 0.7466, ACC1: 0.4636, ACC0: 0.9717, Gmean: 0.6712
2025-05-08 20:33:39 - Epoch 74, val mf1: 0.7488, val ACC1: 0.4663, val ACC0: 0.9722, val Gmean: 0.6733 (best 0.7746)
2025-05-08 20:33:39 - Epoch 75 伪标签: 正样本: 839 (24.3%), 负样本: 2614 (75.7%)
2025-05-08 20:33:40 - Epoch 75, 测试集 AUC: 0.8754, PRE: 0.5847, REC: 0.5333, MF1: 0.7568, ACC1: 0.5333, ACC0: 0.9602, Gmean: 0.7156
2025-05-08 20:33:40 - Epoch 75, val mf1: 0.7505, val ACC1: 0.5031, val ACC0: 0.9638, val Gmean: 0.6963 (best 0.7746)
2025-05-08 20:33:40 - Epoch 76 伪标签: 正样本: 847 (24.5%), 负样本: 2606 (75.5%)
2025-05-08 20:33:40 - Epoch 76, 测试集 AUC: 0.8750, PRE: 0.6135, REC: 0.5242, MF1: 0.7617, ACC1: 0.5242, ACC0: 0.9653, Gmean: 0.7114
2025-05-08 20:33:40 - Epoch 76, val mf1: 0.7615, val ACC1: 0.5031, val ACC0: 0.9703, val Gmean: 0.6986 (best 0.7746)
2025-05-08 20:33:40 - Epoch 77 伪标签: 正样本: 838 (24.3%), 负样本: 2615 (75.7%)
2025-05-08 20:33:41 - Epoch 77, 测试集 AUC: 0.8700, PRE: 0.5979, REC: 0.5182, MF1: 0.7560, ACC1: 0.5182, ACC0: 0.9634, Gmean: 0.7066
2025-05-08 20:33:41 - Epoch 77, val mf1: 0.7522, val ACC1: 0.4969, val ACC0: 0.9664, val Gmean: 0.6930 (best 0.7746)
2025-05-08 20:33:41 - Epoch 78 伪标签: 正样本: 981 (28.4%), 负样本: 2472 (71.6%)
2025-05-08 20:33:41 - Epoch 78, 测试集 AUC: 0.8698, PRE: 0.6014, REC: 0.5121, MF1: 0.7551, ACC1: 0.5121, ACC0: 0.9644, Gmean: 0.7028
2025-05-08 20:33:41 - Epoch 78, val mf1: 0.7518, val ACC1: 0.4908, val ACC0: 0.9677, val Gmean: 0.6892 (best 0.7746)
2025-05-08 20:33:41 - Epoch 79 伪标签: 正样本: 305 (8.8%), 负样本: 3148 (91.2%)
2025-05-08 20:33:41 - Epoch 79, 测试集 AUC: 0.9017, PRE: 0.7138, REC: 0.6273, MF1: 0.8176, ACC1: 0.6273, ACC0: 0.9736, Gmean: 0.7815
2025-05-08 20:33:41 - 更新最佳测试结果 (Epoch 79): AUC 0.9017, PRE 0.7138, REC 0.6273, MF1 0.8176, ACC1 0.6273, ACC0 0.9736, Gmean 0.7815
2025-05-08 20:33:41 - Epoch 79, val mf1: 0.8137, val ACC1: 0.6074, val ACC0: 0.9754, val Gmean: 0.7697 (best 0.8137)
2025-05-08 20:33:41 - Epoch 80 伪标签: 正样本: 978 (28.3%), 负样本: 2475 (71.7%)
2025-05-08 20:33:42 - Epoch 80, 有标签损失: 0.0081, 一致性损失: 0.0318, 伪标签损失: 0.9754, LPL损失: 20.1897, 聚类损失: 5.2962, 总损失: 0.3971
2025-05-08 20:33:42 - Epoch 80, 测试集 AUC: 0.9185, PRE: 0.9316, REC: 0.6606, MF1: 0.8765, ACC1: 0.6606, ACC0: 0.9949, Gmean: 0.8107
2025-05-08 20:33:42 - 更新最佳测试结果 (Epoch 80): AUC 0.9185, PRE 0.9316, REC 0.6606, MF1 0.8765, ACC1 0.6606, ACC0 0.9949, Gmean 0.8107
2025-05-08 20:33:42 - Epoch 80, val mf1: 0.8666, val ACC1: 0.6319, val ACC0: 0.9955, val Gmean: 0.7931 (best 0.8666)
2025-05-08 20:33:42 - Epoch 81 伪标签: 正样本: 918 (26.6%), 负样本: 2535 (73.4%)
2025-05-08 20:33:42 - Epoch 81, 测试集 AUC: 0.9219, PRE: 0.9367, REC: 0.6727, MF1: 0.8819, ACC1: 0.6727, ACC0: 0.9952, Gmean: 0.8182
2025-05-08 20:33:42 - 更新最佳测试结果 (Epoch 81): AUC 0.9219, PRE 0.9367, REC 0.6727, MF1 0.8819, ACC1 0.6727, ACC0 0.9952, Gmean 0.8182
2025-05-08 20:33:42 - Epoch 81, val mf1: 0.8651, val ACC1: 0.6319, val ACC0: 0.9948, val Gmean: 0.7929 (best 0.8666)
2025-05-08 20:33:42 - Epoch 82 伪标签: 正样本: 179 (5.2%), 负样本: 3274 (94.8%)
2025-05-08 20:33:43 - Epoch 82, 测试集 AUC: 0.9251, PRE: 0.9539, REC: 0.6273, MF1: 0.8680, ACC1: 0.6273, ACC0: 0.9968, Gmean: 0.7907
2025-05-08 20:33:43 - 更新最佳测试结果 (Epoch 82): AUC 0.9251, PRE 0.9539, REC 0.6273, MF1 0.8680, ACC1 0.6273, ACC0 0.9968, Gmean 0.7907
2025-05-08 20:33:43 - Epoch 82, val mf1: 0.8623, val ACC1: 0.6135, val ACC0: 0.9968, val Gmean: 0.7820 (best 0.8666)
2025-05-08 20:33:43 - Epoch 83 伪标签: 正样本: 190 (5.5%), 负样本: 3263 (94.5%)
2025-05-08 20:33:43 - Epoch 83, 测试集 AUC: 0.9265, PRE: 0.9015, REC: 0.7212, MF1: 0.8914, ACC1: 0.7212, ACC0: 0.9917, Gmean: 0.8457
2025-05-08 20:33:43 - 更新最佳测试结果 (Epoch 83): AUC 0.9265, PRE 0.9015, REC 0.7212, MF1 0.8914, ACC1 0.7212, ACC0 0.9917, Gmean 0.8457
2025-05-08 20:33:43 - Epoch 83, val mf1: 0.8591, val ACC1: 0.6626, val ACC0: 0.9871, val Gmean: 0.8087 (best 0.8666)
2025-05-08 20:33:43 - Epoch 84 伪标签: 正样本: 922 (26.7%), 负样本: 2531 (73.3%)
2025-05-08 20:33:44 - Epoch 84, 测试集 AUC: 0.9262, PRE: 0.9049, REC: 0.7212, MF1: 0.8921, ACC1: 0.7212, ACC0: 0.9920, Gmean: 0.8459
2025-05-08 20:33:44 - Epoch 84, val mf1: 0.8606, val ACC1: 0.6626, val ACC0: 0.9877, val Gmean: 0.8090 (best 0.8666)
2025-05-08 20:33:44 - Epoch 85 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 20:33:44 - Epoch 85, 测试集 AUC: 0.9239, PRE: 0.9517, REC: 0.5970, MF1: 0.8557, ACC1: 0.5970, ACC0: 0.9968, Gmean: 0.7714
2025-05-08 20:33:44 - Epoch 85, val mf1: 0.8548, val ACC1: 0.5951, val ACC0: 0.9968, val Gmean: 0.7702 (best 0.8666)
2025-05-08 20:33:44 - Epoch 86 伪标签: 正样本: 1003 (29.0%), 负样本: 2450 (71.0%)
2025-05-08 20:33:45 - Epoch 86, 测试集 AUC: 0.9181, PRE: 0.9330, REC: 0.6333, MF1: 0.8666, ACC1: 0.6333, ACC0: 0.9952, Gmean: 0.7939
2025-05-08 20:33:45 - Epoch 86, val mf1: 0.8617, val ACC1: 0.6196, val ACC0: 0.9955, val Gmean: 0.7854 (best 0.8666)
2025-05-08 20:33:45 - Epoch 87 伪标签: 正样本: 1172 (33.9%), 负样本: 2281 (66.1%)
2025-05-08 20:33:45 - Epoch 87, 测试集 AUC: 0.9115, PRE: 0.9000, REC: 0.6818, MF1: 0.8777, ACC1: 0.6818, ACC0: 0.9920, Gmean: 0.8224
2025-05-08 20:33:45 - Epoch 87, val mf1: 0.8546, val ACC1: 0.6319, val ACC0: 0.9903, val Gmean: 0.7911 (best 0.8666)
2025-05-08 20:33:45 - Epoch 88 伪标签: 正样本: 1291 (37.4%), 负样本: 2162 (62.6%)
2025-05-08 20:33:45 - Epoch 88, 测试集 AUC: 0.9060, PRE: 0.9355, REC: 0.6152, MF1: 0.8601, ACC1: 0.6152, ACC0: 0.9955, Gmean: 0.7826
2025-05-08 20:33:45 - Epoch 88, val mf1: 0.8573, val ACC1: 0.6012, val ACC0: 0.9968, val Gmean: 0.7741 (best 0.8666)
2025-05-08 20:33:46 - Epoch 89 伪标签: 正样本: 1304 (37.8%), 负样本: 2149 (62.2%)
2025-05-08 20:33:46 - Epoch 89, 测试集 AUC: 0.9004, PRE: 0.9309, REC: 0.6121, MF1: 0.8581, ACC1: 0.6121, ACC0: 0.9952, Gmean: 0.7805
2025-05-08 20:33:46 - Epoch 89, val mf1: 0.8522, val ACC1: 0.5890, val ACC0: 0.9968, val Gmean: 0.7662 (best 0.8666)
2025-05-08 20:33:46 - Epoch 90 伪标签: 正样本: 1242 (36.0%), 负样本: 2211 (64.0%)
2025-05-08 20:33:46 - Epoch 90, 有标签损失: 0.0157, 一致性损失: 0.0179, 伪标签损失: 0.6992, LPL损失: 17.7626, 聚类损失: 3.6250, 总损失: 0.3988
2025-05-08 20:33:46 - Epoch 90, 测试集 AUC: 0.8927, PRE: 0.9202, REC: 0.5939, MF1: 0.8492, ACC1: 0.5939, ACC0: 0.9946, Gmean: 0.7686
2025-05-08 20:33:46 - Epoch 90, val mf1: 0.8492, val ACC1: 0.5890, val ACC0: 0.9955, val Gmean: 0.7657 (best 0.8666)
2025-05-08 20:33:47 - Epoch 91 伪标签: 正样本: 1162 (33.7%), 负样本: 2291 (66.3%)
2025-05-08 20:33:47 - Epoch 91, 测试集 AUC: 0.8848, PRE: 0.9019, REC: 0.5848, MF1: 0.8424, ACC1: 0.5848, ACC0: 0.9933, Gmean: 0.7622
2025-05-08 20:33:47 - Epoch 91, val mf1: 0.8451, val ACC1: 0.5828, val ACC0: 0.9948, val Gmean: 0.7615 (best 0.8666)
2025-05-08 20:33:47 - Epoch 92 伪标签: 正样本: 1053 (30.5%), 负样本: 2400 (69.5%)
2025-05-08 20:33:47 - Epoch 92, 测试集 AUC: 0.8817, PRE: 0.9041, REC: 0.6000, MF1: 0.8487, ACC1: 0.6000, ACC0: 0.9933, Gmean: 0.7720
2025-05-08 20:33:47 - Epoch 92, val mf1: 0.8447, val ACC1: 0.5890, val ACC0: 0.9935, val Gmean: 0.7650 (best 0.8666)
2025-05-08 20:33:48 - Epoch 93 伪标签: 正样本: 1035 (30.0%), 负样本: 2418 (70.0%)
2025-05-08 20:33:48 - Epoch 93, 测试集 AUC: 0.8781, PRE: 0.9227, REC: 0.5424, MF1: 0.8287, ACC1: 0.5424, ACC0: 0.9952, Gmean: 0.7347
2025-05-08 20:33:48 - Epoch 93, val mf1: 0.8392, val ACC1: 0.5583, val ACC0: 0.9968, val Gmean: 0.7460 (best 0.8666)
2025-05-08 20:33:48 - Epoch 94 伪标签: 正样本: 966 (28.0%), 负样本: 2487 (72.0%)
2025-05-08 20:33:48 - Epoch 94, 测试集 AUC: 0.8816, PRE: 0.9204, REC: 0.5606, MF1: 0.8359, ACC1: 0.5606, ACC0: 0.9949, Gmean: 0.7468
2025-05-08 20:33:48 - Epoch 94, val mf1: 0.8460, val ACC1: 0.5706, val ACC0: 0.9974, val Gmean: 0.7544 (best 0.8666)
2025-05-08 20:33:48 - Epoch 95 伪标签: 正样本: 1145 (33.2%), 负样本: 2308 (66.8%)
2025-05-08 20:33:49 - Epoch 95, 测试集 AUC: 0.8808, PRE: 0.9242, REC: 0.5909, MF1: 0.8487, ACC1: 0.5909, ACC0: 0.9949, Gmean: 0.7667
2025-05-08 20:33:49 - Epoch 95, val mf1: 0.8481, val ACC1: 0.5828, val ACC0: 0.9961, val Gmean: 0.7619 (best 0.8666)
2025-05-08 20:33:49 - Epoch 96 伪标签: 正样本: 1125 (32.6%), 负样本: 2328 (67.4%)
2025-05-08 20:33:49 - Epoch 96, 测试集 AUC: 0.8744, PRE: 0.9171, REC: 0.6030, MF1: 0.8522, ACC1: 0.6030, ACC0: 0.9943, Gmean: 0.7743
2025-05-08 20:33:49 - Epoch 96, val mf1: 0.8436, val ACC1: 0.5828, val ACC0: 0.9942, val Gmean: 0.7612 (best 0.8666)
2025-05-08 20:33:49 - Epoch 97 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 20:33:49 - Epoch 97, 测试集 AUC: 0.8728, PRE: 0.9037, REC: 0.5970, MF1: 0.8475, ACC1: 0.5970, ACC0: 0.9933, Gmean: 0.7701
2025-05-08 20:33:49 - Epoch 97, val mf1: 0.8425, val ACC1: 0.5767, val ACC0: 0.9948, val Gmean: 0.7574 (best 0.8666)
2025-05-08 20:33:49 - Epoch 98 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 20:33:50 - Epoch 98, 测试集 AUC: 0.8787, PRE: 0.8411, REC: 0.6576, MF1: 0.8569, ACC1: 0.6576, ACC0: 0.9870, Gmean: 0.8056
2025-05-08 20:33:50 - Epoch 98, val mf1: 0.8401, val ACC1: 0.6135, val ACC0: 0.9871, val Gmean: 0.7782 (best 0.8666)
2025-05-08 20:33:50 - Epoch 99 伪标签: 正样本: 1277 (37.0%), 负样本: 2176 (63.0%)
2025-05-08 20:33:50 - Epoch 99, 测试集 AUC: 0.8846, PRE: 0.8879, REC: 0.6242, MF1: 0.8548, ACC1: 0.6242, ACC0: 0.9917, Gmean: 0.7868
2025-05-08 20:33:50 - Epoch 99, val mf1: 0.8442, val ACC1: 0.5951, val ACC0: 0.9922, val Gmean: 0.7684 (best 0.8666)
2025-05-08 20:33:50 - time cost: 41.26 s
2025-05-08 20:33:50 - 基于验证集最佳模型的测试结果: REC 66.06 PRE 93.16 MF1 87.65 AUC 91.85 ACC1 66.06 ACC0 99.49 Gmean 81.07
2025-05-08 20:33:50 - 测试集上观察到的最佳结果 (Epoch 83): AUC 92.65 PRE 90.15 REC 72.12 MF1 89.14 ACC1 72.12 ACC0 99.17 Gmean 84.57
2025-05-08 20:34:17 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:34:17 - 无标签数据数量: 3453
2025-05-08 20:34:17 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:34:17 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:34:17 - 伪标签策略：
2025-05-08 20:34:17 -   使用模型输出和聚类结果的融合
2025-05-08 20:34:18 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:34:18 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 4.3456, 聚类损失: 101.1132, 总损失: 4.1540
2025-05-08 20:34:18 - Epoch 0, 测试集 AUC: 0.7783, PRE: 0.2718, REC: 0.5576, MF1: 0.6289, ACC1: 0.5576, ACC0: 0.8432, Gmean: 0.6857
2025-05-08 20:34:18 - 更新最佳测试结果 (Epoch 0): AUC 0.7783, PRE 0.2718, REC 0.5576, MF1 0.6289, ACC1 0.5576, ACC0 0.8432, Gmean 0.6857
2025-05-08 20:34:18 - Epoch 0, val mf1: 0.6006, val ACC1: 0.5215, val ACC0: 0.8209, val Gmean: 0.6543 (best 0.6006)
2025-05-08 20:34:18 - Epoch 1 伪标签: 正样本: 503 (14.6%), 负样本: 2950 (85.4%)
2025-05-08 20:34:19 - Epoch 1, 测试集 AUC: 0.8151, PRE: 0.3493, REC: 0.4636, MF1: 0.6618, ACC1: 0.4636, ACC0: 0.9094, Gmean: 0.6493
2025-05-08 20:34:19 - 更新最佳测试结果 (Epoch 1): AUC 0.8151, PRE 0.3493, REC 0.4636, MF1 0.6618, ACC1 0.4636, ACC0 0.9094, Gmean 0.6493
2025-05-08 20:34:19 - Epoch 1, val mf1: 0.6357, val ACC1: 0.4417, val ACC0: 0.8914, val Gmean: 0.6275 (best 0.6357)
2025-05-08 20:34:19 - Epoch 2 伪标签: 正样本: 165 (4.8%), 负样本: 3288 (95.2%)
2025-05-08 20:34:19 - Epoch 2, 测试集 AUC: 0.8166, PRE: 0.3321, REC: 0.2758, MF1: 0.6174, ACC1: 0.2758, ACC0: 0.9418, Gmean: 0.5096
2025-05-08 20:34:19 - 更新最佳测试结果 (Epoch 2): AUC 0.8166, PRE 0.3321, REC 0.2758, MF1 0.6174, ACC1 0.2758, ACC0 0.9418, Gmean 0.5096
2025-05-08 20:34:19 - Epoch 2, val mf1: 0.6325, val ACC1: 0.3252, val ACC0: 0.9341, val Gmean: 0.5511 (best 0.6357)
2025-05-08 20:34:19 - Epoch 3 伪标签: 正样本: 105 (3.0%), 负样本: 3348 (97.0%)
2025-05-08 20:34:19 - Epoch 3, 测试集 AUC: 0.8174, PRE: 0.3377, REC: 0.2333, MF1: 0.6064, ACC1: 0.2333, ACC0: 0.9520, Gmean: 0.4713
2025-05-08 20:34:19 - 更新最佳测试结果 (Epoch 3): AUC 0.8174, PRE 0.3377, REC 0.2333, MF1 0.6064, ACC1 0.2333, ACC0 0.9520, Gmean 0.4713
2025-05-08 20:34:19 - Epoch 3, val mf1: 0.6160, val ACC1: 0.2577, val ACC0: 0.9489, val Gmean: 0.4945 (best 0.6357)
2025-05-08 20:34:19 - Epoch 4 伪标签: 正样本: 79 (2.3%), 负样本: 3374 (97.7%)
2025-05-08 20:34:20 - Epoch 4, 测试集 AUC: 0.8157, PRE: 0.3318, REC: 0.2242, MF1: 0.6022, ACC1: 0.2242, ACC0: 0.9526, Gmean: 0.4622
2025-05-08 20:34:20 - Epoch 4, val mf1: 0.6181, val ACC1: 0.2577, val ACC0: 0.9509, val Gmean: 0.4950 (best 0.6357)
2025-05-08 20:34:20 - Epoch 5 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:34:20 - Epoch 5, 测试集 AUC: 0.8107, PRE: 0.2946, REC: 0.2303, MF1: 0.5950, ACC1: 0.2303, ACC0: 0.9421, Gmean: 0.4658
2025-05-08 20:34:20 - Epoch 5, val mf1: 0.5973, val ACC1: 0.2577, val ACC0: 0.9302, val Gmean: 0.4896 (best 0.6357)
2025-05-08 20:34:20 - Epoch 6 伪标签: 正样本: 127 (3.7%), 负样本: 3326 (96.3%)
2025-05-08 20:34:20 - Epoch 6, 测试集 AUC: 0.8080, PRE: 0.2671, REC: 0.2485, MF1: 0.5913, ACC1: 0.2485, ACC0: 0.9284, Gmean: 0.4803
2025-05-08 20:34:20 - Epoch 6, val mf1: 0.6033, val ACC1: 0.2945, val ACC0: 0.9186, val Gmean: 0.5201 (best 0.6357)
2025-05-08 20:34:21 - Epoch 7 伪标签: 正样本: 166 (4.8%), 负样本: 3287 (95.2%)
2025-05-08 20:34:21 - Epoch 7, 测试集 AUC: 0.8104, PRE: 0.2938, REC: 0.3000, MF1: 0.6111, ACC1: 0.3000, ACC0: 0.9243, Gmean: 0.5266
2025-05-08 20:34:21 - Epoch 7, val mf1: 0.6148, val ACC1: 0.3252, val ACC0: 0.9166, val Gmean: 0.5459 (best 0.6357)
2025-05-08 20:34:21 - Epoch 8 伪标签: 正样本: 202 (5.8%), 负样本: 3251 (94.2%)
2025-05-08 20:34:21 - Epoch 8, 测试集 AUC: 0.8142, PRE: 0.3092, REC: 0.3364, MF1: 0.6238, ACC1: 0.3364, ACC0: 0.9211, Gmean: 0.5566
2025-05-08 20:34:21 - Epoch 8, val mf1: 0.6416, val ACC1: 0.3988, val ACC0: 0.9134, val Gmean: 0.6035 (best 0.6416)
2025-05-08 20:34:21 - Epoch 9 伪标签: 正样本: 229 (6.6%), 负样本: 3224 (93.4%)
2025-05-08 20:34:22 - Epoch 9, 测试集 AUC: 0.8187, PRE: 0.3299, REC: 0.3939, MF1: 0.6423, ACC1: 0.3939, ACC0: 0.9160, Gmean: 0.6007
2025-05-08 20:34:22 - 更新最佳测试结果 (Epoch 9): AUC 0.8187, PRE 0.3299, REC 0.3939, MF1 0.6423, ACC1 0.3939, ACC0 0.9160, Gmean 0.6007
2025-05-08 20:34:22 - Epoch 9, val mf1: 0.6458, val ACC1: 0.4233, val ACC0: 0.9082, val Gmean: 0.6200 (best 0.6458)
2025-05-08 20:34:22 - Epoch 10 伪标签: 正样本: 436 (12.6%), 负样本: 3017 (87.4%)
2025-05-08 20:34:22 - Epoch 10, 有标签损失: 0.2943, 一致性损失: 0.6141, 伪标签损失: 0.9509, LPL损失: 10.5214, 聚类损失: 43.0877, 总损失: 0.3974
2025-05-08 20:34:22 - Epoch 10, 测试集 AUC: 0.8231, PRE: 0.3544, REC: 0.4758, MF1: 0.6659, ACC1: 0.4758, ACC0: 0.9090, Gmean: 0.6576
2025-05-08 20:34:22 - 更新最佳测试结果 (Epoch 10): AUC 0.8231, PRE 0.3544, REC 0.4758, MF1 0.6659, ACC1 0.4758, ACC0 0.9090, Gmean 0.6576
2025-05-08 20:34:22 - Epoch 10, val mf1: 0.6617, val ACC1: 0.4969, val ACC0: 0.8979, val Gmean: 0.6680 (best 0.6617)
2025-05-08 20:34:22 - Epoch 11 伪标签: 正样本: 447 (12.9%), 负样本: 3006 (87.1%)
2025-05-08 20:34:22 - Epoch 11, 测试集 AUC: 0.8265, PRE: 0.3772, REC: 0.5727, MF1: 0.6904, ACC1: 0.5727, ACC0: 0.9008, Gmean: 0.7183
2025-05-08 20:34:22 - 更新最佳测试结果 (Epoch 11): AUC 0.8265, PRE 0.3772, REC 0.5727, MF1 0.6904, ACC1 0.5727, ACC0 0.9008, Gmean 0.7183
2025-05-08 20:34:22 - Epoch 11, val mf1: 0.6675, val ACC1: 0.5644, val ACC0: 0.8817, val Gmean: 0.7054 (best 0.6675)
2025-05-08 20:34:22 - Epoch 12 伪标签: 正样本: 465 (13.5%), 负样本: 2988 (86.5%)
2025-05-08 20:34:23 - Epoch 12, 测试集 AUC: 0.8278, PRE: 0.3630, REC: 0.4939, MF1: 0.6725, ACC1: 0.4939, ACC0: 0.9090, Gmean: 0.6701
2025-05-08 20:34:23 - 更新最佳测试结果 (Epoch 12): AUC 0.8278, PRE 0.3630, REC 0.4939, MF1 0.6725, ACC1 0.4939, ACC0 0.9090, Gmean 0.6701
2025-05-08 20:34:23 - Epoch 12, val mf1: 0.6765, val ACC1: 0.5276, val ACC0: 0.9017, val Gmean: 0.6898 (best 0.6765)
2025-05-08 20:34:23 - Epoch 13 伪标签: 正样本: 500 (14.5%), 负样本: 2953 (85.5%)
2025-05-08 20:34:23 - Epoch 13, 测试集 AUC: 0.8272, PRE: 0.3553, REC: 0.4909, MF1: 0.6686, ACC1: 0.4909, ACC0: 0.9065, Gmean: 0.6671
2025-05-08 20:34:23 - Epoch 13, val mf1: 0.6793, val ACC1: 0.5399, val ACC0: 0.9005, val Gmean: 0.6972 (best 0.6793)
2025-05-08 20:34:23 - Epoch 14 伪标签: 正样本: 541 (15.7%), 负样本: 2912 (84.3%)
2025-05-08 20:34:23 - Epoch 14, 测试集 AUC: 0.8239, PRE: 0.3431, REC: 0.4970, MF1: 0.6639, ACC1: 0.4970, ACC0: 0.9001, Gmean: 0.6688
2025-05-08 20:34:23 - Epoch 14, val mf1: 0.6764, val ACC1: 0.5460, val ACC0: 0.8959, val Gmean: 0.6994 (best 0.6793)
2025-05-08 20:34:23 - Epoch 15 伪标签: 正样本: 594 (17.2%), 负样本: 2859 (82.8%)
2025-05-08 20:34:24 - Epoch 15, 测试集 AUC: 0.8170, PRE: 0.3327, REC: 0.5606, MF1: 0.6662, ACC1: 0.5606, ACC0: 0.8820, Gmean: 0.7032
2025-05-08 20:34:24 - Epoch 15, val mf1: 0.6687, val ACC1: 0.5767, val ACC0: 0.8791, val Gmean: 0.7120 (best 0.6793)
2025-05-08 20:34:24 - Epoch 16 伪标签: 正样本: 671 (19.4%), 负样本: 2782 (80.6%)
2025-05-08 20:34:24 - Epoch 16, 测试集 AUC: 0.8079, PRE: 0.3054, REC: 0.5636, MF1: 0.6509, ACC1: 0.5636, ACC0: 0.8655, Gmean: 0.6984
2025-05-08 20:34:24 - Epoch 16, val mf1: 0.6559, val ACC1: 0.5828, val ACC0: 0.8643, val Gmean: 0.7097 (best 0.6793)
2025-05-08 20:34:24 - Epoch 17 伪标签: 正样本: 740 (21.4%), 负样本: 2713 (78.6%)
2025-05-08 20:34:24 - Epoch 17, 测试集 AUC: 0.7963, PRE: 0.2797, REC: 0.5424, MF1: 0.6333, ACC1: 0.5424, ACC0: 0.8534, Gmean: 0.6804
2025-05-08 20:34:24 - Epoch 17, val mf1: 0.6410, val ACC1: 0.5890, val ACC0: 0.8462, val Gmean: 0.7059 (best 0.6793)
2025-05-08 20:34:24 - Epoch 18 伪标签: 正样本: 780 (22.6%), 负样本: 2673 (77.4%)
2025-05-08 20:34:25 - Epoch 18, 测试集 AUC: 0.7799, PRE: 0.2691, REC: 0.7030, MF1: 0.6314, ACC1: 0.7030, ACC0: 0.7996, Gmean: 0.7498
2025-05-08 20:34:25 - Epoch 18, val mf1: 0.6266, val ACC1: 0.6994, val ACC0: 0.7944, val Gmean: 0.7454 (best 0.6793)
2025-05-08 20:34:25 - Epoch 19 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:34:25 - Epoch 19, 测试集 AUC: 0.7628, PRE: 0.2519, REC: 0.7091, MF1: 0.6163, ACC1: 0.7091, ACC0: 0.7789, Gmean: 0.7432
2025-05-08 20:34:25 - Epoch 19, val mf1: 0.6168, val ACC1: 0.7117, val ACC0: 0.7783, val Gmean: 0.7442 (best 0.6793)
2025-05-08 20:34:25 - Epoch 20 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:34:25 - Epoch 20, 有标签损失: 0.0203, 一致性损失: 0.6575, 伪标签损失: 1.0256, LPL损失: 3.6131, 聚类损失: 43.9048, 总损失: 0.1231
2025-05-08 20:34:26 - Epoch 20, 测试集 AUC: 0.7483, PRE: 0.2408, REC: 0.7333, MF1: 0.6055, ACC1: 0.7333, ACC0: 0.7573, Gmean: 0.7452
2025-05-08 20:34:26 - Epoch 20, val mf1: 0.6015, val ACC1: 0.7239, val ACC0: 0.7544, val Gmean: 0.7390 (best 0.6793)
2025-05-08 20:34:26 - Epoch 21 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:34:26 - Epoch 21, 测试集 AUC: 0.7368, PRE: 0.2268, REC: 0.7030, MF1: 0.5920, ACC1: 0.7030, ACC0: 0.7484, Gmean: 0.7254
2025-05-08 20:34:26 - Epoch 21, val mf1: 0.5884, val ACC1: 0.6933, val ACC0: 0.7460, val Gmean: 0.7191 (best 0.6793)
2025-05-08 20:34:26 - Epoch 22 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:34:26 - Epoch 22, 测试集 AUC: 0.7280, PRE: 0.2280, REC: 0.7788, MF1: 0.5905, ACC1: 0.7788, ACC0: 0.7233, Gmean: 0.7505
2025-05-08 20:34:26 - Epoch 22, val mf1: 0.5850, val ACC1: 0.7423, val ACC0: 0.7259, val Gmean: 0.7341 (best 0.6793)
2025-05-08 20:34:27 - Epoch 23 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:34:27 - Epoch 23, 测试集 AUC: 0.7219, PRE: 0.2231, REC: 0.8091, MF1: 0.5833, ACC1: 0.8091, ACC0: 0.7042, Gmean: 0.7548
2025-05-08 20:34:27 - Epoch 23, val mf1: 0.5787, val ACC1: 0.7791, val ACC0: 0.7059, val Gmean: 0.7416 (best 0.6793)
2025-05-08 20:34:27 - Epoch 24 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:34:27 - Epoch 24, 测试集 AUC: 0.7189, PRE: 0.2181, REC: 0.8242, MF1: 0.5763, ACC1: 0.8242, ACC0: 0.6899, Gmean: 0.7541
2025-05-08 20:34:27 - Epoch 24, val mf1: 0.5686, val ACC1: 0.7975, val ACC0: 0.6858, val Gmean: 0.7396 (best 0.6793)
2025-05-08 20:34:27 - Epoch 25 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:34:28 - Epoch 25, 测试集 AUC: 0.7193, PRE: 0.2164, REC: 0.8303, MF1: 0.5738, ACC1: 0.8303, ACC0: 0.6845, Gmean: 0.7539
2025-05-08 20:34:28 - Epoch 25, val mf1: 0.5647, val ACC1: 0.7975, val ACC0: 0.6800, val Gmean: 0.7364 (best 0.6793)
2025-05-08 20:34:28 - Epoch 26 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:34:28 - Epoch 26, 测试集 AUC: 0.7213, PRE: 0.2176, REC: 0.8333, MF1: 0.5750, ACC1: 0.8333, ACC0: 0.6854, Gmean: 0.7558
2025-05-08 20:34:28 - Epoch 26, val mf1: 0.5663, val ACC1: 0.8037, val ACC0: 0.6807, val Gmean: 0.7396 (best 0.6793)
2025-05-08 20:34:28 - Epoch 27 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:34:28 - Epoch 27, 测试集 AUC: 0.7249, PRE: 0.2204, REC: 0.8364, MF1: 0.5785, ACC1: 0.8364, ACC0: 0.6896, Gmean: 0.7594
2025-05-08 20:34:28 - Epoch 27, val mf1: 0.5685, val ACC1: 0.8037, val ACC0: 0.6839, val Gmean: 0.7414 (best 0.6793)
2025-05-08 20:34:28 - Epoch 28 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:34:28 - Epoch 28, 测试集 AUC: 0.7298, PRE: 0.2248, REC: 0.8364, MF1: 0.5838, ACC1: 0.8364, ACC0: 0.6972, Gmean: 0.7636
2025-05-08 20:34:28 - Epoch 28, val mf1: 0.5738, val ACC1: 0.8037, val ACC0: 0.6917, val Gmean: 0.7456 (best 0.6793)
2025-05-08 20:34:29 - Epoch 29 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:34:29 - Epoch 29, 测试集 AUC: 0.7350, PRE: 0.2277, REC: 0.8364, MF1: 0.5874, ACC1: 0.8364, ACC0: 0.7023, Gmean: 0.7664
2025-05-08 20:34:29 - Epoch 29, val mf1: 0.5798, val ACC1: 0.7975, val ACC0: 0.7020, val Gmean: 0.7483 (best 0.6793)
2025-05-08 20:34:29 - Epoch 30 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:34:29 - Epoch 30, 有标签损失: 0.0038, 一致性损失: 0.5845, 伪标签损失: 1.1302, LPL损失: 11.3293, 聚类损失: 41.1874, 总损失: 0.1356
2025-05-08 20:34:29 - Epoch 30, 测试集 AUC: 0.7406, PRE: 0.2328, REC: 0.8212, MF1: 0.5941, ACC1: 0.8212, ACC0: 0.7160, Gmean: 0.7668
2025-05-08 20:34:29 - Epoch 30, val mf1: 0.5853, val ACC1: 0.7914, val ACC0: 0.7117, val Gmean: 0.7505 (best 0.6793)
2025-05-08 20:34:29 - Epoch 31 伪标签: 正样本: 838 (24.3%), 负样本: 2615 (75.7%)
2025-05-08 20:34:30 - Epoch 31, 测试集 AUC: 0.7466, PRE: 0.2375, REC: 0.8091, MF1: 0.5999, ACC1: 0.8091, ACC0: 0.7274, Gmean: 0.7672
2025-05-08 20:34:30 - Epoch 31, val mf1: 0.5906, val ACC1: 0.7730, val ACC0: 0.7246, val Gmean: 0.7484 (best 0.6793)
2025-05-08 20:34:30 - Epoch 32 伪标签: 正样本: 836 (24.2%), 负样本: 2617 (75.8%)
2025-05-08 20:34:30 - Epoch 32, 测试集 AUC: 0.7529, PRE: 0.2413, REC: 0.7939, MF1: 0.6044, ACC1: 0.7939, ACC0: 0.7379, Gmean: 0.7654
2025-05-08 20:34:30 - Epoch 32, val mf1: 0.5969, val ACC1: 0.7607, val ACC0: 0.7369, val Gmean: 0.7487 (best 0.6793)
2025-05-08 20:34:30 - Epoch 33 伪标签: 正样本: 832 (24.1%), 负样本: 2621 (75.9%)
2025-05-08 20:34:30 - Epoch 33, 测试集 AUC: 0.7598, PRE: 0.2476, REC: 0.7879, MF1: 0.6112, ACC1: 0.7879, ACC0: 0.7487, Gmean: 0.7681
2025-05-08 20:34:30 - Epoch 33, val mf1: 0.6054, val ACC1: 0.7607, val ACC0: 0.7485, val Gmean: 0.7546 (best 0.6793)
2025-05-08 20:34:30 - Epoch 34 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:34:31 - Epoch 34, 测试集 AUC: 0.7668, PRE: 0.2522, REC: 0.7727, MF1: 0.6161, ACC1: 0.7727, ACC0: 0.7595, Gmean: 0.7661
2025-05-08 20:34:31 - Epoch 34, val mf1: 0.6105, val ACC1: 0.7485, val ACC0: 0.7589, val Gmean: 0.7537 (best 0.6793)
2025-05-08 20:34:31 - Epoch 35 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:34:31 - Epoch 35, 测试集 AUC: 0.7740, PRE: 0.2585, REC: 0.7636, MF1: 0.6221, ACC1: 0.7636, ACC0: 0.7700, Gmean: 0.7668
2025-05-08 20:34:31 - Epoch 35, val mf1: 0.6195, val ACC1: 0.7423, val ACC0: 0.7725, val Gmean: 0.7572 (best 0.6793)
2025-05-08 20:34:31 - Epoch 36 伪标签: 正样本: 816 (23.6%), 负样本: 2637 (76.4%)
2025-05-08 20:34:31 - Epoch 36, 测试集 AUC: 0.7814, PRE: 0.2667, REC: 0.7485, MF1: 0.6297, ACC1: 0.7485, ACC0: 0.7840, Gmean: 0.7661
2025-05-08 20:34:31 - Epoch 36, val mf1: 0.6247, val ACC1: 0.7301, val ACC0: 0.7828, val Gmean: 0.7560 (best 0.6793)
2025-05-08 20:34:31 - Epoch 37 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:34:32 - Epoch 37, 测试集 AUC: 0.7888, PRE: 0.2808, REC: 0.7394, MF1: 0.6417, ACC1: 0.7394, ACC0: 0.8012, Gmean: 0.7697
2025-05-08 20:34:32 - Epoch 37, val mf1: 0.6320, val ACC1: 0.7301, val ACC0: 0.7919, val Gmean: 0.7603 (best 0.6793)
2025-05-08 20:34:32 - Epoch 38 伪标签: 正样本: 805 (23.3%), 负样本: 2648 (76.7%)
2025-05-08 20:34:32 - Epoch 38, 测试集 AUC: 0.7956, PRE: 0.2932, REC: 0.7303, MF1: 0.6514, ACC1: 0.7303, ACC0: 0.8152, Gmean: 0.7716
2025-05-08 20:34:32 - Epoch 38, val mf1: 0.6387, val ACC1: 0.7117, val ACC0: 0.8054, val Gmean: 0.7571 (best 0.6793)
2025-05-08 20:34:32 - Epoch 39 伪标签: 正样本: 790 (22.9%), 负样本: 2663 (77.1%)
2025-05-08 20:34:32 - Epoch 39, 测试集 AUC: 0.8005, PRE: 0.3040, REC: 0.7212, MF1: 0.6593, ACC1: 0.7212, ACC0: 0.8267, Gmean: 0.7721
2025-05-08 20:34:32 - Epoch 39, val mf1: 0.6456, val ACC1: 0.6933, val ACC0: 0.8190, val Gmean: 0.7535 (best 0.6793)
2025-05-08 20:34:32 - Epoch 40 伪标签: 正样本: 789 (22.8%), 负样本: 2664 (77.2%)
2025-05-08 20:34:33 - Epoch 40, 有标签损失: 0.0021, 一致性损失: 0.4748, 伪标签损失: 1.0933, LPL损失: 7.8571, 聚类损失: 34.9964, 总损失: 0.1312
2025-05-08 20:34:33 - Epoch 40, 测试集 AUC: 0.8027, PRE: 0.2980, REC: 0.7576, MF1: 0.6560, ACC1: 0.7576, ACC0: 0.8127, Gmean: 0.7846
2025-05-08 20:34:33 - Epoch 40, val mf1: 0.6498, val ACC1: 0.7362, val ACC0: 0.8112, val Gmean: 0.7728 (best 0.6793)
2025-05-08 20:34:33 - Epoch 41 伪标签: 正样本: 781 (22.6%), 负样本: 2672 (77.4%)
2025-05-08 20:34:33 - Epoch 41, 测试集 AUC: 0.8038, PRE: 0.3013, REC: 0.7515, MF1: 0.6584, ACC1: 0.7515, ACC0: 0.8171, Gmean: 0.7836
2025-05-08 20:34:33 - Epoch 41, val mf1: 0.6526, val ACC1: 0.7362, val ACC0: 0.8145, val Gmean: 0.7743 (best 0.6793)
2025-05-08 20:34:33 - Epoch 42 伪标签: 正样本: 777 (22.5%), 负样本: 2676 (77.5%)
2025-05-08 20:34:33 - Epoch 42, 测试集 AUC: 0.8041, PRE: 0.3034, REC: 0.7485, MF1: 0.6599, ACC1: 0.7485, ACC0: 0.8197, Gmean: 0.7833
2025-05-08 20:34:33 - Epoch 42, val mf1: 0.6532, val ACC1: 0.7362, val ACC0: 0.8151, val Gmean: 0.7747 (best 0.6793)
2025-05-08 20:34:33 - Epoch 43 伪标签: 正样本: 774 (22.4%), 负样本: 2679 (77.6%)
2025-05-08 20:34:34 - Epoch 43, 测试集 AUC: 0.8038, PRE: 0.3033, REC: 0.7455, MF1: 0.6597, ACC1: 0.7455, ACC0: 0.8203, Gmean: 0.7820
2025-05-08 20:34:34 - Epoch 43, val mf1: 0.6522, val ACC1: 0.7301, val ACC0: 0.8158, val Gmean: 0.7717 (best 0.6793)
2025-05-08 20:34:34 - Epoch 44 伪标签: 正样本: 774 (22.4%), 负样本: 2679 (77.6%)
2025-05-08 20:34:34 - Epoch 44, 测试集 AUC: 0.8028, PRE: 0.3022, REC: 0.7455, MF1: 0.6589, ACC1: 0.7455, ACC0: 0.8193, Gmean: 0.7815
2025-05-08 20:34:34 - Epoch 44, val mf1: 0.6511, val ACC1: 0.7301, val ACC0: 0.8145, val Gmean: 0.7711 (best 0.6793)
2025-05-08 20:34:34 - Epoch 45 伪标签: 正样本: 772 (22.4%), 负样本: 2681 (77.6%)
2025-05-08 20:34:34 - Epoch 45, 测试集 AUC: 0.8012, PRE: 0.2995, REC: 0.7424, MF1: 0.6567, ACC1: 0.7424, ACC0: 0.8177, Gmean: 0.7792
2025-05-08 20:34:34 - Epoch 45, val mf1: 0.6484, val ACC1: 0.7239, val ACC0: 0.8132, val Gmean: 0.7673 (best 0.6793)
2025-05-08 20:34:35 - Epoch 46 伪标签: 正样本: 772 (22.4%), 负样本: 2681 (77.6%)
2025-05-08 20:34:35 - Epoch 46, 测试集 AUC: 0.7991, PRE: 0.3005, REC: 0.6939, MF1: 0.6556, ACC1: 0.6939, ACC0: 0.8305, Gmean: 0.7591
2025-05-08 20:34:35 - Epoch 46, val mf1: 0.6459, val ACC1: 0.6748, val ACC0: 0.8248, val Gmean: 0.7461 (best 0.6793)
2025-05-08 20:34:35 - Epoch 47 伪标签: 正样本: 774 (22.4%), 负样本: 2679 (77.6%)
2025-05-08 20:34:35 - Epoch 47, 测试集 AUC: 0.7964, PRE: 0.2936, REC: 0.6939, MF1: 0.6505, ACC1: 0.6939, ACC0: 0.8247, Gmean: 0.7565
2025-05-08 20:34:35 - Epoch 47, val mf1: 0.6442, val ACC1: 0.6748, val ACC0: 0.8229, val Gmean: 0.7452 (best 0.6793)
2025-05-08 20:34:36 - Epoch 48 伪标签: 正样本: 777 (22.5%), 负样本: 2676 (77.5%)
2025-05-08 20:34:36 - Epoch 48, 测试集 AUC: 0.7935, PRE: 0.2888, REC: 0.6939, MF1: 0.6468, ACC1: 0.6939, ACC0: 0.8206, Gmean: 0.7546
2025-05-08 20:34:36 - Epoch 48, val mf1: 0.6419, val ACC1: 0.6810, val ACC0: 0.8184, val Gmean: 0.7465 (best 0.6793)
2025-05-08 20:34:36 - Epoch 49 伪标签: 正样本: 780 (22.6%), 负样本: 2673 (77.4%)
2025-05-08 20:34:36 - Epoch 49, 测试集 AUC: 0.7902, PRE: 0.2861, REC: 0.6970, MF1: 0.6449, ACC1: 0.6970, ACC0: 0.8174, Gmean: 0.7548
2025-05-08 20:34:36 - Epoch 49, val mf1: 0.6374, val ACC1: 0.6871, val ACC0: 0.8112, val Gmean: 0.7466 (best 0.6793)
2025-05-08 20:34:36 - Epoch 50 伪标签: 正样本: 783 (22.7%), 负样本: 2670 (77.3%)
2025-05-08 20:34:36 - Epoch 50, 有标签损失: 0.0016, 一致性损失: 0.4057, 伪标签损失: 1.0847, LPL损失: 5.3910, 聚类损失: 30.6813, 总损失: 0.1325
2025-05-08 20:34:37 - Epoch 50, 测试集 AUC: 0.7873, PRE: 0.2798, REC: 0.6970, MF1: 0.6400, ACC1: 0.6970, ACC0: 0.8117, Gmean: 0.7522
2025-05-08 20:34:37 - Epoch 50, val mf1: 0.6326, val ACC1: 0.6871, val ACC0: 0.8054, val Gmean: 0.7439 (best 0.6793)
2025-05-08 20:34:37 - Epoch 51 伪标签: 正样本: 788 (22.8%), 负样本: 2665 (77.2%)
2025-05-08 20:34:37 - Epoch 51, 测试集 AUC: 0.7855, PRE: 0.2778, REC: 0.6970, MF1: 0.6383, ACC1: 0.6970, ACC0: 0.8098, Gmean: 0.7513
2025-05-08 20:34:37 - Epoch 51, val mf1: 0.6330, val ACC1: 0.6933, val ACC0: 0.8041, val Gmean: 0.7466 (best 0.6793)
2025-05-08 20:34:37 - Epoch 52 伪标签: 正样本: 795 (23.0%), 负样本: 2658 (77.0%)
2025-05-08 20:34:37 - Epoch 52, 测试集 AUC: 0.7843, PRE: 0.2751, REC: 0.6970, MF1: 0.6362, ACC1: 0.6970, ACC0: 0.8073, Gmean: 0.7501
2025-05-08 20:34:37 - Epoch 52, val mf1: 0.6304, val ACC1: 0.6933, val ACC0: 0.8009, val Gmean: 0.7451 (best 0.6793)
2025-05-08 20:34:37 - Epoch 53 伪标签: 正样本: 800 (23.2%), 负样本: 2653 (76.8%)
2025-05-08 20:34:38 - Epoch 53, 测试集 AUC: 0.7841, PRE: 0.2727, REC: 0.6909, MF1: 0.6341, ACC1: 0.6909, ACC0: 0.8066, Gmean: 0.7465
2025-05-08 20:34:38 - Epoch 53, val mf1: 0.6298, val ACC1: 0.6933, val ACC0: 0.8003, val Gmean: 0.7448 (best 0.6793)
2025-05-08 20:34:38 - Epoch 54 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:34:38 - Epoch 54, 测试集 AUC: 0.7844, PRE: 0.2724, REC: 0.6909, MF1: 0.6339, ACC1: 0.6909, ACC0: 0.8063, Gmean: 0.7464
2025-05-08 20:34:38 - Epoch 54, val mf1: 0.6298, val ACC1: 0.6933, val ACC0: 0.8003, val Gmean: 0.7448 (best 0.6793)
2025-05-08 20:34:38 - Epoch 55 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:34:38 - Epoch 55, 测试集 AUC: 0.7848, PRE: 0.2741, REC: 0.6970, MF1: 0.6354, ACC1: 0.6970, ACC0: 0.8063, Gmean: 0.7496
2025-05-08 20:34:38 - Epoch 55, val mf1: 0.6298, val ACC1: 0.6933, val ACC0: 0.8003, val Gmean: 0.7448 (best 0.6793)
2025-05-08 20:34:38 - Epoch 56 伪标签: 正样本: 810 (23.5%), 负样本: 2643 (76.5%)
2025-05-08 20:34:39 - Epoch 56, 测试集 AUC: 0.7855, PRE: 0.2735, REC: 0.6970, MF1: 0.6349, ACC1: 0.6970, ACC0: 0.8057, Gmean: 0.7493
2025-05-08 20:34:39 - Epoch 56, val mf1: 0.6314, val ACC1: 0.6994, val ACC0: 0.8003, val Gmean: 0.7481 (best 0.6793)
2025-05-08 20:34:39 - Epoch 57 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 20:34:39 - Epoch 57, 测试集 AUC: 0.7861, PRE: 0.2740, REC: 0.7000, MF1: 0.6354, ACC1: 0.7000, ACC0: 0.8053, Gmean: 0.7508
2025-05-08 20:34:39 - Epoch 57, val mf1: 0.6314, val ACC1: 0.6994, val ACC0: 0.8003, val Gmean: 0.7481 (best 0.6793)
2025-05-08 20:34:39 - Epoch 58 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 20:34:39 - Epoch 58, 测试集 AUC: 0.7868, PRE: 0.2746, REC: 0.7030, MF1: 0.6359, ACC1: 0.7030, ACC0: 0.8050, Gmean: 0.7523
2025-05-08 20:34:39 - Epoch 58, val mf1: 0.6324, val ACC1: 0.6994, val ACC0: 0.8016, val Gmean: 0.7487 (best 0.6793)
2025-05-08 20:34:39 - Epoch 59 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 20:34:40 - Epoch 59, 测试集 AUC: 0.7875, PRE: 0.2746, REC: 0.7030, MF1: 0.6359, ACC1: 0.7030, ACC0: 0.8050, Gmean: 0.7523
2025-05-08 20:34:40 - Epoch 59, val mf1: 0.6335, val ACC1: 0.6994, val ACC0: 0.8028, val Gmean: 0.7493 (best 0.6793)
2025-05-08 20:34:40 - Epoch 60 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:34:40 - Epoch 60, 有标签损失: 0.0015, 一致性损失: 0.3364, 伪标签损失: 1.0787, LPL损失: 6.2419, 聚类损失: 25.9390, 总损失: 0.1414
2025-05-08 20:34:40 - Epoch 60, 测试集 AUC: 0.7880, PRE: 0.2746, REC: 0.7030, MF1: 0.6359, ACC1: 0.7030, ACC0: 0.8050, Gmean: 0.7523
2025-05-08 20:34:40 - Epoch 60, val mf1: 0.6335, val ACC1: 0.6994, val ACC0: 0.8028, val Gmean: 0.7493 (best 0.6793)
2025-05-08 20:34:40 - Epoch 61 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:34:40 - Epoch 61, 测试集 AUC: 0.7888, PRE: 0.2746, REC: 0.7030, MF1: 0.6359, ACC1: 0.7030, ACC0: 0.8050, Gmean: 0.7523
2025-05-08 20:34:40 - Epoch 61, val mf1: 0.6335, val ACC1: 0.6994, val ACC0: 0.8028, val Gmean: 0.7493 (best 0.6793)
2025-05-08 20:34:41 - Epoch 62 伪标签: 正样本: 845 (24.5%), 负样本: 2608 (75.5%)
2025-05-08 20:34:41 - Epoch 62, 测试集 AUC: 0.7895, PRE: 0.2742, REC: 0.7030, MF1: 0.6356, ACC1: 0.7030, ACC0: 0.8047, Gmean: 0.7522
2025-05-08 20:34:41 - Epoch 62, val mf1: 0.6335, val ACC1: 0.6994, val ACC0: 0.8028, val Gmean: 0.7493 (best 0.6793)
2025-05-08 20:34:41 - Epoch 63 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:34:41 - Epoch 63, 测试集 AUC: 0.7890, PRE: 0.2723, REC: 0.7030, MF1: 0.6340, ACC1: 0.7030, ACC0: 0.8028, Gmean: 0.7513
2025-05-08 20:34:41 - Epoch 63, val mf1: 0.6340, val ACC1: 0.7055, val ACC0: 0.8016, val Gmean: 0.7520 (best 0.6793)
2025-05-08 20:34:41 - Epoch 64 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:34:41 - Epoch 64, 测试集 AUC: 0.7885, PRE: 0.2720, REC: 0.7030, MF1: 0.6338, ACC1: 0.7030, ACC0: 0.8025, Gmean: 0.7511
2025-05-08 20:34:41 - Epoch 64, val mf1: 0.6318, val ACC1: 0.7055, val ACC0: 0.7990, val Gmean: 0.7508 (best 0.6793)
2025-05-08 20:34:42 - Epoch 65 伪标签: 正样本: 868 (25.1%), 负样本: 2585 (74.9%)
2025-05-08 20:34:42 - Epoch 65, 测试集 AUC: 0.7882, PRE: 0.2710, REC: 0.7030, MF1: 0.6330, ACC1: 0.7030, ACC0: 0.8015, Gmean: 0.7507
2025-05-08 20:34:42 - Epoch 65, val mf1: 0.6313, val ACC1: 0.7055, val ACC0: 0.7983, val Gmean: 0.7505 (best 0.6793)
2025-05-08 20:34:42 - Epoch 66 伪标签: 正样本: 871 (25.2%), 负样本: 2582 (74.8%)
2025-05-08 20:34:42 - Epoch 66, 测试集 AUC: 0.7883, PRE: 0.2704, REC: 0.7030, MF1: 0.6324, ACC1: 0.7030, ACC0: 0.8009, Gmean: 0.7504
2025-05-08 20:34:42 - Epoch 66, val mf1: 0.6308, val ACC1: 0.7055, val ACC0: 0.7977, val Gmean: 0.7502 (best 0.6793)
2025-05-08 20:34:42 - Epoch 67 伪标签: 正样本: 872 (25.3%), 负样本: 2581 (74.7%)
2025-05-08 20:34:42 - Epoch 67, 测试集 AUC: 0.7886, PRE: 0.2738, REC: 0.7576, MF1: 0.6360, ACC1: 0.7576, ACC0: 0.7891, Gmean: 0.7732
2025-05-08 20:34:42 - Epoch 67, val mf1: 0.6308, val ACC1: 0.7423, val ACC0: 0.7867, val Gmean: 0.7642 (best 0.6793)
2025-05-08 20:34:42 - Epoch 68 伪标签: 正样本: 878 (25.4%), 负样本: 2575 (74.6%)
2025-05-08 20:34:43 - Epoch 68, 测试集 AUC: 0.7882, PRE: 0.2716, REC: 0.7152, MF1: 0.6336, ACC1: 0.7152, ACC0: 0.7987, Gmean: 0.7558
2025-05-08 20:34:43 - Epoch 68, val mf1: 0.6307, val ACC1: 0.7117, val ACC0: 0.7957, val Gmean: 0.7525 (best 0.6793)
2025-05-08 20:34:43 - Epoch 69 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:34:43 - Epoch 69, 测试集 AUC: 0.7881, PRE: 0.2725, REC: 0.7242, MF1: 0.6345, ACC1: 0.7242, ACC0: 0.7971, Gmean: 0.7598
2025-05-08 20:34:43 - Epoch 69, val mf1: 0.6312, val ACC1: 0.7178, val ACC0: 0.7944, val Gmean: 0.7551 (best 0.6793)
2025-05-08 20:34:43 - Epoch 70 伪标签: 正样本: 908 (26.3%), 负样本: 2545 (73.7%)
2025-05-08 20:34:43 - Epoch 70, 有标签损失: 0.0016, 一致性损失: 0.2548, 伪标签损失: 1.0468, LPL损失: 7.0268, 聚类损失: 21.0690, 总损失: 0.1473
2025-05-08 20:34:43 - Epoch 70, 测试集 AUC: 0.7878, PRE: 0.2751, REC: 0.7879, MF1: 0.6374, ACC1: 0.7879, ACC0: 0.7821, Gmean: 0.7850
2025-05-08 20:34:43 - Epoch 70, val mf1: 0.6332, val ACC1: 0.7791, val ACC0: 0.7789, val Gmean: 0.7790 (best 0.6793)
2025-05-08 20:34:43 - Epoch 71 伪标签: 正样本: 915 (26.5%), 负样本: 2538 (73.5%)
2025-05-08 20:34:44 - Epoch 71, 测试集 AUC: 0.7898, PRE: 0.2756, REC: 0.7909, MF1: 0.6378, ACC1: 0.7909, ACC0: 0.7818, Gmean: 0.7863
2025-05-08 20:34:44 - Epoch 71, val mf1: 0.6341, val ACC1: 0.7853, val ACC0: 0.7783, val Gmean: 0.7818 (best 0.6793)
2025-05-08 20:34:44 - Epoch 72 伪标签: 正样本: 920 (26.6%), 负样本: 2533 (73.4%)
2025-05-08 20:34:44 - Epoch 72, 测试集 AUC: 0.7940, PRE: 0.2757, REC: 0.7303, MF1: 0.6373, ACC1: 0.7303, ACC0: 0.7987, Gmean: 0.7637
2025-05-08 20:34:44 - Epoch 72, val mf1: 0.6367, val ACC1: 0.7362, val ACC0: 0.7957, val Gmean: 0.7654 (best 0.6793)
2025-05-08 20:34:44 - Epoch 73 伪标签: 正样本: 917 (26.6%), 负样本: 2536 (73.4%)
2025-05-08 20:34:44 - Epoch 73, 测试集 AUC: 0.8009, PRE: 0.2800, REC: 0.7273, MF1: 0.6408, ACC1: 0.7273, ACC0: 0.8038, Gmean: 0.7646
2025-05-08 20:34:44 - Epoch 73, val mf1: 0.6411, val ACC1: 0.7301, val ACC0: 0.8028, val Gmean: 0.7656 (best 0.6793)
2025-05-08 20:34:45 - Epoch 74 伪标签: 正样本: 911 (26.4%), 负样本: 2542 (73.6%)
2025-05-08 20:34:45 - Epoch 74, 测试集 AUC: 0.8108, PRE: 0.2923, REC: 0.7848, MF1: 0.6521, ACC1: 0.7848, ACC0: 0.8006, Gmean: 0.7927
2025-05-08 20:34:45 - Epoch 74, val mf1: 0.6461, val ACC1: 0.7730, val ACC0: 0.7964, val Gmean: 0.7846 (best 0.6793)
2025-05-08 20:34:45 - Epoch 75 伪标签: 正样本: 903 (26.2%), 负样本: 2550 (73.8%)
2025-05-08 20:34:45 - Epoch 75, 测试集 AUC: 0.8255, PRE: 0.3069, REC: 0.7848, MF1: 0.6638, ACC1: 0.7848, ACC0: 0.8139, Gmean: 0.7993
2025-05-08 20:34:45 - Epoch 75, val mf1: 0.6557, val ACC1: 0.7669, val ACC0: 0.8093, val Gmean: 0.7878 (best 0.6793)
2025-05-08 20:34:45 - Epoch 76 伪标签: 正样本: 905 (26.2%), 负样本: 2548 (73.8%)
2025-05-08 20:34:46 - Epoch 76, 测试集 AUC: 0.8452, PRE: 0.3456, REC: 0.7121, MF1: 0.6872, ACC1: 0.7121, ACC0: 0.8585, Gmean: 0.7819
2025-05-08 20:34:46 - 更新最佳测试结果 (Epoch 76): AUC 0.8452, PRE 0.3456, REC 0.7121, MF1 0.6872, ACC1 0.7121, ACC0 0.8585, Gmean 0.7819
2025-05-08 20:34:46 - Epoch 76, val mf1: 0.6755, val ACC1: 0.6871, val ACC0: 0.8533, val Gmean: 0.7657 (best 0.6793)
2025-05-08 20:34:46 - Epoch 77 伪标签: 正样本: 900 (26.1%), 负样本: 2553 (73.9%)
2025-05-08 20:34:46 - Epoch 77, 测试集 AUC: 0.8681, PRE: 0.4225, REC: 0.6939, MF1: 0.7285, ACC1: 0.6939, ACC0: 0.9004, Gmean: 0.7905
2025-05-08 20:34:46 - 更新最佳测试结果 (Epoch 77): AUC 0.8681, PRE 0.4225, REC 0.6939, MF1 0.7285, ACC1 0.6939, ACC0 0.9004, Gmean 0.7905
2025-05-08 20:34:46 - Epoch 77, val mf1: 0.7127, val ACC1: 0.6564, val ACC0: 0.8966, val Gmean: 0.7672 (best 0.7127)
2025-05-08 20:34:46 - Epoch 78 伪标签: 正样本: 898 (26.0%), 负样本: 2555 (74.0%)
2025-05-08 20:34:46 - Epoch 78, 测试集 AUC: 0.8819, PRE: 0.4680, REC: 0.6879, MF1: 0.7491, ACC1: 0.6879, ACC0: 0.9179, Gmean: 0.7946
2025-05-08 20:34:46 - 更新最佳测试结果 (Epoch 78): AUC 0.8819, PRE 0.4680, REC 0.6879, MF1 0.7491, ACC1 0.6879, ACC0 0.9179, Gmean 0.7946
2025-05-08 20:34:46 - Epoch 78, val mf1: 0.7416, val ACC1: 0.6503, val ACC0: 0.9211, val Gmean: 0.7740 (best 0.7416)
2025-05-08 20:34:46 - Epoch 79 伪标签: 正样本: 901 (26.1%), 负样本: 2552 (73.9%)
2025-05-08 20:34:46 - Epoch 79, 测试集 AUC: 0.8857, PRE: 0.4859, REC: 0.6788, MF1: 0.7553, ACC1: 0.6788, ACC0: 0.9246, Gmean: 0.7922
2025-05-08 20:34:46 - 更新最佳测试结果 (Epoch 79): AUC 0.8857, PRE 0.4859, REC 0.6788, MF1 0.7553, ACC1 0.6788, ACC0 0.9246, Gmean 0.7922
2025-05-08 20:34:46 - Epoch 79, val mf1: 0.7477, val ACC1: 0.6503, val ACC0: 0.9257, val Gmean: 0.7759 (best 0.7477)
2025-05-08 20:34:47 - Epoch 80 伪标签: 正样本: 883 (25.6%), 负样本: 2570 (74.4%)
2025-05-08 20:34:47 - Epoch 80, 有标签损失: 0.0053, 一致性损失: 0.1316, 伪标签损失: 0.8754, LPL损失: 6.5195, 聚类损失: 13.9281, 总损失: 0.1314
2025-05-08 20:34:47 - Epoch 80, 测试集 AUC: 0.8882, PRE: 0.5097, REC: 0.6364, MF1: 0.7571, ACC1: 0.6364, ACC0: 0.9358, Gmean: 0.7717
2025-05-08 20:34:47 - 更新最佳测试结果 (Epoch 80): AUC 0.8882, PRE 0.5097, REC 0.6364, MF1 0.7571, ACC1 0.6364, ACC0 0.9358, Gmean 0.7717
2025-05-08 20:34:47 - Epoch 80, val mf1: 0.7524, val ACC1: 0.6319, val ACC0: 0.9334, val Gmean: 0.7680 (best 0.7524)
2025-05-08 20:34:47 - Epoch 81 伪标签: 正样本: 879 (25.5%), 负样本: 2574 (74.5%)
2025-05-08 20:34:47 - Epoch 81, 测试集 AUC: 0.8857, PRE: 0.4683, REC: 0.7152, MF1: 0.7534, ACC1: 0.7152, ACC0: 0.9148, Gmean: 0.8088
2025-05-08 20:34:47 - Epoch 81, val mf1: 0.7450, val ACC1: 0.6687, val ACC0: 0.9192, val Gmean: 0.7840 (best 0.7524)
2025-05-08 20:34:47 - Epoch 82 伪标签: 正样本: 883 (25.6%), 负样本: 2570 (74.4%)
2025-05-08 20:34:47 - Epoch 82, 测试集 AUC: 0.8803, PRE: 0.4458, REC: 0.6848, MF1: 0.7385, ACC1: 0.6848, ACC0: 0.9106, Gmean: 0.7897
2025-05-08 20:34:47 - Epoch 82, val mf1: 0.7342, val ACC1: 0.6564, val ACC0: 0.9140, val Gmean: 0.7746 (best 0.7524)
2025-05-08 20:34:47 - Epoch 83 伪标签: 正样本: 878 (25.4%), 负样本: 2575 (74.6%)
2025-05-08 20:34:48 - Epoch 83, 测试集 AUC: 0.8745, PRE: 0.4231, REC: 0.6758, MF1: 0.7265, ACC1: 0.6758, ACC0: 0.9033, Gmean: 0.7813
2025-05-08 20:34:48 - Epoch 83, val mf1: 0.7232, val ACC1: 0.6503, val ACC0: 0.9069, val Gmean: 0.7680 (best 0.7524)
2025-05-08 20:34:48 - Epoch 84 伪标签: 正样本: 885 (25.6%), 负样本: 2568 (74.4%)
2025-05-08 20:34:48 - Epoch 84, 测试集 AUC: 0.8701, PRE: 0.4082, REC: 0.6606, MF1: 0.7171, ACC1: 0.6606, ACC0: 0.8995, Gmean: 0.7708
2025-05-08 20:34:48 - Epoch 84, val mf1: 0.7081, val ACC1: 0.6442, val ACC0: 0.8959, val Gmean: 0.7597 (best 0.7524)
2025-05-08 20:34:48 - Epoch 85 伪标签: 正样本: 878 (25.4%), 负样本: 2575 (74.6%)
2025-05-08 20:34:48 - Epoch 85, 测试集 AUC: 0.8675, PRE: 0.3927, REC: 0.6545, MF1: 0.7085, ACC1: 0.6545, ACC0: 0.8938, Gmean: 0.7649
2025-05-08 20:34:48 - Epoch 85, val mf1: 0.7048, val ACC1: 0.6503, val ACC0: 0.8914, val Gmean: 0.7614 (best 0.7524)
2025-05-08 20:34:48 - Epoch 86 伪标签: 正样本: 884 (25.6%), 负样本: 2569 (74.4%)
2025-05-08 20:34:49 - Epoch 86, 测试集 AUC: 0.8744, PRE: 0.4158, REC: 0.6364, MF1: 0.7176, ACC1: 0.6364, ACC0: 0.9062, Gmean: 0.7594
2025-05-08 20:34:49 - Epoch 86, val mf1: 0.7249, val ACC1: 0.6380, val ACC0: 0.9114, val Gmean: 0.7626 (best 0.7524)
2025-05-08 20:34:49 - Epoch 87 伪标签: 正样本: 880 (25.5%), 负样本: 2573 (74.5%)
2025-05-08 20:34:49 - Epoch 87, 测试集 AUC: 0.8822, PRE: 0.4665, REC: 0.6121, MF1: 0.7357, ACC1: 0.6121, ACC0: 0.9265, Gmean: 0.7531
2025-05-08 20:34:49 - Epoch 87, val mf1: 0.7333, val ACC1: 0.5951, val ACC0: 0.9289, val Gmean: 0.7435 (best 0.7524)
2025-05-08 20:34:49 - Epoch 88 伪标签: 正样本: 885 (25.6%), 负样本: 2568 (74.4%)
2025-05-08 20:34:49 - Epoch 88, 测试集 AUC: 0.8902, PRE: 0.4878, REC: 0.6636, MF1: 0.7535, ACC1: 0.6636, ACC0: 0.9268, Gmean: 0.7843
2025-05-08 20:34:49 - 更新最佳测试结果 (Epoch 88): AUC 0.8902, PRE 0.4878, REC 0.6636, MF1 0.7535, ACC1 0.6636, ACC0 0.9268, Gmean 0.7843
2025-05-08 20:34:49 - Epoch 88, val mf1: 0.7504, val ACC1: 0.6503, val ACC0: 0.9276, val Gmean: 0.7767 (best 0.7524)
2025-05-08 20:34:49 - Epoch 89 伪标签: 正样本: 877 (25.4%), 负样本: 2576 (74.6%)
2025-05-08 20:34:50 - Epoch 89, 测试集 AUC: 0.8970, PRE: 0.5436, REC: 0.6606, MF1: 0.7745, ACC1: 0.6606, ACC0: 0.9418, Gmean: 0.7888
2025-05-08 20:34:50 - 更新最佳测试结果 (Epoch 89): AUC 0.8970, PRE 0.5436, REC 0.6606, MF1 0.7745, ACC1 0.6606, ACC0 0.9418, Gmean 0.7888
2025-05-08 20:34:50 - Epoch 89, val mf1: 0.7602, val ACC1: 0.6380, val ACC0: 0.9373, val Gmean: 0.7733 (best 0.7602)
2025-05-08 20:34:50 - Epoch 90 伪标签: 正样本: 879 (25.5%), 负样本: 2574 (74.5%)
2025-05-08 20:34:50 - Epoch 90, 有标签损失: 0.0048, 一致性损失: 0.0864, 伪标签损失: 0.8262, LPL损失: 13.8938, 聚类损失: 9.7592, 总损失: 0.1752
2025-05-08 20:34:50 - Epoch 90, 测试集 AUC: 0.9013, PRE: 0.5794, REC: 0.6636, MF1: 0.7877, ACC1: 0.6636, ACC0: 0.9494, Gmean: 0.7938
2025-05-08 20:34:50 - 更新最佳测试结果 (Epoch 90): AUC 0.9013, PRE 0.5794, REC 0.6636, MF1 0.7877, ACC1 0.6636, ACC0 0.9494, Gmean 0.7938
2025-05-08 20:34:50 - Epoch 90, val mf1: 0.7729, val ACC1: 0.6319, val ACC0: 0.9470, val Gmean: 0.7736 (best 0.7729)
2025-05-08 20:34:50 - Epoch 91 伪标签: 正样本: 904 (26.2%), 负样本: 2549 (73.8%)
2025-05-08 20:34:50 - Epoch 91, 测试集 AUC: 0.9022, PRE: 0.5914, REC: 0.6667, MF1: 0.7924, ACC1: 0.6667, ACC0: 0.9517, Gmean: 0.7965
2025-05-08 20:34:50 - 更新最佳测试结果 (Epoch 91): AUC 0.9022, PRE 0.5914, REC 0.6667, MF1 0.7924, ACC1 0.6667, ACC0 0.9517, Gmean 0.7965
2025-05-08 20:34:50 - Epoch 91, val mf1: 0.7726, val ACC1: 0.6196, val ACC0: 0.9496, val Gmean: 0.7671 (best 0.7729)
2025-05-08 20:34:50 - Epoch 92 伪标签: 正样本: 884 (25.6%), 负样本: 2569 (74.4%)
2025-05-08 20:34:51 - Epoch 92, 测试集 AUC: 0.9006, PRE: 0.6540, REC: 0.5727, MF1: 0.7863, ACC1: 0.5727, ACC0: 0.9682, Gmean: 0.7447
2025-05-08 20:34:51 - Epoch 92, val mf1: 0.7712, val ACC1: 0.5399, val ACC0: 0.9670, val Gmean: 0.7226 (best 0.7729)
2025-05-08 20:34:51 - Epoch 93 伪标签: 正样本: 910 (26.4%), 负样本: 2543 (73.6%)
2025-05-08 20:34:51 - Epoch 93, 测试集 AUC: 0.8987, PRE: 0.6370, REC: 0.5636, MF1: 0.7793, ACC1: 0.5636, ACC0: 0.9663, Gmean: 0.7380
2025-05-08 20:34:51 - Epoch 93, val mf1: 0.7701, val ACC1: 0.5399, val ACC0: 0.9664, val Gmean: 0.7223 (best 0.7729)
2025-05-08 20:34:51 - Epoch 94 伪标签: 正样本: 926 (26.8%), 负样本: 2527 (73.2%)
2025-05-08 20:34:52 - Epoch 94, 测试集 AUC: 0.8981, PRE: 0.5576, REC: 0.6303, MF1: 0.7729, ACC1: 0.6303, ACC0: 0.9475, Gmean: 0.7728
2025-05-08 20:34:52 - Epoch 94, val mf1: 0.7663, val ACC1: 0.6135, val ACC0: 0.9470, val Gmean: 0.7622 (best 0.7729)
2025-05-08 20:34:52 - Epoch 95 伪标签: 正样本: 925 (26.8%), 负样本: 2528 (73.2%)
2025-05-08 20:34:52 - Epoch 95, 测试集 AUC: 0.9002, PRE: 0.5938, REC: 0.6333, MF1: 0.7854, ACC1: 0.6333, ACC0: 0.9545, Gmean: 0.7775
2025-05-08 20:34:52 - Epoch 95, val mf1: 0.7831, val ACC1: 0.6135, val ACC0: 0.9573, val Gmean: 0.7664 (best 0.7831)
2025-05-08 20:34:52 - Epoch 96 伪标签: 正样本: 965 (27.9%), 负样本: 2488 (72.1%)
2025-05-08 20:34:52 - Epoch 96, 测试集 AUC: 0.9044, PRE: 0.7000, REC: 0.6364, MF1: 0.8167, ACC1: 0.6364, ACC0: 0.9714, Gmean: 0.7862
2025-05-08 20:34:52 - 更新最佳测试结果 (Epoch 96): AUC 0.9044, PRE 0.7000, REC 0.6364, MF1 0.8167, ACC1 0.6364, ACC0 0.9714, Gmean 0.7862
2025-05-08 20:34:52 - Epoch 96, val mf1: 0.8002, val ACC1: 0.6012, val ACC0: 0.9696, val Gmean: 0.7635 (best 0.8002)
2025-05-08 20:34:52 - Epoch 97 伪标签: 正样本: 936 (27.1%), 负样本: 2517 (72.9%)
2025-05-08 20:34:52 - Epoch 97, 测试集 AUC: 0.9086, PRE: 0.8242, REC: 0.6394, MF1: 0.8472, ACC1: 0.6394, ACC0: 0.9857, Gmean: 0.7939
2025-05-08 20:34:52 - 更新最佳测试结果 (Epoch 97): AUC 0.9086, PRE 0.8242, REC 0.6394, MF1 0.8472, ACC1 0.6394, ACC0 0.9857, Gmean 0.7939
2025-05-08 20:34:52 - Epoch 97, val mf1: 0.8307, val ACC1: 0.6074, val ACC0: 0.9838, val Gmean: 0.7730 (best 0.8307)
2025-05-08 20:34:53 - Epoch 98 伪标签: 正样本: 998 (28.9%), 负样本: 2455 (71.1%)
2025-05-08 20:34:53 - Epoch 98, 测试集 AUC: 0.9093, PRE: 0.8903, REC: 0.6394, MF1: 0.8608, ACC1: 0.6394, ACC0: 0.9917, Gmean: 0.7963
2025-05-08 20:34:53 - 更新最佳测试结果 (Epoch 98): AUC 0.9093, PRE 0.8903, REC 0.6394, MF1 0.8608, ACC1 0.6394, ACC0 0.9917, Gmean 0.7963
2025-05-08 20:34:53 - Epoch 98, val mf1: 0.8434, val ACC1: 0.6074, val ACC0: 0.9897, val Gmean: 0.7753 (best 0.8434)
2025-05-08 20:34:53 - Epoch 99 伪标签: 正样本: 1034 (29.9%), 负样本: 2419 (70.1%)
2025-05-08 20:34:53 - Epoch 99, 测试集 AUC: 0.9070, PRE: 0.8828, REC: 0.6394, MF1: 0.8593, ACC1: 0.6394, ACC0: 0.9911, Gmean: 0.7961
2025-05-08 20:34:53 - Epoch 99, val mf1: 0.8434, val ACC1: 0.6074, val ACC0: 0.9897, val Gmean: 0.7753 (best 0.8434)
2025-05-08 20:34:53 - Epoch 100 伪标签: 正样本: 1085 (31.4%), 负样本: 2368 (68.6%)
2025-05-08 20:34:54 - Epoch 100, 有标签损失: 0.0070, 一致性损失: 0.0565, 伪标签损失: 0.8085, LPL损失: 16.9567, 聚类损失: 6.7777, 总损失: 0.2076
2025-05-08 20:34:54 - Epoch 100, 测试集 AUC: 0.9040, PRE: 0.8537, REC: 0.6364, MF1: 0.8523, ACC1: 0.6364, ACC0: 0.9885, Gmean: 0.7931
2025-05-08 20:34:54 - Epoch 100, val mf1: 0.8363, val ACC1: 0.6074, val ACC0: 0.9864, val Gmean: 0.7740 (best 0.8434)
2025-05-08 20:34:54 - Epoch 101 伪标签: 正样本: 1140 (33.0%), 负样本: 2313 (67.0%)
2025-05-08 20:34:54 - Epoch 101, 测试集 AUC: 0.9031, PRE: 0.8708, REC: 0.6333, MF1: 0.8548, ACC1: 0.6333, ACC0: 0.9901, Gmean: 0.7919
2025-05-08 20:34:54 - Epoch 101, val mf1: 0.8419, val ACC1: 0.6074, val ACC0: 0.9890, val Gmean: 0.7750 (best 0.8434)
2025-05-08 20:34:54 - Epoch 102 伪标签: 正样本: 1195 (34.6%), 负样本: 2258 (65.4%)
2025-05-08 20:34:54 - Epoch 102, 测试集 AUC: 0.9055, PRE: 0.9375, REC: 0.6364, MF1: 0.8686, ACC1: 0.6364, ACC0: 0.9955, Gmean: 0.7959
2025-05-08 20:34:54 - Epoch 102, val mf1: 0.8577, val ACC1: 0.6135, val ACC0: 0.9948, val Gmean: 0.7812 (best 0.8577)
2025-05-08 20:34:54 - Epoch 103 伪标签: 正样本: 1250 (36.2%), 负样本: 2203 (63.8%)
2025-05-08 20:34:55 - Epoch 103, 测试集 AUC: 0.9074, PRE: 0.9505, REC: 0.6394, MF1: 0.8721, ACC1: 0.6394, ACC0: 0.9965, Gmean: 0.7982
2025-05-08 20:34:55 - Epoch 103, val mf1: 0.8648, val ACC1: 0.6196, val ACC0: 0.9968, val Gmean: 0.7859 (best 0.8648)
2025-05-08 20:34:55 - Epoch 104 伪标签: 正样本: 1255 (36.3%), 负样本: 2198 (63.7%)
2025-05-08 20:34:55 - Epoch 104, 测试集 AUC: 0.9068, PRE: 0.9409, REC: 0.6273, MF1: 0.8657, ACC1: 0.6273, ACC0: 0.9959, Gmean: 0.7904
2025-05-08 20:34:55 - Epoch 104, val mf1: 0.8598, val ACC1: 0.6074, val ACC0: 0.9968, val Gmean: 0.7781 (best 0.8648)
2025-05-08 20:34:55 - Epoch 105 伪标签: 正样本: 1281 (37.1%), 负样本: 2172 (62.9%)
2025-05-08 20:34:55 - Epoch 105, 测试集 AUC: 0.9039, PRE: 0.9027, REC: 0.6182, MF1: 0.8553, ACC1: 0.6182, ACC0: 0.9930, Gmean: 0.7835
2025-05-08 20:34:55 - Epoch 105, val mf1: 0.8432, val ACC1: 0.5890, val ACC0: 0.9929, val Gmean: 0.7647 (best 0.8648)
2025-05-08 20:34:56 - Epoch 106 伪标签: 正样本: 1320 (38.2%), 负样本: 2133 (61.8%)
2025-05-08 20:34:56 - Epoch 106, 测试集 AUC: 0.9010, PRE: 0.8821, REC: 0.6121, MF1: 0.8492, ACC1: 0.6121, ACC0: 0.9914, Gmean: 0.7790
2025-05-08 20:34:56 - Epoch 106, val mf1: 0.8373, val ACC1: 0.5890, val ACC0: 0.9903, val Gmean: 0.7637 (best 0.8648)
2025-05-08 20:34:56 - Epoch 107 伪标签: 正样本: 1309 (37.9%), 负样本: 2144 (62.1%)
2025-05-08 20:34:56 - Epoch 107, 测试集 AUC: 0.9005, PRE: 0.8631, REC: 0.6879, MF1: 0.8719, ACC1: 0.6879, ACC0: 0.9885, Gmean: 0.8246
2025-05-08 20:34:56 - Epoch 107, val mf1: 0.8474, val ACC1: 0.6319, val ACC0: 0.9871, val Gmean: 0.7898 (best 0.8648)
2025-05-08 20:34:57 - Epoch 108 伪标签: 正样本: 1330 (38.5%), 负样本: 2123 (61.5%)
2025-05-08 20:34:57 - Epoch 108, 测试集 AUC: 0.8993, PRE: 0.8814, REC: 0.6758, MF1: 0.8717, ACC1: 0.6758, ACC0: 0.9905, Gmean: 0.8181
2025-05-08 20:34:57 - Epoch 108, val mf1: 0.8502, val ACC1: 0.6319, val ACC0: 0.9884, val Gmean: 0.7903 (best 0.8648)
2025-05-08 20:34:57 - Epoch 109 伪标签: 正样本: 1221 (35.4%), 负样本: 2232 (64.6%)
2025-05-08 20:34:57 - Epoch 109, 测试集 AUC: 0.8974, PRE: 0.9012, REC: 0.6636, MF1: 0.8716, ACC1: 0.6636, ACC0: 0.9924, Gmean: 0.8115
2025-05-08 20:34:57 - Epoch 109, val mf1: 0.8557, val ACC1: 0.6196, val ACC0: 0.9929, val Gmean: 0.7844 (best 0.8648)
2025-05-08 20:34:57 - Epoch 110 伪标签: 正样本: 1153 (33.4%), 负样本: 2300 (66.6%)
2025-05-08 20:34:58 - Epoch 110, 有标签损失: 0.0066, 一致性损失: 0.0235, 伪标签损失: 0.6806, LPL损失: 16.1359, 聚类损失: 4.2118, 总损失: 0.2076
2025-05-08 20:34:58 - Epoch 110, 测试集 AUC: 0.8948, PRE: 0.8160, REC: 0.7121, MF1: 0.8686, ACC1: 0.7121, ACC0: 0.9831, Gmean: 0.8367
2025-05-08 20:34:58 - Epoch 110, val mf1: 0.8580, val ACC1: 0.6748, val ACC0: 0.9845, val Gmean: 0.8151 (best 0.8648)
2025-05-08 20:34:58 - Epoch 111 伪标签: 正样本: 1059 (30.7%), 负样本: 2394 (69.3%)
2025-05-08 20:34:58 - Epoch 111, 测试集 AUC: 0.8923, PRE: 0.8297, REC: 0.6939, MF1: 0.8662, ACC1: 0.6939, ACC0: 0.9851, Gmean: 0.8268
2025-05-08 20:34:58 - Epoch 111, val mf1: 0.8549, val ACC1: 0.6626, val ACC0: 0.9851, val Gmean: 0.8079 (best 0.8648)
2025-05-08 20:34:58 - Epoch 112 伪标签: 正样本: 1022 (29.6%), 负样本: 2431 (70.4%)
2025-05-08 20:34:58 - Epoch 112, 测试集 AUC: 0.8868, PRE: 0.8303, REC: 0.6970, MF1: 0.8673, ACC1: 0.6970, ACC0: 0.9851, Gmean: 0.8286
2025-05-08 20:34:58 - Epoch 112, val mf1: 0.8563, val ACC1: 0.6626, val ACC0: 0.9858, val Gmean: 0.8082 (best 0.8648)
2025-05-08 20:34:58 - Epoch 113 伪标签: 正样本: 1182 (34.2%), 负样本: 2271 (65.8%)
2025-05-08 20:34:59 - Epoch 113, 测试集 AUC: 0.8871, PRE: 0.8502, REC: 0.6879, MF1: 0.8690, ACC1: 0.6879, ACC0: 0.9873, Gmean: 0.8241
2025-05-08 20:34:59 - Epoch 113, val mf1: 0.8550, val ACC1: 0.6442, val ACC0: 0.9884, val Gmean: 0.7979 (best 0.8648)
2025-05-08 20:34:59 - Epoch 114 伪标签: 正样本: 1067 (30.9%), 负样本: 2386 (69.1%)
2025-05-08 20:34:59 - Epoch 114, 测试集 AUC: 0.8878, PRE: 0.7422, REC: 0.7242, MF1: 0.8527, ACC1: 0.7242, ACC0: 0.9736, Gmean: 0.8397
2025-05-08 20:34:59 - Epoch 114, val mf1: 0.8448, val ACC1: 0.6871, val ACC0: 0.9761, val Gmean: 0.8190 (best 0.8648)
2025-05-08 20:34:59 - Epoch 115 伪标签: 正样本: 1119 (32.4%), 负样本: 2334 (67.6%)
2025-05-08 20:35:00 - Epoch 115, 测试集 AUC: 0.8859, PRE: 0.8333, REC: 0.6667, MF1: 0.8583, ACC1: 0.6667, ACC0: 0.9860, Gmean: 0.8108
2025-05-08 20:35:00 - Epoch 115, val mf1: 0.8401, val ACC1: 0.6135, val ACC0: 0.9871, val Gmean: 0.7782 (best 0.8648)
2025-05-08 20:35:00 - Epoch 116 伪标签: 正样本: 1115 (32.3%), 负样本: 2338 (67.7%)
2025-05-08 20:35:00 - Epoch 116, 测试集 AUC: 0.8866, PRE: 0.9050, REC: 0.6061, MF1: 0.8512, ACC1: 0.6061, ACC0: 0.9933, Gmean: 0.7759
2025-05-08 20:35:00 - Epoch 116, val mf1: 0.8399, val ACC1: 0.5706, val ACC0: 0.9948, val Gmean: 0.7534 (best 0.8648)
2025-05-08 20:35:00 - Epoch 117 伪标签: 正样本: 1036 (30.0%), 负样本: 2417 (70.0%)
2025-05-08 20:35:00 - Epoch 117, 测试集 AUC: 0.8862, PRE: 0.8933, REC: 0.6091, MF1: 0.8502, ACC1: 0.6091, ACC0: 0.9924, Gmean: 0.7775
2025-05-08 20:35:00 - Epoch 117, val mf1: 0.8381, val ACC1: 0.5767, val ACC0: 0.9929, val Gmean: 0.7567 (best 0.8648)
2025-05-08 20:35:01 - Epoch 118 伪标签: 正样本: 1059 (30.7%), 负样本: 2394 (69.3%)
2025-05-08 20:35:01 - Epoch 118, 测试集 AUC: 0.8830, PRE: 0.8771, REC: 0.6273, MF1: 0.8538, ACC1: 0.6273, ACC0: 0.9908, Gmean: 0.7883
2025-05-08 20:35:01 - Epoch 118, val mf1: 0.8351, val ACC1: 0.5767, val ACC0: 0.9916, val Gmean: 0.7562 (best 0.8648)
2025-05-08 20:35:01 - Epoch 119 伪标签: 正样本: 1080 (31.3%), 负样本: 2373 (68.7%)
2025-05-08 20:35:01 - Epoch 119, 测试集 AUC: 0.8814, PRE: 0.8947, REC: 0.5667, MF1: 0.8341, ACC1: 0.5667, ACC0: 0.9930, Gmean: 0.7501
2025-05-08 20:35:01 - Epoch 119, val mf1: 0.8335, val ACC1: 0.5521, val ACC0: 0.9955, val Gmean: 0.7414 (best 0.8648)
2025-05-08 20:35:01 - Epoch 120 伪标签: 正样本: 984 (28.5%), 负样本: 2469 (71.5%)
2025-05-08 20:35:01 - Epoch 120, 有标签损失: 0.0041, 一致性损失: 0.0109, 伪标签损失: 0.4447, LPL损失: 6.2283, 聚类损失: 3.3001, 总损失: 0.1153
2025-05-08 20:35:02 - Epoch 120, 测试集 AUC: 0.8831, PRE: 0.8932, REC: 0.5576, MF1: 0.8302, ACC1: 0.5576, ACC0: 0.9930, Gmean: 0.7441
2025-05-08 20:35:02 - Epoch 120, val mf1: 0.8320, val ACC1: 0.5521, val ACC0: 0.9948, val Gmean: 0.7411 (best 0.8648)
2025-05-08 20:35:02 - Epoch 121 伪标签: 正样本: 977 (28.3%), 负样本: 2476 (71.7%)
2025-05-08 20:35:02 - Epoch 121, 测试集 AUC: 0.8825, PRE: 0.8804, REC: 0.5576, MF1: 0.8280, ACC1: 0.5576, ACC0: 0.9920, Gmean: 0.7437
2025-05-08 20:35:02 - Epoch 121, val mf1: 0.8302, val ACC1: 0.5583, val ACC0: 0.9929, val Gmean: 0.7445 (best 0.8648)
2025-05-08 20:35:02 - Epoch 122 伪标签: 正样本: 1008 (29.2%), 负样本: 2445 (70.8%)
2025-05-08 20:35:02 - Epoch 122, 测试集 AUC: 0.8826, PRE: 0.8774, REC: 0.5636, MF1: 0.8299, ACC1: 0.5636, ACC0: 0.9917, Gmean: 0.7476
2025-05-08 20:35:02 - Epoch 122, val mf1: 0.8329, val ACC1: 0.5644, val ACC0: 0.9929, val Gmean: 0.7486 (best 0.8648)
2025-05-08 20:35:02 - Epoch 123 伪标签: 正样本: 1083 (31.4%), 负样本: 2370 (68.6%)
2025-05-08 20:35:03 - Epoch 123, 测试集 AUC: 0.8810, PRE: 0.8391, REC: 0.5848, MF1: 0.8310, ACC1: 0.5848, ACC0: 0.9882, Gmean: 0.7602
2025-05-08 20:35:03 - Epoch 123, val mf1: 0.8283, val ACC1: 0.5706, val ACC0: 0.9897, val Gmean: 0.7514 (best 0.8648)
2025-05-08 20:35:03 - Epoch 124 伪标签: 正样本: 762 (22.1%), 负样本: 2691 (77.9%)
2025-05-08 20:35:03 - Epoch 124, 测试集 AUC: 0.8820, PRE: 0.8500, REC: 0.5667, MF1: 0.8262, ACC1: 0.5667, ACC0: 0.9895, Gmean: 0.7488
2025-05-08 20:35:03 - Epoch 124, val mf1: 0.8245, val ACC1: 0.5583, val ACC0: 0.9903, val Gmean: 0.7436 (best 0.8648)
2025-05-08 20:35:03 - Epoch 125 伪标签: 正样本: 715 (20.7%), 负样本: 2738 (79.3%)
2025-05-08 20:35:03 - Epoch 125, 测试集 AUC: 0.8860, PRE: 0.8794, REC: 0.5303, MF1: 0.8169, ACC1: 0.5303, ACC0: 0.9924, Gmean: 0.7254
2025-05-08 20:35:03 - Epoch 125, val mf1: 0.8252, val ACC1: 0.5399, val ACC0: 0.9942, val Gmean: 0.7326 (best 0.8648)
2025-05-08 20:35:03 - Epoch 126 伪标签: 正样本: 1275 (36.9%), 负样本: 2178 (63.1%)
2025-05-08 20:35:03 - Epoch 126, 测试集 AUC: 0.8868, PRE: 0.8872, REC: 0.5242, MF1: 0.8156, ACC1: 0.5242, ACC0: 0.9930, Gmean: 0.7215
2025-05-08 20:35:03 - Epoch 126, val mf1: 0.8212, val ACC1: 0.5276, val ACC0: 0.9948, val Gmean: 0.7245 (best 0.8648)
2025-05-08 20:35:04 - Epoch 127 伪标签: 正样本: 1131 (32.8%), 负样本: 2322 (67.2%)
2025-05-08 20:35:04 - Epoch 127, 测试集 AUC: 0.8866, PRE: 0.8571, REC: 0.5636, MF1: 0.8264, ACC1: 0.5636, ACC0: 0.9901, Gmean: 0.7470
2025-05-08 20:35:04 - Epoch 127, val mf1: 0.8192, val ACC1: 0.5460, val ACC0: 0.9903, val Gmean: 0.7353 (best 0.8648)
2025-05-08 20:35:04 - Epoch 128 伪标签: 正样本: 373 (10.8%), 负样本: 3080 (89.2%)
2025-05-08 20:35:04 - Epoch 128, 测试集 AUC: 0.8924, PRE: 0.8782, REC: 0.5242, MF1: 0.8142, ACC1: 0.5242, ACC0: 0.9924, Gmean: 0.7213
2025-05-08 20:35:04 - Epoch 128, val mf1: 0.8113, val ACC1: 0.5153, val ACC0: 0.9929, val Gmean: 0.7153 (best 0.8648)
2025-05-08 20:35:04 - Epoch 129 伪标签: 正样本: 1261 (36.5%), 负样本: 2192 (63.5%)
2025-05-08 20:35:05 - Epoch 129, 测试集 AUC: 0.8941, PRE: 0.8683, REC: 0.5394, MF1: 0.8188, ACC1: 0.5394, ACC0: 0.9914, Gmean: 0.7313
2025-05-08 20:35:05 - Epoch 129, val mf1: 0.8139, val ACC1: 0.5337, val ACC0: 0.9903, val Gmean: 0.7270 (best 0.8648)
2025-05-08 20:35:05 - Epoch 130 伪标签: 正样本: 1336 (38.7%), 负样本: 2117 (61.3%)
2025-05-08 20:35:05 - Epoch 130, 有标签损失: 0.0036, 一致性损失: 0.0074, 伪标签损失: 0.6288, LPL损失: 22.0294, 聚类损失: 2.6730, 总损失: 0.3315
2025-05-08 20:35:05 - Epoch 130, 测试集 AUC: 0.8949, PRE: 0.8693, REC: 0.5242, MF1: 0.8128, ACC1: 0.5242, ACC0: 0.9917, Gmean: 0.7210
2025-05-08 20:35:05 - Epoch 130, val mf1: 0.8113, val ACC1: 0.5215, val ACC0: 0.9916, val Gmean: 0.7191 (best 0.8648)
2025-05-08 20:35:05 - Epoch 131 伪标签: 正样本: 1394 (40.4%), 负样本: 2059 (59.6%)
2025-05-08 20:35:06 - Epoch 131, 测试集 AUC: 0.8886, PRE: 0.8689, REC: 0.5424, MF1: 0.8201, ACC1: 0.5424, ACC0: 0.9914, Gmean: 0.7333
2025-05-08 20:35:06 - Epoch 131, val mf1: 0.8111, val ACC1: 0.5337, val ACC0: 0.9890, val Gmean: 0.7266 (best 0.8648)
2025-05-08 20:35:06 - Epoch 132 伪标签: 正样本: 1478 (42.8%), 负样本: 1975 (57.2%)
2025-05-08 20:35:06 - Epoch 132, 测试集 AUC: 0.8842, PRE: 0.8458, REC: 0.5818, MF1: 0.8312, ACC1: 0.5818, ACC0: 0.9889, Gmean: 0.7585
2025-05-08 20:35:06 - Epoch 132, val mf1: 0.8083, val ACC1: 0.5399, val ACC0: 0.9864, val Gmean: 0.7298 (best 0.8648)
2025-05-08 20:35:06 - Epoch 133 伪标签: 正样本: 1425 (41.3%), 负样本: 2028 (58.7%)
2025-05-08 20:35:06 - Epoch 133, 测试集 AUC: 0.8787, PRE: 0.8679, REC: 0.5576, MF1: 0.8259, ACC1: 0.5576, ACC0: 0.9911, Gmean: 0.7434
2025-05-08 20:35:06 - Epoch 133, val mf1: 0.8111, val ACC1: 0.5337, val ACC0: 0.9890, val Gmean: 0.7266 (best 0.8648)
2025-05-08 20:35:07 - Epoch 134 伪标签: 正样本: 1126 (32.6%), 负样本: 2327 (67.4%)
2025-05-08 20:35:07 - Epoch 134, 测试集 AUC: 0.8752, PRE: 0.8559, REC: 0.5939, MF1: 0.8376, ACC1: 0.5939, ACC0: 0.9895, Gmean: 0.7666
2025-05-08 20:35:07 - Epoch 134, val mf1: 0.8096, val ACC1: 0.5460, val ACC0: 0.9858, val Gmean: 0.7337 (best 0.8648)
2025-05-08 20:35:07 - Epoch 135 伪标签: 正样本: 886 (25.7%), 负样本: 2567 (74.3%)
2025-05-08 20:35:07 - Epoch 135, 测试集 AUC: 0.8611, PRE: 0.8679, REC: 0.5576, MF1: 0.8259, ACC1: 0.5576, ACC0: 0.9911, Gmean: 0.7434
2025-05-08 20:35:07 - Epoch 135, val mf1: 0.8071, val ACC1: 0.5215, val ACC0: 0.9897, val Gmean: 0.7184 (best 0.8648)
2025-05-08 20:35:07 - Epoch 136 伪标签: 正样本: 1520 (44.0%), 负样本: 1933 (56.0%)
2025-05-08 20:35:08 - Epoch 136, 测试集 AUC: 0.8394, PRE: 0.8942, REC: 0.5121, MF1: 0.8115, ACC1: 0.5121, ACC0: 0.9936, Gmean: 0.7133
2025-05-08 20:35:08 - Epoch 136, val mf1: 0.7930, val ACC1: 0.4785, val ACC0: 0.9922, val Gmean: 0.6891 (best 0.8648)
2025-05-08 20:35:08 - Epoch 137 伪标签: 正样本: 1608 (46.6%), 负样本: 1845 (53.4%)
2025-05-08 20:35:08 - Epoch 137, 测试集 AUC: 0.8545, PRE: 0.8143, REC: 0.5848, MF1: 0.8262, ACC1: 0.5848, ACC0: 0.9860, Gmean: 0.7594
2025-05-08 20:35:08 - Epoch 137, val mf1: 0.7950, val ACC1: 0.5215, val ACC0: 0.9838, val Gmean: 0.7163 (best 0.8648)
2025-05-08 20:35:08 - Epoch 138 伪标签: 正样本: 1597 (46.2%), 负样本: 1856 (53.8%)
2025-05-08 20:35:08 - Epoch 138, 测试集 AUC: 0.8163, PRE: 0.8554, REC: 0.4303, MF1: 0.7699, ACC1: 0.4303, ACC0: 0.9924, Gmean: 0.6535
2025-05-08 20:35:08 - Epoch 138, val mf1: 0.7796, val ACC1: 0.4479, val ACC0: 0.9929, val Gmean: 0.6668 (best 0.8648)
2025-05-08 20:35:09 - Epoch 139 伪标签: 正样本: 1633 (47.3%), 负样本: 1820 (52.7%)
2025-05-08 20:35:09 - Epoch 139, 测试集 AUC: 0.8163, PRE: 0.8954, REC: 0.4152, MF1: 0.7675, ACC1: 0.4152, ACC0: 0.9949, Gmean: 0.6427
2025-05-08 20:35:09 - Epoch 139, val mf1: 0.7742, val ACC1: 0.4233, val ACC0: 0.9961, val Gmean: 0.6494 (best 0.8648)
2025-05-08 20:35:09 - Epoch 140 伪标签: 正样本: 1645 (47.6%), 负样本: 1808 (52.4%)
2025-05-08 20:35:09 - Epoch 140, 有标签损失: 0.0043, 一致性损失: 0.0050, 伪标签损失: 0.5054, LPL损失: 26.6146, 聚类损失: 1.9280, 总损失: 0.4394
2025-05-08 20:35:09 - Epoch 140, 测试集 AUC: 0.8168, PRE: 0.8029, REC: 0.5061, MF1: 0.7945, ACC1: 0.5061, ACC0: 0.9870, Gmean: 0.7067
2025-05-08 20:35:09 - Epoch 140, val mf1: 0.7833, val ACC1: 0.4724, val ACC0: 0.9890, val Gmean: 0.6835 (best 0.8648)
2025-05-08 20:35:10 - Epoch 141 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:35:10 - Epoch 141, 测试集 AUC: 0.7633, PRE: 0.9149, REC: 0.3909, MF1: 0.7574, ACC1: 0.3909, ACC0: 0.9962, Gmean: 0.6240
2025-05-08 20:35:10 - Epoch 141, val mf1: 0.7536, val ACC1: 0.3742, val ACC0: 0.9987, val Gmean: 0.6114 (best 0.8648)
2025-05-08 20:35:10 - Epoch 142 伪标签: 正样本: 1627 (47.1%), 负样本: 1826 (52.9%)
2025-05-08 20:35:10 - Epoch 142, 测试集 AUC: 0.7239, PRE: 0.9203, REC: 0.3848, MF1: 0.7549, ACC1: 0.3848, ACC0: 0.9965, Gmean: 0.6193
2025-05-08 20:35:10 - Epoch 142, val mf1: 0.7460, val ACC1: 0.3558, val ACC0: 1.0000, val Gmean: 0.5965 (best 0.8648)
2025-05-08 20:35:11 - Epoch 143 伪标签: 正样本: 1694 (49.1%), 负样本: 1759 (50.9%)
2025-05-08 20:35:11 - Epoch 143, 测试集 AUC: 0.7434, PRE: 0.6744, REC: 0.4394, MF1: 0.7461, ACC1: 0.4394, ACC0: 0.9777, Gmean: 0.6554
2025-05-08 20:35:11 - Epoch 143, val mf1: 0.7461, val ACC1: 0.4233, val ACC0: 0.9819, val Gmean: 0.6447 (best 0.8648)
2025-05-08 20:35:11 - Epoch 144 伪标签: 正样本: 1623 (47.0%), 负样本: 1830 (53.0%)
2025-05-08 20:35:11 - Epoch 144, 测试集 AUC: 0.7405, PRE: 0.6471, REC: 0.4000, MF1: 0.7261, ACC1: 0.4000, ACC0: 0.9771, Gmean: 0.6252
2025-05-08 20:35:11 - Epoch 144, val mf1: 0.7332, val ACC1: 0.4110, val ACC0: 0.9780, val Gmean: 0.6340 (best 0.8648)
2025-05-08 20:35:11 - Epoch 145 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 20:35:12 - Epoch 145, 测试集 AUC: 0.7096, PRE: 0.7651, REC: 0.3848, MF1: 0.7373, ACC1: 0.3848, ACC0: 0.9876, Gmean: 0.6165
2025-05-08 20:35:12 - Epoch 145, val mf1: 0.7323, val ACC1: 0.3681, val ACC0: 0.9897, val Gmean: 0.6036 (best 0.8648)
2025-05-08 20:35:12 - Epoch 146 伪标签: 正样本: 641 (18.6%), 负样本: 2812 (81.4%)
2025-05-08 20:35:12 - Epoch 146, 测试集 AUC: 0.7001, PRE: 0.8992, REC: 0.3515, MF1: 0.7352, ACC1: 0.3515, ACC0: 0.9959, Gmean: 0.5917
2025-05-08 20:35:12 - Epoch 146, val mf1: 0.7244, val ACC1: 0.3252, val ACC0: 0.9981, val Gmean: 0.5697 (best 0.8648)
2025-05-08 20:35:12 - Epoch 147 伪标签: 正样本: 1628 (47.1%), 负样本: 1825 (52.9%)
2025-05-08 20:35:12 - Epoch 147, 测试集 AUC: 0.6916, PRE: 0.9098, REC: 0.3364, MF1: 0.7279, ACC1: 0.3364, ACC0: 0.9965, Gmean: 0.5790
2025-05-08 20:35:12 - Epoch 147, val mf1: 0.7171, val ACC1: 0.3067, val ACC0: 1.0000, val Gmean: 0.5538 (best 0.8648)
2025-05-08 20:35:12 - Epoch 148 伪标签: 正样本: 1688 (48.9%), 负样本: 1765 (51.1%)
2025-05-08 20:35:13 - Epoch 148, 测试集 AUC: 0.6084, PRE: 0.9324, REC: 0.2091, MF1: 0.6505, ACC1: 0.2091, ACC0: 0.9984, Gmean: 0.4569
2025-05-08 20:35:13 - Epoch 148, val mf1: 0.6569, val ACC1: 0.2147, val ACC0: 1.0000, val Gmean: 0.4634 (best 0.8648)
2025-05-08 20:35:13 - Epoch 149 伪标签: 正样本: 1678 (48.6%), 负样本: 1775 (51.4%)
2025-05-08 20:35:13 - Epoch 149, 测试集 AUC: 0.6456, PRE: 0.9027, REC: 0.3091, MF1: 0.7119, ACC1: 0.3091, ACC0: 0.9965, Gmean: 0.5550
2025-05-08 20:35:13 - Epoch 149, val mf1: 0.7019, val ACC1: 0.2822, val ACC0: 1.0000, val Gmean: 0.5312 (best 0.8648)
2025-05-08 20:35:13 - time cost: 55.48 s
2025-05-08 20:35:13 - 基于验证集最佳模型的测试结果: REC 63.94 PRE 95.05 MF1 87.21 AUC 90.74 ACC1 63.94 ACC0 99.65 Gmean 79.82
2025-05-08 20:35:13 - 测试集上观察到的最佳结果 (Epoch 98): AUC 90.93 PRE 89.03 REC 63.94 MF1 86.08 ACC1 63.94 ACC0 99.17 Gmean 79.63
2025-05-08 20:35:33 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:35:33 - 无标签数据数量: 3453
2025-05-08 20:35:33 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:35:33 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:35:33 - 伪标签策略：
2025-05-08 20:35:33 -   使用模型输出和聚类结果的融合
2025-05-08 20:35:34 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:35:34 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9709, LPL损失: 14.5135, 聚类损失: 101.1132, 总损失: 4.4046
2025-05-08 20:35:34 - Epoch 0, 测试集 AUC: 0.7806, PRE: 0.2754, REC: 0.5576, MF1: 0.6314, ACC1: 0.5576, ACC0: 0.8461, Gmean: 0.6868
2025-05-08 20:35:34 - 更新最佳测试结果 (Epoch 0): AUC 0.7806, PRE 0.2754, REC 0.5576, MF1 0.6314, ACC1 0.5576, ACC0 0.8461, Gmean 0.6868
2025-05-08 20:35:34 - Epoch 0, val mf1: 0.6031, val ACC1: 0.5215, val ACC0: 0.8242, val Gmean: 0.6556 (best 0.6031)
2025-05-08 20:35:34 - Epoch 1 伪标签: 正样本: 495 (14.3%), 负样本: 2958 (85.7%)
2025-05-08 20:35:35 - Epoch 1, 测试集 AUC: 0.8171, PRE: 0.3551, REC: 0.4606, MF1: 0.6639, ACC1: 0.4606, ACC0: 0.9122, Gmean: 0.6482
2025-05-08 20:35:35 - 更新最佳测试结果 (Epoch 1): AUC 0.8171, PRE 0.3551, REC 0.4606, MF1 0.6639, ACC1 0.4606, ACC0 0.9122, Gmean 0.6482
2025-05-08 20:35:35 - Epoch 1, val mf1: 0.6373, val ACC1: 0.4356, val ACC0: 0.8953, val Gmean: 0.6245 (best 0.6373)
2025-05-08 20:35:35 - Epoch 2 伪标签: 正样本: 156 (4.5%), 负样本: 3297 (95.5%)
2025-05-08 20:35:35 - Epoch 2, 测试集 AUC: 0.8183, PRE: 0.3433, REC: 0.2788, MF1: 0.6212, ACC1: 0.2788, ACC0: 0.9440, Gmean: 0.5130
2025-05-08 20:35:35 - 更新最佳测试结果 (Epoch 2): AUC 0.8183, PRE 0.3433, REC 0.2788, MF1 0.6212, ACC1 0.2788, ACC0 0.9440, Gmean 0.5130
2025-05-08 20:35:35 - Epoch 2, val mf1: 0.6367, val ACC1: 0.3252, val ACC0: 0.9379, val Gmean: 0.5522 (best 0.6373)
2025-05-08 20:35:35 - Epoch 3 伪标签: 正样本: 100 (2.9%), 负样本: 3353 (97.1%)
2025-05-08 20:35:35 - Epoch 3, 测试集 AUC: 0.8185, PRE: 0.3480, REC: 0.2394, MF1: 0.6106, ACC1: 0.2394, ACC0: 0.9529, Gmean: 0.4776
2025-05-08 20:35:35 - 更新最佳测试结果 (Epoch 3): AUC 0.8185, PRE 0.3480, REC 0.2394, MF1 0.6106, ACC1 0.2394, ACC0 0.9529, Gmean 0.4776
2025-05-08 20:35:35 - Epoch 3, val mf1: 0.6213, val ACC1: 0.2638, val ACC0: 0.9509, val Gmean: 0.5008 (best 0.6373)
2025-05-08 20:35:35 - Epoch 4 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:35:36 - Epoch 4, 测试集 AUC: 0.8152, PRE: 0.3289, REC: 0.2242, MF1: 0.6015, ACC1: 0.2242, ACC0: 0.9520, Gmean: 0.4620
2025-05-08 20:35:36 - Epoch 4, val mf1: 0.6167, val ACC1: 0.2577, val ACC0: 0.9496, val Gmean: 0.4946 (best 0.6373)
2025-05-08 20:35:36 - Epoch 5 伪标签: 正样本: 76 (2.2%), 负样本: 3377 (97.8%)
2025-05-08 20:35:36 - Epoch 5, 测试集 AUC: 0.8100, PRE: 0.2928, REC: 0.2333, MF1: 0.5953, ACC1: 0.2333, ACC0: 0.9408, Gmean: 0.4685
2025-05-08 20:35:36 - Epoch 5, val mf1: 0.6019, val ACC1: 0.2699, val ACC0: 0.9289, val Gmean: 0.5007 (best 0.6373)
2025-05-08 20:35:36 - Epoch 6 伪标签: 正样本: 136 (3.9%), 负样本: 3317 (96.1%)
2025-05-08 20:35:36 - Epoch 6, 测试集 AUC: 0.8077, PRE: 0.2667, REC: 0.2545, MF1: 0.5924, ACC1: 0.2545, ACC0: 0.9265, Gmean: 0.4856
2025-05-08 20:35:36 - Epoch 6, val mf1: 0.6048, val ACC1: 0.3006, val ACC0: 0.9173, val Gmean: 0.5251 (best 0.6373)
2025-05-08 20:35:36 - Epoch 7 伪标签: 正样本: 174 (5.0%), 负样本: 3279 (95.0%)
2025-05-08 20:35:37 - Epoch 7, 测试集 AUC: 0.8104, PRE: 0.2953, REC: 0.3061, MF1: 0.6129, ACC1: 0.3061, ACC0: 0.9233, Gmean: 0.5316
2025-05-08 20:35:37 - Epoch 7, val mf1: 0.6155, val ACC1: 0.3313, val ACC0: 0.9147, val Gmean: 0.5505 (best 0.6373)
2025-05-08 20:35:37 - Epoch 8 伪标签: 正样本: 203 (5.9%), 负样本: 3250 (94.1%)
2025-05-08 20:35:37 - Epoch 8, 测试集 AUC: 0.8143, PRE: 0.3052, REC: 0.3394, MF1: 0.6229, ACC1: 0.3394, ACC0: 0.9189, Gmean: 0.5585
2025-05-08 20:35:37 - Epoch 8, val mf1: 0.6427, val ACC1: 0.4049, val ACC0: 0.9121, val Gmean: 0.6077 (best 0.6427)
2025-05-08 20:35:37 - Epoch 9 伪标签: 正样本: 229 (6.6%), 负样本: 3224 (93.4%)
2025-05-08 20:35:38 - Epoch 9, 测试集 AUC: 0.8193, PRE: 0.3366, REC: 0.4121, MF1: 0.6481, ACC1: 0.4121, ACC0: 0.9148, Gmean: 0.6140
2025-05-08 20:35:38 - 更新最佳测试结果 (Epoch 9): AUC 0.8193, PRE 0.3366, REC 0.4121, MF1 0.6481, ACC1 0.4121, ACC0 0.9148, Gmean 0.6140
2025-05-08 20:35:38 - Epoch 9, val mf1: 0.6527, val ACC1: 0.4417, val ACC0: 0.9082, val Gmean: 0.6334 (best 0.6527)
2025-05-08 20:35:38 - Epoch 10 伪标签: 正样本: 442 (12.8%), 负样本: 3011 (87.2%)
2025-05-08 20:35:38 - Epoch 10, 有标签损失: 0.2892, 一致性损失: 0.5503, 伪标签损失: 0.9603, LPL损失: 34.6620, 聚类损失: 39.6709, 总损失: 0.6100
2025-05-08 20:35:38 - Epoch 10, 测试集 AUC: 0.8214, PRE: 0.3559, REC: 0.4939, MF1: 0.6694, ACC1: 0.4939, ACC0: 0.9062, Gmean: 0.6690
2025-05-08 20:35:38 - 更新最佳测试结果 (Epoch 10): AUC 0.8214, PRE 0.3559, REC 0.4939, MF1 0.6694, ACC1 0.4939, ACC0 0.9062, Gmean 0.6690
2025-05-08 20:35:38 - Epoch 10, val mf1: 0.6579, val ACC1: 0.5092, val ACC0: 0.8901, val Gmean: 0.6732 (best 0.6579)
2025-05-08 20:35:38 - Epoch 11 伪标签: 正样本: 466 (13.5%), 负样本: 2987 (86.5%)
2025-05-08 20:35:38 - Epoch 11, 测试集 AUC: 0.8221, PRE: 0.3496, REC: 0.4788, MF1: 0.6643, ACC1: 0.4788, ACC0: 0.9065, Gmean: 0.6588
2025-05-08 20:35:38 - 更新最佳测试结果 (Epoch 11): AUC 0.8221, PRE 0.3496, REC 0.4788, MF1 0.6643, ACC1 0.4788, ACC0 0.9065, Gmean 0.6588
2025-05-08 20:35:38 - Epoch 11, val mf1: 0.6646, val ACC1: 0.5092, val ACC0: 0.8966, val Gmean: 0.6757 (best 0.6646)
2025-05-08 20:35:38 - Epoch 12 伪标签: 正样本: 494 (14.3%), 负样本: 2959 (85.7%)
2025-05-08 20:35:39 - Epoch 12, 测试集 AUC: 0.8214, PRE: 0.3491, REC: 0.5152, MF1: 0.6692, ACC1: 0.5152, ACC0: 0.8992, Gmean: 0.6806
2025-05-08 20:35:39 - Epoch 12, val mf1: 0.6702, val ACC1: 0.5399, val ACC0: 0.8920, val Gmean: 0.6940 (best 0.6702)
2025-05-08 20:35:39 - Epoch 13 伪标签: 正样本: 535 (15.5%), 负样本: 2918 (84.5%)
2025-05-08 20:35:39 - Epoch 13, 测试集 AUC: 0.8173, PRE: 0.3353, REC: 0.5182, MF1: 0.6628, ACC1: 0.5182, ACC0: 0.8922, Gmean: 0.6799
2025-05-08 20:35:39 - Epoch 13, val mf1: 0.6721, val ACC1: 0.5706, val ACC0: 0.8843, val Gmean: 0.7103 (best 0.6721)
2025-05-08 20:35:39 - Epoch 14 伪标签: 正样本: 590 (17.1%), 负样本: 2863 (82.9%)
2025-05-08 20:35:40 - Epoch 14, 测试集 AUC: 0.8088, PRE: 0.2981, REC: 0.4879, MF1: 0.6400, ACC1: 0.4879, ACC0: 0.8795, Gmean: 0.6550
2025-05-08 20:35:40 - Epoch 14, val mf1: 0.6590, val ACC1: 0.5521, val ACC0: 0.8772, val Gmean: 0.6959 (best 0.6721)
2025-05-08 20:35:40 - Epoch 15 伪标签: 正样本: 665 (19.3%), 负样本: 2788 (80.7%)
2025-05-08 20:35:40 - Epoch 15, 测试集 AUC: 0.7984, PRE: 0.2970, REC: 0.5788, MF1: 0.6468, ACC1: 0.5788, ACC0: 0.8562, Gmean: 0.7040
2025-05-08 20:35:40 - Epoch 15, val mf1: 0.6475, val ACC1: 0.6012, val ACC0: 0.8494, val Gmean: 0.7146 (best 0.6721)
2025-05-08 20:35:40 - Epoch 16 伪标签: 正样本: 737 (21.3%), 负样本: 2716 (78.7%)
2025-05-08 20:35:41 - Epoch 16, 测试集 AUC: 0.7833, PRE: 0.2629, REC: 0.5576, MF1: 0.6227, ACC1: 0.5576, ACC0: 0.8359, Gmean: 0.6827
2025-05-08 20:35:41 - Epoch 16, val mf1: 0.6283, val ACC1: 0.6074, val ACC0: 0.8255, val Gmean: 0.7081 (best 0.6721)
2025-05-08 20:35:41 - Epoch 17 伪标签: 正样本: 777 (22.5%), 负样本: 2676 (77.5%)
2025-05-08 20:35:41 - Epoch 17, 测试集 AUC: 0.7641, PRE: 0.2348, REC: 0.5727, MF1: 0.6014, ACC1: 0.5727, ACC0: 0.8041, Gmean: 0.6786
2025-05-08 20:35:41 - Epoch 17, val mf1: 0.6153, val ACC1: 0.6319, val ACC0: 0.8016, val Gmean: 0.7117 (best 0.6721)
2025-05-08 20:35:41 - Epoch 18 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:35:42 - Epoch 18, 测试集 AUC: 0.7455, PRE: 0.2084, REC: 0.5394, MF1: 0.5785, ACC1: 0.5394, ACC0: 0.7850, Gmean: 0.6507
2025-05-08 20:35:42 - Epoch 18, val mf1: 0.5972, val ACC1: 0.6135, val ACC0: 0.7841, val Gmean: 0.6936 (best 0.6721)
2025-05-08 20:35:42 - Epoch 19 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:35:42 - Epoch 19, 测试集 AUC: 0.7306, PRE: 0.2231, REC: 0.7091, MF1: 0.5879, ACC1: 0.7091, ACC0: 0.7408, Gmean: 0.7248
2025-05-08 20:35:42 - Epoch 19, val mf1: 0.5856, val ACC1: 0.7055, val ACC0: 0.7382, val Gmean: 0.7217 (best 0.6721)
2025-05-08 20:35:42 - Epoch 20 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:35:43 - Epoch 20, 有标签损失: 0.0222, 一致性损失: 0.5174, 伪标签损失: 1.0186, LPL损失: 15.5958, 聚类损失: 38.2151, 总损失: 0.3020
2025-05-08 20:35:43 - Epoch 20, 测试集 AUC: 0.7190, PRE: 0.2163, REC: 0.7242, MF1: 0.5798, ACC1: 0.7242, ACC0: 0.7246, Gmean: 0.7244
2025-05-08 20:35:43 - Epoch 20, val mf1: 0.5761, val ACC1: 0.7055, val ACC0: 0.7246, val Gmean: 0.7150 (best 0.6721)
2025-05-08 20:35:43 - Epoch 21 伪标签: 正样本: 842 (24.4%), 负样本: 2611 (75.6%)
2025-05-08 20:35:43 - Epoch 21, 测试集 AUC: 0.7112, PRE: 0.2123, REC: 0.7727, MF1: 0.5723, ACC1: 0.7727, ACC0: 0.6991, Gmean: 0.7350
2025-05-08 20:35:43 - Epoch 21, val mf1: 0.5688, val ACC1: 0.7423, val ACC0: 0.7027, val Gmean: 0.7222 (best 0.6721)
2025-05-08 20:35:43 - Epoch 22 伪标签: 正样本: 850 (24.6%), 负样本: 2603 (75.4%)
2025-05-08 20:35:44 - Epoch 22, 测试集 AUC: 0.7071, PRE: 0.2050, REC: 0.7152, MF1: 0.5671, ACC1: 0.7152, ACC0: 0.7090, Gmean: 0.7121
2025-05-08 20:35:44 - Epoch 22, val mf1: 0.5659, val ACC1: 0.6994, val ACC0: 0.7117, val Gmean: 0.7055 (best 0.6721)
2025-05-08 20:35:44 - Epoch 23 伪标签: 正样本: 852 (24.7%), 负样本: 2601 (75.3%)
2025-05-08 20:35:44 - Epoch 23, 测试集 AUC: 0.7057, PRE: 0.2061, REC: 0.7394, MF1: 0.5668, ACC1: 0.7394, ACC0: 0.7010, Gmean: 0.7200
2025-05-08 20:35:44 - Epoch 23, val mf1: 0.5676, val ACC1: 0.7239, val ACC0: 0.7065, val Gmean: 0.7152 (best 0.6721)
2025-05-08 20:35:44 - Epoch 24 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:35:45 - Epoch 24, 测试集 AUC: 0.7072, PRE: 0.2074, REC: 0.7485, MF1: 0.5678, ACC1: 0.7485, ACC0: 0.6997, Gmean: 0.7237
2025-05-08 20:35:45 - Epoch 24, val mf1: 0.5667, val ACC1: 0.7239, val ACC0: 0.7052, val Gmean: 0.7145 (best 0.6721)
2025-05-08 20:35:45 - Epoch 25 伪标签: 正样本: 848 (24.6%), 负样本: 2605 (75.4%)
2025-05-08 20:35:45 - Epoch 25, 测试集 AUC: 0.7105, PRE: 0.2099, REC: 0.7545, MF1: 0.5705, ACC1: 0.7545, ACC0: 0.7020, Gmean: 0.7278
2025-05-08 20:35:45 - Epoch 25, val mf1: 0.5676, val ACC1: 0.7239, val ACC0: 0.7065, val Gmean: 0.7152 (best 0.6721)
2025-05-08 20:35:45 - Epoch 26 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:35:46 - Epoch 26, 测试集 AUC: 0.7157, PRE: 0.2147, REC: 0.7515, MF1: 0.5765, ACC1: 0.7515, ACC0: 0.7115, Gmean: 0.7312
2025-05-08 20:35:46 - Epoch 26, val mf1: 0.5711, val ACC1: 0.7239, val ACC0: 0.7117, val Gmean: 0.7178 (best 0.6721)
2025-05-08 20:35:46 - Epoch 27 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:35:46 - Epoch 27, 测试集 AUC: 0.7219, PRE: 0.2175, REC: 0.7455, MF1: 0.5801, ACC1: 0.7455, ACC0: 0.7185, Gmean: 0.7319
2025-05-08 20:35:46 - Epoch 27, val mf1: 0.5783, val ACC1: 0.7239, val ACC0: 0.7220, val Gmean: 0.7230 (best 0.6721)
2025-05-08 20:35:46 - Epoch 28 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:35:47 - Epoch 28, 测试集 AUC: 0.7291, PRE: 0.2234, REC: 0.7394, MF1: 0.5871, ACC1: 0.7394, ACC0: 0.7303, Gmean: 0.7348
2025-05-08 20:35:47 - Epoch 28, val mf1: 0.5833, val ACC1: 0.7239, val ACC0: 0.7292, val Gmean: 0.7265 (best 0.6721)
2025-05-08 20:35:47 - Epoch 29 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:35:47 - Epoch 29, 测试集 AUC: 0.7367, PRE: 0.2273, REC: 0.7818, MF1: 0.5896, ACC1: 0.7818, ACC0: 0.7211, Gmean: 0.7508
2025-05-08 20:35:47 - Epoch 29, val mf1: 0.5849, val ACC1: 0.7546, val ACC0: 0.7220, val Gmean: 0.7381 (best 0.6721)
2025-05-08 20:35:47 - Epoch 30 伪标签: 正样本: 832 (24.1%), 负样本: 2621 (75.9%)
2025-05-08 20:35:48 - Epoch 30, 有标签损失: 0.0054, 一致性损失: 0.3752, 伪标签损失: 1.0970, LPL损失: 32.1173, 聚类损失: 31.3267, 总损失: 0.3971
2025-05-08 20:35:48 - Epoch 30, 测试集 AUC: 0.7454, PRE: 0.2331, REC: 0.7091, MF1: 0.5983, ACC1: 0.7091, ACC0: 0.7551, Gmean: 0.7317
2025-05-08 20:35:48 - Epoch 30, val mf1: 0.5940, val ACC1: 0.6994, val ACC0: 0.7518, val Gmean: 0.7251 (best 0.6721)
2025-05-08 20:35:48 - Epoch 31 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:35:48 - Epoch 31, 测试集 AUC: 0.7545, PRE: 0.2377, REC: 0.6879, MF1: 0.6033, ACC1: 0.6879, ACC0: 0.7684, Gmean: 0.7270
2025-05-08 20:35:48 - Epoch 31, val mf1: 0.6040, val ACC1: 0.6933, val ACC0: 0.7673, val Gmean: 0.7293 (best 0.6721)
2025-05-08 20:35:48 - Epoch 32 伪标签: 正样本: 829 (24.0%), 负样本: 2624 (76.0%)
2025-05-08 20:35:49 - Epoch 32, 测试集 AUC: 0.7641, PRE: 0.2445, REC: 0.6727, MF1: 0.6098, ACC1: 0.6727, ACC0: 0.7818, Gmean: 0.7252
2025-05-08 20:35:49 - Epoch 32, val mf1: 0.6144, val ACC1: 0.6933, val ACC0: 0.7809, val Gmean: 0.7358 (best 0.6721)
2025-05-08 20:35:49 - Epoch 33 伪标签: 正样本: 818 (23.7%), 负样本: 2635 (76.3%)
2025-05-08 20:35:49 - Epoch 33, 测试集 AUC: 0.7737, PRE: 0.2541, REC: 0.6576, MF1: 0.6182, ACC1: 0.6576, ACC0: 0.7974, Gmean: 0.7241
2025-05-08 20:35:49 - Epoch 33, val mf1: 0.6242, val ACC1: 0.6810, val ACC0: 0.7970, val Gmean: 0.7367 (best 0.6721)
2025-05-08 20:35:49 - Epoch 34 伪标签: 正样本: 813 (23.5%), 负样本: 2640 (76.5%)
2025-05-08 20:35:49 - Epoch 34, 测试集 AUC: 0.7839, PRE: 0.2701, REC: 0.6424, MF1: 0.6309, ACC1: 0.6424, ACC0: 0.8177, Gmean: 0.7248
2025-05-08 20:35:49 - Epoch 34, val mf1: 0.6284, val ACC1: 0.6564, val ACC0: 0.8100, val Gmean: 0.7292 (best 0.6721)
2025-05-08 20:35:50 - Epoch 35 伪标签: 正样本: 809 (23.4%), 负样本: 2644 (76.6%)
2025-05-08 20:35:50 - Epoch 35, 测试集 AUC: 0.7928, PRE: 0.2830, REC: 0.7273, MF1: 0.6432, ACC1: 0.7273, ACC0: 0.8066, Gmean: 0.7659
2025-05-08 20:35:50 - Epoch 35, val mf1: 0.6365, val ACC1: 0.7178, val ACC0: 0.8009, val Gmean: 0.7582 (best 0.6721)
2025-05-08 20:35:50 - Epoch 36 伪标签: 正样本: 805 (23.3%), 负样本: 2648 (76.7%)
2025-05-08 20:35:50 - Epoch 36, 测试集 AUC: 0.7986, PRE: 0.2938, REC: 0.6909, MF1: 0.6505, ACC1: 0.6909, ACC0: 0.8257, Gmean: 0.7553
2025-05-08 20:35:50 - Epoch 36, val mf1: 0.6435, val ACC1: 0.6871, val ACC0: 0.8184, val Gmean: 0.7499 (best 0.6721)
2025-05-08 20:35:51 - Epoch 37 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 20:35:51 - Epoch 37, 测试集 AUC: 0.8013, PRE: 0.3008, REC: 0.6818, MF1: 0.6552, ACC1: 0.6818, ACC0: 0.8337, Gmean: 0.7539
2025-05-08 20:35:51 - Epoch 37, val mf1: 0.6452, val ACC1: 0.6810, val ACC0: 0.8222, val Gmean: 0.7483 (best 0.6721)
2025-05-08 20:35:51 - Epoch 38 伪标签: 正样本: 795 (23.0%), 负样本: 2658 (77.0%)
2025-05-08 20:35:51 - Epoch 38, 测试集 AUC: 0.8016, PRE: 0.3023, REC: 0.6788, MF1: 0.6561, ACC1: 0.6788, ACC0: 0.8356, Gmean: 0.7531
2025-05-08 20:35:51 - Epoch 38, val mf1: 0.6447, val ACC1: 0.6748, val ACC0: 0.8235, val Gmean: 0.7455 (best 0.6721)
2025-05-08 20:35:51 - Epoch 39 伪标签: 正样本: 793 (23.0%), 负样本: 2660 (77.0%)
2025-05-08 20:35:52 - Epoch 39, 测试集 AUC: 0.7998, PRE: 0.2934, REC: 0.6758, MF1: 0.6496, ACC1: 0.6758, ACC0: 0.8292, Gmean: 0.7486
2025-05-08 20:35:52 - Epoch 39, val mf1: 0.6442, val ACC1: 0.6748, val ACC0: 0.8229, val Gmean: 0.7452 (best 0.6721)
2025-05-08 20:35:52 - Epoch 40 伪标签: 正样本: 796 (23.1%), 负样本: 2657 (76.9%)
2025-05-08 20:35:52 - Epoch 40, 有标签损失: 0.0038, 一致性损失: 0.2770, 伪标签损失: 1.1044, LPL损失: 30.6693, 聚类损失: 23.5350, 总损失: 0.4074
2025-05-08 20:35:52 - Epoch 40, 测试集 AUC: 0.7960, PRE: 0.2835, REC: 0.6091, MF1: 0.6396, ACC1: 0.6091, ACC0: 0.8384, Gmean: 0.7146
2025-05-08 20:35:52 - Epoch 40, val mf1: 0.6394, val ACC1: 0.6319, val ACC0: 0.8306, val Gmean: 0.7245 (best 0.6721)
2025-05-08 20:35:52 - Epoch 41 伪标签: 正样本: 798 (23.1%), 负样本: 2655 (76.9%)
2025-05-08 20:35:53 - Epoch 41, 测试集 AUC: 0.7906, PRE: 0.2727, REC: 0.6091, MF1: 0.6318, ACC1: 0.6091, ACC0: 0.8295, Gmean: 0.7108
2025-05-08 20:35:53 - Epoch 41, val mf1: 0.6383, val ACC1: 0.6380, val ACC0: 0.8274, val Gmean: 0.7266 (best 0.6721)
2025-05-08 20:35:53 - Epoch 42 伪标签: 正样本: 796 (23.1%), 负样本: 2657 (76.9%)
2025-05-08 20:35:53 - Epoch 42, 测试集 AUC: 0.7840, PRE: 0.2708, REC: 0.6818, MF1: 0.6324, ACC1: 0.6818, ACC0: 0.8073, Gmean: 0.7419
2025-05-08 20:35:53 - Epoch 42, val mf1: 0.6315, val ACC1: 0.6871, val ACC0: 0.8041, val Gmean: 0.7433 (best 0.6721)
2025-05-08 20:35:53 - Epoch 43 伪标签: 正样本: 807 (23.4%), 负样本: 2646 (76.6%)
2025-05-08 20:35:54 - Epoch 43, 测试集 AUC: 0.7762, PRE: 0.2610, REC: 0.6848, MF1: 0.6243, ACC1: 0.6848, ACC0: 0.7964, Gmean: 0.7385
2025-05-08 20:35:54 - Epoch 43, val mf1: 0.6241, val ACC1: 0.6933, val ACC0: 0.7931, val Gmean: 0.7415 (best 0.6721)
2025-05-08 20:35:54 - Epoch 44 伪标签: 正样本: 801 (23.2%), 负样本: 2652 (76.8%)
2025-05-08 20:35:54 - Epoch 44, 测试集 AUC: 0.7699, PRE: 0.2545, REC: 0.6848, MF1: 0.6187, ACC1: 0.6848, ACC0: 0.7894, Gmean: 0.7353
2025-05-08 20:35:54 - Epoch 44, val mf1: 0.6184, val ACC1: 0.6994, val ACC0: 0.7841, val Gmean: 0.7405 (best 0.6721)
2025-05-08 20:35:54 - Epoch 45 伪标签: 正样本: 786 (22.8%), 负样本: 2667 (77.2%)
2025-05-08 20:35:55 - Epoch 45, 测试集 AUC: 0.7673, PRE: 0.2429, REC: 0.6242, MF1: 0.6085, ACC1: 0.6242, ACC0: 0.7958, Gmean: 0.7048
2025-05-08 20:35:55 - Epoch 45, val mf1: 0.6159, val ACC1: 0.6564, val ACC0: 0.7944, val Gmean: 0.7222 (best 0.6721)
2025-05-08 20:35:55 - Epoch 46 伪标签: 正样本: 790 (22.9%), 负样本: 2663 (77.1%)
2025-05-08 20:35:55 - Epoch 46, 测试集 AUC: 0.7674, PRE: 0.2519, REC: 0.6909, MF1: 0.6164, ACC1: 0.6909, ACC0: 0.7847, Gmean: 0.7363
2025-05-08 20:35:55 - Epoch 46, val mf1: 0.6159, val ACC1: 0.6994, val ACC0: 0.7809, val Gmean: 0.7390 (best 0.6721)
2025-05-08 20:35:55 - Epoch 47 伪标签: 正样本: 799 (23.1%), 负样本: 2654 (76.9%)
2025-05-08 20:35:55 - Epoch 47, 测试集 AUC: 0.7703, PRE: 0.2539, REC: 0.6848, MF1: 0.6182, ACC1: 0.6848, ACC0: 0.7888, Gmean: 0.7350
2025-05-08 20:35:55 - Epoch 47, val mf1: 0.6169, val ACC1: 0.6933, val ACC0: 0.7841, val Gmean: 0.7373 (best 0.6721)
2025-05-08 20:35:56 - Epoch 48 伪标签: 正样本: 785 (22.7%), 负样本: 2668 (77.3%)
2025-05-08 20:35:56 - Epoch 48, 测试集 AUC: 0.7761, PRE: 0.2583, REC: 0.6818, MF1: 0.6220, ACC1: 0.6818, ACC0: 0.7945, Gmean: 0.7360
2025-05-08 20:35:56 - Epoch 48, val mf1: 0.6215, val ACC1: 0.6871, val ACC0: 0.7919, val Gmean: 0.7376 (best 0.6721)
2025-05-08 20:35:56 - Epoch 49 伪标签: 正样本: 796 (23.1%), 负样本: 2657 (76.9%)
2025-05-08 20:35:56 - Epoch 49, 测试集 AUC: 0.7852, PRE: 0.2652, REC: 0.7000, MF1: 0.6280, ACC1: 0.7000, ACC0: 0.7964, Gmean: 0.7467
2025-05-08 20:35:56 - Epoch 49, val mf1: 0.6271, val ACC1: 0.7055, val ACC0: 0.7931, val Gmean: 0.7481 (best 0.6721)
2025-05-08 20:35:57 - Epoch 50 伪标签: 正样本: 820 (23.7%), 负样本: 2633 (76.3%)
2025-05-08 20:35:57 - Epoch 50, 有标签损失: 0.0032, 一致性损失: 0.2009, 伪标签损失: 1.0882, LPL损失: 25.3490, 聚类损失: 19.4600, 总损失: 0.4047
2025-05-08 20:35:57 - Epoch 50, 测试集 AUC: 0.7954, PRE: 0.2717, REC: 0.6061, MF1: 0.6310, ACC1: 0.6061, ACC0: 0.8295, Gmean: 0.7090
2025-05-08 20:35:57 - Epoch 50, val mf1: 0.6333, val ACC1: 0.6196, val ACC0: 0.8274, val Gmean: 0.7160 (best 0.6721)
2025-05-08 20:35:57 - Epoch 51 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:35:57 - Epoch 51, 测试集 AUC: 0.8031, PRE: 0.2905, REC: 0.6788, MF1: 0.6476, ACC1: 0.6788, ACC0: 0.8260, Gmean: 0.7488
2025-05-08 20:35:57 - Epoch 51, val mf1: 0.6403, val ACC1: 0.6687, val ACC0: 0.8203, val Gmean: 0.7406 (best 0.6721)
2025-05-08 20:35:57 - Epoch 52 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:35:58 - Epoch 52, 测试集 AUC: 0.8072, PRE: 0.2962, REC: 0.6848, MF1: 0.6520, ACC1: 0.6848, ACC0: 0.8292, Gmean: 0.7536
2025-05-08 20:35:58 - Epoch 52, val mf1: 0.6437, val ACC1: 0.6687, val ACC0: 0.8242, val Gmean: 0.7424 (best 0.6721)
2025-05-08 20:35:58 - Epoch 53 伪标签: 正样本: 846 (24.5%), 负样本: 2607 (75.5%)
2025-05-08 20:35:58 - Epoch 53, 测试集 AUC: 0.8078, PRE: 0.2916, REC: 0.6848, MF1: 0.6486, ACC1: 0.6848, ACC0: 0.8254, Gmean: 0.7518
2025-05-08 20:35:58 - Epoch 53, val mf1: 0.6452, val ACC1: 0.6810, val ACC0: 0.8222, val Gmean: 0.7483 (best 0.6721)
2025-05-08 20:35:58 - Epoch 54 伪标签: 正样本: 845 (24.5%), 负样本: 2608 (75.5%)
2025-05-08 20:35:58 - Epoch 54, 测试集 AUC: 0.8047, PRE: 0.2855, REC: 0.6939, MF1: 0.6444, ACC1: 0.6939, ACC0: 0.8177, Gmean: 0.7533
2025-05-08 20:35:58 - Epoch 54, val mf1: 0.6391, val ACC1: 0.6871, val ACC0: 0.8132, val Gmean: 0.7475 (best 0.6721)
2025-05-08 20:35:58 - Epoch 55 伪标签: 正样本: 844 (24.4%), 负样本: 2609 (75.6%)
2025-05-08 20:35:59 - Epoch 55, 测试集 AUC: 0.8016, PRE: 0.2789, REC: 0.7455, MF1: 0.6402, ACC1: 0.7455, ACC0: 0.7977, Gmean: 0.7711
2025-05-08 20:35:59 - Epoch 55, val mf1: 0.6331, val ACC1: 0.7301, val ACC0: 0.7931, val Gmean: 0.7610 (best 0.6721)
2025-05-08 20:35:59 - Epoch 56 伪标签: 正样本: 845 (24.5%), 负样本: 2608 (75.5%)
2025-05-08 20:35:59 - Epoch 56, 测试集 AUC: 0.8029, PRE: 0.2739, REC: 0.7455, MF1: 0.6360, ACC1: 0.7455, ACC0: 0.7926, Gmean: 0.7687
2025-05-08 20:35:59 - Epoch 56, val mf1: 0.6309, val ACC1: 0.7362, val ACC0: 0.7886, val Gmean: 0.7620 (best 0.6721)
2025-05-08 20:35:59 - Epoch 57 伪标签: 正样本: 860 (24.9%), 负样本: 2593 (75.1%)
2025-05-08 20:36:00 - Epoch 57, 测试集 AUC: 0.8088, PRE: 0.2853, REC: 0.6303, MF1: 0.6418, ACC1: 0.6303, ACC0: 0.8343, Gmean: 0.7252
2025-05-08 20:36:00 - Epoch 57, val mf1: 0.6366, val ACC1: 0.6258, val ACC0: 0.8293, val Gmean: 0.7204 (best 0.6721)
2025-05-08 20:36:00 - Epoch 58 伪标签: 正样本: 850 (24.6%), 负样本: 2603 (75.4%)
2025-05-08 20:36:00 - Epoch 58, 测试集 AUC: 0.8200, PRE: 0.3036, REC: 0.6182, MF1: 0.6536, ACC1: 0.6182, ACC0: 0.8511, Gmean: 0.7254
2025-05-08 20:36:00 - Epoch 58, val mf1: 0.6480, val ACC1: 0.6135, val ACC0: 0.8462, val Gmean: 0.7205 (best 0.6721)
2025-05-08 20:36:00 - Epoch 59 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:36:00 - Epoch 59, 测试集 AUC: 0.8366, PRE: 0.3442, REC: 0.6091, MF1: 0.6775, ACC1: 0.6091, ACC0: 0.8782, Gmean: 0.7314
2025-05-08 20:36:00 - 更新最佳测试结果 (Epoch 59): AUC 0.8366, PRE 0.3442, REC 0.6091, MF1 0.6775, ACC1 0.6091, ACC0 0.8782, Gmean 0.7314
2025-05-08 20:36:00 - Epoch 59, val mf1: 0.6737, val ACC1: 0.6012, val ACC0: 0.8765, val Gmean: 0.7259 (best 0.6737)
2025-05-08 20:36:01 - Epoch 60 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:36:01 - Epoch 60, 有标签损失: 0.0032, 一致性损失: 0.1256, 伪标签损失: 0.9736, LPL损失: 30.5757, 聚类损失: 13.5821, 总损失: 0.4743
2025-05-08 20:36:01 - Epoch 60, 测试集 AUC: 0.8524, PRE: 0.3833, REC: 0.5970, MF1: 0.6966, ACC1: 0.5970, ACC0: 0.8992, Gmean: 0.7327
2025-05-08 20:36:01 - 更新最佳测试结果 (Epoch 60): AUC 0.8524, PRE 0.3833, REC 0.5970, MF1 0.6966, ACC1 0.5970, ACC0 0.8992, Gmean 0.7327
2025-05-08 20:36:01 - Epoch 60, val mf1: 0.7015, val ACC1: 0.5951, val ACC0: 0.9037, val Gmean: 0.7333 (best 0.7015)
2025-05-08 20:36:01 - Epoch 61 伪标签: 正样本: 867 (25.1%), 负样本: 2586 (74.9%)
2025-05-08 20:36:01 - Epoch 61, 测试集 AUC: 0.8603, PRE: 0.4100, REC: 0.5939, MF1: 0.7087, ACC1: 0.5939, ACC0: 0.9103, Gmean: 0.7353
2025-05-08 20:36:01 - 更新最佳测试结果 (Epoch 61): AUC 0.8603, PRE 0.4100, REC 0.5939, MF1 0.7087, ACC1 0.5939, ACC0 0.9103, Gmean 0.7353
2025-05-08 20:36:01 - Epoch 61, val mf1: 0.7138, val ACC1: 0.5828, val ACC0: 0.9173, val Gmean: 0.7312 (best 0.7138)
2025-05-08 20:36:01 - Epoch 62 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:36:02 - Epoch 62, 测试集 AUC: 0.8603, PRE: 0.4076, REC: 0.5879, MF1: 0.7067, ACC1: 0.5879, ACC0: 0.9103, Gmean: 0.7315
2025-05-08 20:36:02 - Epoch 62, val mf1: 0.7159, val ACC1: 0.5890, val ACC0: 0.9173, val Gmean: 0.7350 (best 0.7159)
2025-05-08 20:36:02 - Epoch 63 伪标签: 正样本: 864 (25.0%), 负样本: 2589 (75.0%)
2025-05-08 20:36:02 - Epoch 63, 测试集 AUC: 0.8589, PRE: 0.3984, REC: 0.5879, MF1: 0.7025, ACC1: 0.5879, ACC0: 0.9068, Gmean: 0.7301
2025-05-08 20:36:02 - Epoch 63, val mf1: 0.7056, val ACC1: 0.5706, val ACC0: 0.9140, val Gmean: 0.7221 (best 0.7159)
2025-05-08 20:36:02 - Epoch 64 伪标签: 正样本: 874 (25.3%), 负样本: 2579 (74.7%)
2025-05-08 20:36:03 - Epoch 64, 测试集 AUC: 0.8626, PRE: 0.4124, REC: 0.5848, MF1: 0.7084, ACC1: 0.5848, ACC0: 0.9125, Gmean: 0.7305
2025-05-08 20:36:03 - 更新最佳测试结果 (Epoch 64): AUC 0.8626, PRE 0.4124, REC 0.5848, MF1 0.7084, ACC1 0.5848, ACC0 0.9125, Gmean 0.7305
2025-05-08 20:36:03 - Epoch 64, val mf1: 0.7074, val ACC1: 0.5644, val ACC0: 0.9173, val Gmean: 0.7195 (best 0.7159)
2025-05-08 20:36:03 - Epoch 65 伪标签: 正样本: 876 (25.4%), 负样本: 2577 (74.6%)
2025-05-08 20:36:03 - Epoch 65, 测试集 AUC: 0.8716, PRE: 0.4234, REC: 0.6697, MF1: 0.7258, ACC1: 0.6697, ACC0: 0.9043, Gmean: 0.7782
2025-05-08 20:36:03 - 更新最佳测试结果 (Epoch 65): AUC 0.8716, PRE 0.4234, REC 0.6697, MF1 0.7258, ACC1 0.6697, ACC0 0.9043, Gmean 0.7782
2025-05-08 20:36:03 - Epoch 65, val mf1: 0.7197, val ACC1: 0.6319, val ACC0: 0.9089, val Gmean: 0.7578 (best 0.7197)
2025-05-08 20:36:04 - Epoch 66 伪标签: 正样本: 862 (25.0%), 负样本: 2591 (75.0%)
2025-05-08 20:36:04 - Epoch 66, 测试集 AUC: 0.8798, PRE: 0.4811, REC: 0.6545, MF1: 0.7492, ACC1: 0.6545, ACC0: 0.9259, Gmean: 0.7785
2025-05-08 20:36:04 - 更新最佳测试结果 (Epoch 66): AUC 0.8798, PRE 0.4811, REC 0.6545, MF1 0.7492, ACC1 0.6545, ACC0 0.9259, Gmean 0.7785
2025-05-08 20:36:04 - Epoch 66, val mf1: 0.7377, val ACC1: 0.6258, val ACC0: 0.9244, val Gmean: 0.7606 (best 0.7377)
2025-05-08 20:36:04 - Epoch 67 伪标签: 正样本: 866 (25.1%), 负样本: 2587 (74.9%)
2025-05-08 20:36:04 - Epoch 67, 测试集 AUC: 0.8821, PRE: 0.4884, REC: 0.6394, MF1: 0.7494, ACC1: 0.6394, ACC0: 0.9297, Gmean: 0.7710
2025-05-08 20:36:04 - 更新最佳测试结果 (Epoch 67): AUC 0.8821, PRE 0.4884, REC 0.6394, MF1 0.7494, ACC1 0.6394, ACC0 0.9297, Gmean 0.7710
2025-05-08 20:36:04 - Epoch 67, val mf1: 0.7391, val ACC1: 0.6196, val ACC0: 0.9270, val Gmean: 0.7579 (best 0.7391)
2025-05-08 20:36:04 - Epoch 68 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:36:05 - Epoch 68, 测试集 AUC: 0.8791, PRE: 0.4573, REC: 0.6333, MF1: 0.7356, ACC1: 0.6333, ACC0: 0.9211, Gmean: 0.7638
2025-05-08 20:36:05 - Epoch 68, val mf1: 0.7322, val ACC1: 0.6196, val ACC0: 0.9218, val Gmean: 0.7558 (best 0.7391)
2025-05-08 20:36:05 - Epoch 69 伪标签: 正样本: 864 (25.0%), 负样本: 2589 (75.0%)
2025-05-08 20:36:05 - Epoch 69, 测试集 AUC: 0.8820, PRE: 0.4802, REC: 0.6242, MF1: 0.7434, ACC1: 0.6242, ACC0: 0.9291, Gmean: 0.7616
2025-05-08 20:36:05 - Epoch 69, val mf1: 0.7362, val ACC1: 0.6135, val ACC0: 0.9263, val Gmean: 0.7538 (best 0.7391)
2025-05-08 20:36:05 - Epoch 70 伪标签: 正样本: 857 (24.8%), 负样本: 2596 (75.2%)
2025-05-08 20:36:05 - Epoch 70, 有标签损失: 0.0078, 一致性损失: 0.0743, 伪标签损失: 0.8086, LPL损失: 24.2159, 聚类损失: 8.9161, 总损失: 0.4292
2025-05-08 20:36:05 - Epoch 70, 测试集 AUC: 0.8928, PRE: 0.5197, REC: 0.6788, MF1: 0.7691, ACC1: 0.6788, ACC0: 0.9342, Gmean: 0.7963
2025-05-08 20:36:05 - 更新最佳测试结果 (Epoch 70): AUC 0.8928, PRE 0.5197, REC 0.6788, MF1 0.7691, ACC1 0.6788, ACC0 0.9342, Gmean 0.7963
2025-05-08 20:36:05 - Epoch 70, val mf1: 0.7506, val ACC1: 0.6319, val ACC0: 0.9321, val Gmean: 0.7675 (best 0.7506)
2025-05-08 20:36:05 - Epoch 71 伪标签: 正样本: 865 (25.1%), 负样本: 2588 (74.9%)
2025-05-08 20:36:06 - Epoch 71, 测试集 AUC: 0.8965, PRE: 0.5539, REC: 0.6697, MF1: 0.7801, ACC1: 0.6697, ACC0: 0.9434, Gmean: 0.7948
2025-05-08 20:36:06 - 更新最佳测试结果 (Epoch 71): AUC 0.8965, PRE 0.5539, REC 0.6697, MF1 0.7801, ACC1 0.6697, ACC0 0.9434, Gmean 0.7948
2025-05-08 20:36:06 - Epoch 71, val mf1: 0.7629, val ACC1: 0.6319, val ACC0: 0.9405, val Gmean: 0.7709 (best 0.7629)
2025-05-08 20:36:06 - Epoch 72 伪标签: 正样本: 861 (24.9%), 负样本: 2592 (75.1%)
2025-05-08 20:36:06 - Epoch 72, 测试集 AUC: 0.8965, PRE: 0.5475, REC: 0.6636, MF1: 0.7765, ACC1: 0.6636, ACC0: 0.9424, Gmean: 0.7908
2025-05-08 20:36:06 - 更新最佳测试结果 (Epoch 72): AUC 0.8965, PRE 0.5475, REC 0.6636, MF1 0.7765, ACC1 0.6636, ACC0 0.9424, Gmean 0.7908
2025-05-08 20:36:06 - Epoch 72, val mf1: 0.7668, val ACC1: 0.6319, val ACC0: 0.9431, val Gmean: 0.7720 (best 0.7668)
2025-05-08 20:36:06 - Epoch 73 伪标签: 正样本: 834 (24.2%), 负样本: 2619 (75.8%)
2025-05-08 20:36:07 - Epoch 73, 测试集 AUC: 0.8933, PRE: 0.5908, REC: 0.5818, MF1: 0.7716, ACC1: 0.5818, ACC0: 0.9577, Gmean: 0.7465
2025-05-08 20:36:07 - Epoch 73, val mf1: 0.7548, val ACC1: 0.5583, val ACC0: 0.9528, val Gmean: 0.7293 (best 0.7668)
2025-05-08 20:36:07 - Epoch 74 伪标签: 正样本: 822 (23.8%), 负样本: 2631 (76.2%)
2025-05-08 20:36:07 - Epoch 74, 测试集 AUC: 0.8881, PRE: 0.5354, REC: 0.5727, MF1: 0.7524, ACC1: 0.5727, ACC0: 0.9478, Gmean: 0.7368
2025-05-08 20:36:07 - Epoch 74, val mf1: 0.7478, val ACC1: 0.5583, val ACC0: 0.9483, val Gmean: 0.7276 (best 0.7668)
2025-05-08 20:36:07 - Epoch 75 伪标签: 正样本: 817 (23.7%), 负样本: 2636 (76.3%)
2025-05-08 20:36:07 - Epoch 75, 测试集 AUC: 0.8949, PRE: 0.5366, REC: 0.6212, MF1: 0.7637, ACC1: 0.6212, ACC0: 0.9437, Gmean: 0.7657
2025-05-08 20:36:07 - Epoch 75, val mf1: 0.7596, val ACC1: 0.5951, val ACC0: 0.9470, val Gmean: 0.7507 (best 0.7668)
2025-05-08 20:36:07 - Epoch 76 伪标签: 正样本: 821 (23.8%), 负样本: 2632 (76.2%)
2025-05-08 20:36:08 - Epoch 76, 测试集 AUC: 0.8991, PRE: 0.5441, REC: 0.6727, MF1: 0.7771, ACC1: 0.6727, ACC0: 0.9408, Gmean: 0.7956
2025-05-08 20:36:08 - 更新最佳测试结果 (Epoch 76): AUC 0.8991, PRE 0.5441, REC 0.6727, MF1 0.7771, ACC1 0.6727, ACC0 0.9408, Gmean 0.7956
2025-05-08 20:36:08 - Epoch 76, val mf1: 0.7700, val ACC1: 0.6380, val ACC0: 0.9438, val Gmean: 0.7760 (best 0.7700)
2025-05-08 20:36:08 - Epoch 77 伪标签: 正样本: 789 (22.8%), 负样本: 2664 (77.2%)
2025-05-08 20:36:08 - Epoch 77, 测试集 AUC: 0.9013, PRE: 0.5845, REC: 0.6606, MF1: 0.7887, ACC1: 0.6606, ACC0: 0.9507, Gmean: 0.7925
2025-05-08 20:36:08 - 更新最佳测试结果 (Epoch 77): AUC 0.9013, PRE 0.5845, REC 0.6606, MF1 0.7887, ACC1 0.6606, ACC0 0.9507, Gmean 0.7925
2025-05-08 20:36:08 - Epoch 77, val mf1: 0.7744, val ACC1: 0.6074, val ACC0: 0.9535, val Gmean: 0.7610 (best 0.7744)
2025-05-08 20:36:08 - Epoch 78 伪标签: 正样本: 826 (23.9%), 负样本: 2627 (76.1%)
2025-05-08 20:36:09 - Epoch 78, 测试集 AUC: 0.8952, PRE: 0.5296, REC: 0.6515, MF1: 0.7675, ACC1: 0.6515, ACC0: 0.9392, Gmean: 0.7823
2025-05-08 20:36:09 - Epoch 78, val mf1: 0.7549, val ACC1: 0.6012, val ACC0: 0.9425, val Gmean: 0.7528 (best 0.7744)
2025-05-08 20:36:09 - Epoch 79 伪标签: 正样本: 1433 (41.5%), 负样本: 2020 (58.5%)
2025-05-08 20:36:09 - Epoch 79, 测试集 AUC: 0.8882, PRE: 0.6160, REC: 0.4909, MF1: 0.7520, ACC1: 0.4909, ACC0: 0.9679, Gmean: 0.6893
2025-05-08 20:36:09 - Epoch 79, val mf1: 0.7509, val ACC1: 0.4785, val ACC0: 0.9703, val Gmean: 0.6814 (best 0.7744)
2025-05-08 20:36:09 - Epoch 80 伪标签: 正样本: 903 (26.2%), 负样本: 2550 (73.8%)
2025-05-08 20:36:09 - Epoch 80, 有标签损失: 0.0117, 一致性损失: 0.0418, 伪标签损失: 0.7431, LPL损失: 45.2316, 聚类损失: 6.1482, 总损失: 0.7776
2025-05-08 20:36:09 - Epoch 80, 测试集 AUC: 0.8808, PRE: 0.5594, REC: 0.4848, MF1: 0.7364, ACC1: 0.4848, ACC0: 0.9599, Gmean: 0.6822
2025-05-08 20:36:09 - Epoch 80, val mf1: 0.7353, val ACC1: 0.4724, val ACC0: 0.9625, val Gmean: 0.6743 (best 0.7744)
2025-05-08 20:36:09 - Epoch 81 伪标签: 正样本: 885 (25.6%), 负样本: 2568 (74.4%)
2025-05-08 20:36:10 - Epoch 81, 测试集 AUC: 0.8849, PRE: 0.6524, REC: 0.4606, MF1: 0.7497, ACC1: 0.4606, ACC0: 0.9742, Gmean: 0.6699
2025-05-08 20:36:10 - Epoch 81, val mf1: 0.7494, val ACC1: 0.4601, val ACC0: 0.9741, val Gmean: 0.6695 (best 0.7744)
2025-05-08 20:36:10 - Epoch 82 伪标签: 正样本: 1022 (29.6%), 负样本: 2431 (70.4%)
2025-05-08 20:36:10 - Epoch 82, 测试集 AUC: 0.8824, PRE: 0.6533, REC: 0.4455, MF1: 0.7445, ACC1: 0.4455, ACC0: 0.9752, Gmean: 0.6591
2025-05-08 20:36:10 - Epoch 82, val mf1: 0.7444, val ACC1: 0.4417, val ACC0: 0.9761, val Gmean: 0.6566 (best 0.7744)
2025-05-08 20:36:10 - Epoch 83 伪标签: 正样本: 1265 (36.6%), 负样本: 2188 (63.4%)
2025-05-08 20:36:11 - Epoch 83, 测试集 AUC: 0.8719, PRE: 0.5610, REC: 0.4182, MF1: 0.7160, ACC1: 0.4182, ACC0: 0.9656, Gmean: 0.6355
2025-05-08 20:36:11 - Epoch 83, val mf1: 0.7217, val ACC1: 0.4233, val ACC0: 0.9677, val Gmean: 0.6400 (best 0.7744)
2025-05-08 20:36:11 - Epoch 84 伪标签: 正样本: 1251 (36.2%), 负样本: 2202 (63.8%)
2025-05-08 20:36:11 - Epoch 84, 测试集 AUC: 0.8552, PRE: 0.4351, REC: 0.4061, MF1: 0.6807, ACC1: 0.4061, ACC0: 0.9447, Gmean: 0.6193
2025-05-08 20:36:11 - Epoch 84, val mf1: 0.6896, val ACC1: 0.4172, val ACC0: 0.9476, val Gmean: 0.6288 (best 0.7744)
2025-05-08 20:36:11 - Epoch 85 伪标签: 正样本: 1358 (39.3%), 负样本: 2095 (60.7%)
2025-05-08 20:36:12 - Epoch 85, 测试集 AUC: 0.8371, PRE: 0.3509, REC: 0.4030, MF1: 0.6521, ACC1: 0.4030, ACC0: 0.9218, Gmean: 0.6095
2025-05-08 20:36:12 - Epoch 85, val mf1: 0.6594, val ACC1: 0.4172, val ACC0: 0.9231, val Gmean: 0.6206 (best 0.7744)
2025-05-08 20:36:12 - Epoch 86 伪标签: 正样本: 1333 (38.6%), 负样本: 2120 (61.4%)
2025-05-08 20:36:12 - Epoch 86, 测试集 AUC: 0.8210, PRE: 0.3093, REC: 0.4030, MF1: 0.6351, ACC1: 0.4030, ACC0: 0.9055, Gmean: 0.6041
2025-05-08 20:36:12 - Epoch 86, val mf1: 0.6418, val ACC1: 0.4233, val ACC0: 0.9043, val Gmean: 0.6187 (best 0.7744)
2025-05-08 20:36:12 - Epoch 87 伪标签: 正样本: 1451 (42.0%), 负样本: 2002 (58.0%)
2025-05-08 20:36:13 - Epoch 87, 测试集 AUC: 0.8116, PRE: 0.3873, REC: 0.3333, MF1: 0.6481, ACC1: 0.3333, ACC0: 0.9447, Gmean: 0.5611
2025-05-08 20:36:13 - Epoch 87, val mf1: 0.6413, val ACC1: 0.3006, val ACC0: 0.9522, val Gmean: 0.5350 (best 0.7744)
2025-05-08 20:36:13 - Epoch 88 伪标签: 正样本: 1595 (46.2%), 负样本: 1858 (53.8%)
2025-05-08 20:36:13 - Epoch 88, 测试集 AUC: 0.8176, PRE: 0.5745, REC: 0.3273, MF1: 0.6850, ACC1: 0.3273, ACC0: 0.9746, Gmean: 0.5648
2025-05-08 20:36:13 - Epoch 88, val mf1: 0.6692, val ACC1: 0.3006, val ACC0: 0.9735, val Gmean: 0.5410 (best 0.7744)
2025-05-08 20:36:13 - Epoch 89 伪标签: 正样本: 1324 (38.3%), 负样本: 2129 (61.7%)
2025-05-08 20:36:14 - Epoch 89, 测试集 AUC: 0.8348, PRE: 0.5917, REC: 0.3909, MF1: 0.7127, ACC1: 0.3909, ACC0: 0.9717, Gmean: 0.6163
2025-05-08 20:36:14 - Epoch 89, val mf1: 0.7152, val ACC1: 0.4049, val ACC0: 0.9690, val Gmean: 0.6264 (best 0.7744)
2025-05-08 20:36:14 - Epoch 90 伪标签: 正样本: 1285 (37.2%), 负样本: 2168 (62.8%)
2025-05-08 20:36:14 - Epoch 90, 有标签损失: 0.0089, 一致性损失: 0.0315, 伪标签损失: 1.1133, LPL损失: 85.1720, 聚类损失: 4.7813, 总损失: 1.5879
2025-05-08 20:36:14 - Epoch 90, 测试集 AUC: 0.8501, PRE: 0.5714, REC: 0.4848, MF1: 0.7394, ACC1: 0.4848, ACC0: 0.9618, Gmean: 0.6829
2025-05-08 20:36:14 - Epoch 90, val mf1: 0.7474, val ACC1: 0.4908, val ACC0: 0.9651, val Gmean: 0.6882 (best 0.7744)
2025-05-08 20:36:14 - Epoch 91 伪标签: 正样本: 1325 (38.4%), 负样本: 2128 (61.6%)
2025-05-08 20:36:14 - Epoch 91, 测试集 AUC: 0.8711, PRE: 0.7767, REC: 0.4848, MF1: 0.7817, ACC1: 0.4848, ACC0: 0.9854, Gmean: 0.6912
2025-05-08 20:36:14 - Epoch 91, val mf1: 0.7921, val ACC1: 0.5031, val ACC0: 0.9864, val Gmean: 0.7044 (best 0.7921)
2025-05-08 20:36:14 - Epoch 92 伪标签: 正样本: 1337 (38.7%), 负样本: 2116 (61.3%)
2025-05-08 20:36:15 - Epoch 92, 测试集 AUC: 0.8908, PRE: 0.8507, REC: 0.5697, MF1: 0.8275, ACC1: 0.5697, ACC0: 0.9895, Gmean: 0.7508
2025-05-08 20:36:15 - Epoch 92, val mf1: 0.8247, val ACC1: 0.5521, val ACC0: 0.9916, val Gmean: 0.7399 (best 0.8247)
2025-05-08 20:36:15 - Epoch 93 伪标签: 正样本: 1428 (41.4%), 负样本: 2025 (58.6%)
2025-05-08 20:36:15 - Epoch 93, 测试集 AUC: 0.8982, PRE: 0.8157, REC: 0.6303, MF1: 0.8423, ACC1: 0.6303, ACC0: 0.9851, Gmean: 0.7880
2025-05-08 20:36:15 - Epoch 93, val mf1: 0.8401, val ACC1: 0.6135, val ACC0: 0.9871, val Gmean: 0.7782 (best 0.8401)
2025-05-08 20:36:15 - Epoch 94 伪标签: 正样本: 1521 (44.0%), 负样本: 1932 (56.0%)
2025-05-08 20:36:16 - Epoch 94, 测试集 AUC: 0.9000, PRE: 0.8699, REC: 0.6485, MF1: 0.8599, ACC1: 0.6485, ACC0: 0.9898, Gmean: 0.8012
2025-05-08 20:36:16 - Epoch 94, val mf1: 0.8497, val ACC1: 0.6196, val ACC0: 0.9903, val Gmean: 0.7833 (best 0.8497)
2025-05-08 20:36:16 - Epoch 95 伪标签: 正样本: 1548 (44.8%), 负样本: 1905 (55.2%)
2025-05-08 20:36:16 - Epoch 95, 测试集 AUC: 0.9015, PRE: 0.9000, REC: 0.6545, MF1: 0.8681, ACC1: 0.6545, ACC0: 0.9924, Gmean: 0.8059
2025-05-08 20:36:16 - 更新最佳测试结果 (Epoch 95): AUC 0.9015, PRE 0.9000, REC 0.6545, MF1 0.8681, ACC1 0.6545, ACC0 0.9924, Gmean 0.8059
2025-05-08 20:36:16 - Epoch 95, val mf1: 0.8566, val ACC1: 0.6258, val ACC0: 0.9922, val Gmean: 0.7880 (best 0.8566)
2025-05-08 20:36:16 - Epoch 96 伪标签: 正样本: 1629 (47.2%), 负样本: 1824 (52.8%)
2025-05-08 20:36:17 - Epoch 96, 测试集 AUC: 0.9004, PRE: 0.8185, REC: 0.7242, MF1: 0.8729, ACC1: 0.7242, ACC0: 0.9831, Gmean: 0.8438
2025-05-08 20:36:17 - Epoch 96, val mf1: 0.8547, val ACC1: 0.6810, val ACC0: 0.9819, val Gmean: 0.8177 (best 0.8566)
2025-05-08 20:36:17 - Epoch 97 伪标签: 正样本: 1662 (48.1%), 负样本: 1791 (51.9%)
2025-05-08 20:36:17 - Epoch 97, 测试集 AUC: 0.8979, PRE: 0.8770, REC: 0.6697, MF1: 0.8687, ACC1: 0.6697, ACC0: 0.9901, Gmean: 0.8143
2025-05-08 20:36:17 - Epoch 97, val mf1: 0.8468, val ACC1: 0.6196, val ACC0: 0.9890, val Gmean: 0.7828 (best 0.8566)
2025-05-08 20:36:17 - Epoch 98 伪标签: 正样本: 1630 (47.2%), 负样本: 1823 (52.8%)
2025-05-08 20:36:17 - Epoch 98, 测试集 AUC: 0.8950, PRE: 0.8479, REC: 0.6758, MF1: 0.8645, ACC1: 0.6758, ACC0: 0.9873, Gmean: 0.8168
2025-05-08 20:36:17 - Epoch 98, val mf1: 0.8454, val ACC1: 0.6196, val ACC0: 0.9884, val Gmean: 0.7826 (best 0.8566)
2025-05-08 20:36:17 - Epoch 99 伪标签: 正样本: 1723 (49.9%), 负样本: 1730 (50.1%)
2025-05-08 20:36:18 - Epoch 99, 测试集 AUC: 0.8925, PRE: 0.8271, REC: 0.6667, MF1: 0.8568, ACC1: 0.6667, ACC0: 0.9854, Gmean: 0.8105
2025-05-08 20:36:18 - Epoch 99, val mf1: 0.8440, val ACC1: 0.6196, val ACC0: 0.9877, val Gmean: 0.7823 (best 0.8566)
2025-05-08 20:36:18 - Epoch 100 伪标签: 正样本: 1715 (49.7%), 负样本: 1738 (50.3%)
2025-05-08 20:36:18 - Epoch 100, 有标签损失: 0.0125, 一致性损失: 0.0180, 伪标签损失: 0.6687, LPL损失: 87.2380, 聚类损失: 3.6633, 总损失: 1.8792
2025-05-08 20:36:18 - Epoch 100, 测试集 AUC: 0.8899, PRE: 0.8127, REC: 0.6576, MF1: 0.8507, ACC1: 0.6576, ACC0: 0.9841, Gmean: 0.8044
2025-05-08 20:36:18 - Epoch 100, val mf1: 0.8345, val ACC1: 0.6135, val ACC0: 0.9845, val Gmean: 0.7772 (best 0.8566)
2025-05-08 20:36:18 - Epoch 101 伪标签: 正样本: 1586 (45.9%), 负样本: 1867 (54.1%)
2025-05-08 20:36:19 - Epoch 101, 测试集 AUC: 0.8854, PRE: 0.8852, REC: 0.5606, MF1: 0.8300, ACC1: 0.5606, ACC0: 0.9924, Gmean: 0.7459
2025-05-08 20:36:19 - Epoch 101, val mf1: 0.8395, val ACC1: 0.5767, val ACC0: 0.9935, val Gmean: 0.7569 (best 0.8566)
2025-05-08 20:36:19 - Epoch 102 伪标签: 正样本: 1698 (49.2%), 负样本: 1755 (50.8%)
2025-05-08 20:36:19 - Epoch 102, 测试集 AUC: 0.8797, PRE: 0.8545, REC: 0.5697, MF1: 0.8282, ACC1: 0.5697, ACC0: 0.9898, Gmean: 0.7509
2025-05-08 20:36:19 - Epoch 102, val mf1: 0.8381, val ACC1: 0.5767, val ACC0: 0.9929, val Gmean: 0.7567 (best 0.8566)
2025-05-08 20:36:19 - Epoch 103 伪标签: 正样本: 1746 (50.6%), 负样本: 1707 (49.4%)
2025-05-08 20:36:20 - Epoch 103, 测试集 AUC: 0.8736, PRE: 0.8333, REC: 0.5758, MF1: 0.8266, ACC1: 0.5758, ACC0: 0.9879, Gmean: 0.7542
2025-05-08 20:36:20 - Epoch 103, val mf1: 0.8351, val ACC1: 0.5767, val ACC0: 0.9916, val Gmean: 0.7562 (best 0.8566)
2025-05-08 20:36:20 - Epoch 104 伪标签: 正样本: 1508 (43.7%), 负样本: 1945 (56.3%)
2025-05-08 20:36:20 - Epoch 104, 测试集 AUC: 0.8691, PRE: 0.8206, REC: 0.5545, MF1: 0.8163, ACC1: 0.5545, ACC0: 0.9873, Gmean: 0.7399
2025-05-08 20:36:20 - Epoch 104, val mf1: 0.8351, val ACC1: 0.5767, val ACC0: 0.9916, val Gmean: 0.7562 (best 0.8566)
2025-05-08 20:36:20 - Epoch 105 伪标签: 正样本: 1276 (37.0%), 负样本: 2177 (63.0%)
2025-05-08 20:36:21 - Epoch 105, 测试集 AUC: 0.8662, PRE: 0.8265, REC: 0.5485, MF1: 0.8151, ACC1: 0.5485, ACC0: 0.9879, Gmean: 0.7361
2025-05-08 20:36:21 - Epoch 105, val mf1: 0.8262, val ACC1: 0.5521, val ACC0: 0.9922, val Gmean: 0.7402 (best 0.8566)
2025-05-08 20:36:21 - Epoch 106 伪标签: 正样本: 1081 (31.3%), 负样本: 2372 (68.7%)
2025-05-08 20:36:21 - Epoch 106, 测试集 AUC: 0.8640, PRE: 0.8318, REC: 0.5394, MF1: 0.8125, ACC1: 0.5394, ACC0: 0.9885, Gmean: 0.7302
2025-05-08 20:36:21 - Epoch 106, val mf1: 0.8208, val ACC1: 0.5399, val ACC0: 0.9922, val Gmean: 0.7319 (best 0.8566)
2025-05-08 20:36:21 - Epoch 107 伪标签: 正样本: 1023 (29.6%), 负样本: 2430 (70.4%)
2025-05-08 20:36:22 - Epoch 107, 测试集 AUC: 0.8596, PRE: 0.8235, REC: 0.5091, MF1: 0.7992, ACC1: 0.5091, ACC0: 0.9885, Gmean: 0.7094
2025-05-08 20:36:22 - Epoch 107, val mf1: 0.8072, val ACC1: 0.5092, val ACC0: 0.9922, val Gmean: 0.7108 (best 0.8566)
2025-05-08 20:36:22 - Epoch 108 伪标签: 正样本: 1160 (33.6%), 负样本: 2293 (66.4%)
2025-05-08 20:36:22 - Epoch 108, 测试集 AUC: 0.8557, PRE: 0.7169, REC: 0.5909, MF1: 0.8072, ACC1: 0.5909, ACC0: 0.9755, Gmean: 0.7592
2025-05-08 20:36:22 - Epoch 108, val mf1: 0.7978, val ACC1: 0.5583, val ACC0: 0.9774, val Gmean: 0.7387 (best 0.8566)
2025-05-08 20:36:22 - Epoch 109 伪标签: 正样本: 1105 (32.0%), 负样本: 2348 (68.0%)
2025-05-08 20:36:23 - Epoch 109, 测试集 AUC: 0.8516, PRE: 0.7355, REC: 0.5394, MF1: 0.7943, ACC1: 0.5394, ACC0: 0.9796, Gmean: 0.7269
2025-05-08 20:36:23 - Epoch 109, val mf1: 0.7964, val ACC1: 0.5337, val ACC0: 0.9819, val Gmean: 0.7239 (best 0.8566)
2025-05-08 20:36:23 - Epoch 110 伪标签: 正样本: 1363 (39.5%), 负样本: 2090 (60.5%)
2025-05-08 20:36:23 - Epoch 110, 有标签损失: 0.0126, 一致性损失: 0.0115, 伪标签损失: 0.6678, LPL损失: 21.2023, 聚类损失: 3.0490, 总损失: 0.6077
2025-05-08 20:36:23 - Epoch 110, 测试集 AUC: 0.8569, PRE: 0.6969, REC: 0.6061, MF1: 0.8070, ACC1: 0.6061, ACC0: 0.9723, Gmean: 0.7677
2025-05-08 20:36:23 - Epoch 110, val mf1: 0.7905, val ACC1: 0.5644, val ACC0: 0.9722, val Gmean: 0.7408 (best 0.8566)
2025-05-08 20:36:23 - Epoch 111 伪标签: 正样本: 938 (27.2%), 负样本: 2515 (72.8%)
2025-05-08 20:36:24 - Epoch 111, 测试集 AUC: 0.8427, PRE: 0.6734, REC: 0.4061, MF1: 0.7330, ACC1: 0.4061, ACC0: 0.9793, Gmean: 0.6306
2025-05-08 20:36:24 - Epoch 111, val mf1: 0.7317, val ACC1: 0.3988, val ACC0: 0.9806, val Gmean: 0.6253 (best 0.8566)
2025-05-08 20:36:24 - Epoch 112 伪标签: 正样本: 1042 (30.2%), 负样本: 2411 (69.8%)
2025-05-08 20:36:24 - Epoch 112, 测试集 AUC: 0.8414, PRE: 0.6260, REC: 0.4970, MF1: 0.7563, ACC1: 0.4970, ACC0: 0.9688, Gmean: 0.6939
2025-05-08 20:36:24 - Epoch 112, val mf1: 0.7416, val ACC1: 0.4601, val ACC0: 0.9696, val Gmean: 0.6679 (best 0.8566)
2025-05-08 20:36:24 - Epoch 113 伪标签: 正样本: 1091 (31.6%), 负样本: 2362 (68.4%)
2025-05-08 20:36:25 - Epoch 113, 测试集 AUC: 0.8419, PRE: 0.6122, REC: 0.5788, MF1: 0.7769, ACC1: 0.5788, ACC0: 0.9615, Gmean: 0.7460
2025-05-08 20:36:25 - Epoch 113, val mf1: 0.7637, val ACC1: 0.5460, val ACC0: 0.9612, val Gmean: 0.7245 (best 0.8566)
2025-05-08 20:36:25 - Epoch 114 伪标签: 正样本: 1340 (38.8%), 负样本: 2113 (61.2%)
2025-05-08 20:36:25 - Epoch 114, 测试集 AUC: 0.8319, PRE: 0.8378, REC: 0.3758, MF1: 0.7416, ACC1: 0.3758, ACC0: 0.9924, Gmean: 0.6106
2025-05-08 20:36:25 - Epoch 114, val mf1: 0.7364, val ACC1: 0.3620, val ACC0: 0.9935, val Gmean: 0.5997 (best 0.8566)
2025-05-08 20:36:25 - Epoch 115 伪标签: 正样本: 1265 (36.6%), 负样本: 2188 (63.4%)
2025-05-08 20:36:26 - Epoch 115, 测试集 AUC: 0.8397, PRE: 0.7960, REC: 0.4848, MF1: 0.7849, ACC1: 0.4848, ACC0: 0.9870, Gmean: 0.6918
2025-05-08 20:36:26 - Epoch 115, val mf1: 0.7540, val ACC1: 0.4172, val ACC0: 0.9877, val Gmean: 0.6419 (best 0.8566)
2025-05-08 20:36:26 - Epoch 116 伪标签: 正样本: 1506 (43.6%), 负样本: 1947 (56.4%)
2025-05-08 20:36:26 - Epoch 116, 测试集 AUC: 0.8305, PRE: 0.8353, REC: 0.4303, MF1: 0.7673, ACC1: 0.4303, ACC0: 0.9911, Gmean: 0.6530
2025-05-08 20:36:26 - Epoch 116, val mf1: 0.7510, val ACC1: 0.3865, val ACC0: 0.9942, val Gmean: 0.6199 (best 0.8566)
2025-05-08 20:36:26 - Epoch 117 伪标签: 正样本: 1339 (38.8%), 负样本: 2114 (61.2%)
2025-05-08 20:36:27 - Epoch 117, 测试集 AUC: 0.8169, PRE: 0.8506, REC: 0.3970, MF1: 0.7535, ACC1: 0.3970, ACC0: 0.9927, Gmean: 0.6277
2025-05-08 20:36:27 - Epoch 117, val mf1: 0.7360, val ACC1: 0.3497, val ACC0: 0.9968, val Gmean: 0.5904 (best 0.8566)
2025-05-08 20:36:27 - Epoch 118 伪标签: 正样本: 1329 (38.5%), 负样本: 2124 (61.5%)
2025-05-08 20:36:27 - Epoch 118, 测试集 AUC: 0.8144, PRE: 0.6641, REC: 0.5212, MF1: 0.7728, ACC1: 0.5212, ACC0: 0.9723, Gmean: 0.7119
2025-05-08 20:36:27 - Epoch 118, val mf1: 0.7509, val ACC1: 0.4785, val ACC0: 0.9703, val Gmean: 0.6814 (best 0.8566)
2025-05-08 20:36:27 - Epoch 119 伪标签: 正样本: 1554 (45.0%), 负样本: 1899 (55.0%)
2025-05-08 20:36:28 - Epoch 119, 测试集 AUC: 0.7737, PRE: 0.6846, REC: 0.3091, MF1: 0.6917, ACC1: 0.3091, ACC0: 0.9851, Gmean: 0.5518
2025-05-08 20:36:28 - Epoch 119, val mf1: 0.6870, val ACC1: 0.3006, val ACC0: 0.9851, val Gmean: 0.5442 (best 0.8566)
2025-05-08 20:36:28 - Epoch 120 伪标签: 正样本: 1606 (46.5%), 负样本: 1847 (53.5%)
2025-05-08 20:36:28 - Epoch 120, 有标签损失: 0.0140, 一致性损失: 0.0049, 伪标签损失: 0.5379, LPL损失: 19.5900, 聚类损失: 1.9194, 总损失: 0.6280
2025-05-08 20:36:28 - Epoch 120, 测试集 AUC: 0.8113, PRE: 0.7831, REC: 0.4485, MF1: 0.7678, ACC1: 0.4485, ACC0: 0.9870, Gmean: 0.6653
2025-05-08 20:36:28 - Epoch 120, val mf1: 0.7430, val ACC1: 0.4049, val ACC0: 0.9851, val Gmean: 0.6316 (best 0.8566)
2025-05-08 20:36:28 - Epoch 121 伪标签: 正样本: 1587 (46.0%), 负样本: 1866 (54.0%)
2025-05-08 20:36:29 - Epoch 121, 测试集 AUC: 0.7748, PRE: 0.5597, REC: 0.4121, MF1: 0.7137, ACC1: 0.4121, ACC0: 0.9660, Gmean: 0.6309
2025-05-08 20:36:29 - Epoch 121, val mf1: 0.6908, val ACC1: 0.3742, val ACC0: 0.9625, val Gmean: 0.6002 (best 0.8566)
2025-05-08 20:36:29 - Epoch 122 伪标签: 正样本: 1066 (30.9%), 负样本: 2387 (69.1%)
2025-05-08 20:36:29 - Epoch 122, 测试集 AUC: 0.7347, PRE: 0.7981, REC: 0.2515, MF1: 0.6707, ACC1: 0.2515, ACC0: 0.9933, Gmean: 0.4998
2025-05-08 20:36:29 - Epoch 122, val mf1: 0.6610, val ACC1: 0.2393, val ACC0: 0.9922, val Gmean: 0.4872 (best 0.8566)
2025-05-08 20:36:29 - Epoch 123 伪标签: 正样本: 812 (23.5%), 负样本: 2641 (76.5%)
2025-05-08 20:36:30 - Epoch 123, 测试集 AUC: 0.7055, PRE: 0.5531, REC: 0.3788, MF1: 0.7009, ACC1: 0.3788, ACC0: 0.9679, Gmean: 0.6055
2025-05-08 20:36:30 - Epoch 123, val mf1: 0.6943, val ACC1: 0.3558, val ACC0: 0.9709, val Gmean: 0.5878 (best 0.8566)
2025-05-08 20:36:30 - Epoch 124 伪标签: 正样本: 1762 (51.0%), 负样本: 1691 (49.0%)
2025-05-08 20:36:30 - Epoch 124, 测试集 AUC: 0.7043, PRE: 0.7244, REC: 0.3424, MF1: 0.7124, ACC1: 0.3424, ACC0: 0.9863, Gmean: 0.5812
2025-05-08 20:36:30 - Epoch 124, val mf1: 0.7098, val ACC1: 0.3374, val ACC0: 0.9864, val Gmean: 0.5769 (best 0.8566)
2025-05-08 20:36:30 - Epoch 125 伪标签: 正样本: 1150 (33.3%), 负样本: 2303 (66.7%)
2025-05-08 20:36:31 - Epoch 125, 测试集 AUC: 0.7061, PRE: 0.7246, REC: 0.3030, MF1: 0.6930, ACC1: 0.3030, ACC0: 0.9879, Gmean: 0.5471
2025-05-08 20:36:31 - Epoch 125, val mf1: 0.6870, val ACC1: 0.3006, val ACC0: 0.9851, val Gmean: 0.5442 (best 0.8566)
2025-05-08 20:36:31 - Epoch 126 伪标签: 正样本: 673 (19.5%), 负样本: 2780 (80.5%)
2025-05-08 20:36:31 - Epoch 126, 测试集 AUC: 0.7077, PRE: 0.8462, REC: 0.2667, MF1: 0.6830, ACC1: 0.2667, ACC0: 0.9949, Gmean: 0.5151
2025-05-08 20:36:31 - Epoch 126, val mf1: 0.6821, val ACC1: 0.2638, val ACC0: 0.9955, val Gmean: 0.5125 (best 0.8566)
2025-05-08 20:36:31 - Epoch 127 伪标签: 正样本: 1694 (49.1%), 负样本: 1759 (50.9%)
2025-05-08 20:36:32 - Epoch 127, 测试集 AUC: 0.6888, PRE: 0.9348, REC: 0.2606, MF1: 0.6846, ACC1: 0.2606, ACC0: 0.9981, Gmean: 0.5100
2025-05-08 20:36:32 - Epoch 127, val mf1: 0.6877, val ACC1: 0.2638, val ACC0: 0.9987, val Gmean: 0.5133 (best 0.8566)
2025-05-08 20:36:32 - Epoch 128 伪标签: 正样本: 289 (8.4%), 负样本: 3164 (91.6%)
2025-05-08 20:36:32 - Epoch 128, 测试集 AUC: 0.6302, PRE: 0.6452, REC: 0.2424, MF1: 0.6536, ACC1: 0.2424, ACC0: 0.9860, Gmean: 0.4889
2025-05-08 20:36:32 - Epoch 128, val mf1: 0.6393, val ACC1: 0.2331, val ACC0: 0.9800, val Gmean: 0.4780 (best 0.8566)
2025-05-08 20:36:32 - Epoch 129 伪标签: 正样本: 1715 (49.7%), 负样本: 1738 (50.3%)
2025-05-08 20:36:33 - Epoch 129, 测试集 AUC: 0.6821, PRE: 0.5157, REC: 0.3970, MF1: 0.6990, ACC1: 0.3970, ACC0: 0.9609, Gmean: 0.6176
2025-05-08 20:36:33 - Epoch 129, val mf1: 0.7033, val ACC1: 0.3988, val ACC0: 0.9632, val Gmean: 0.6197 (best 0.8566)
2025-05-08 20:36:33 - Epoch 130 伪标签: 正样本: 1680 (48.7%), 负样本: 1773 (51.3%)
2025-05-08 20:36:33 - Epoch 130, 有标签损失: 0.0110, 一致性损失: 0.0032, 伪标签损失: 0.4899, LPL损失: 89.2811, 聚类损失: 1.3596, 总损失: 2.9591
2025-05-08 20:36:33 - Epoch 130, 测试集 AUC: 0.6966, PRE: 0.7484, REC: 0.3515, MF1: 0.7196, ACC1: 0.3515, ACC0: 0.9876, Gmean: 0.5892
2025-05-08 20:36:33 - Epoch 130, val mf1: 0.7087, val ACC1: 0.3436, val ACC0: 0.9838, val Gmean: 0.5814 (best 0.8566)
2025-05-08 20:36:33 - Epoch 131 伪标签: 正样本: 286 (8.3%), 负样本: 3167 (91.7%)
2025-05-08 20:36:34 - Epoch 131, 测试集 AUC: 0.6147, PRE: 0.5634, REC: 0.1212, MF1: 0.5752, ACC1: 0.1212, ACC0: 0.9901, Gmean: 0.3464
2025-05-08 20:36:34 - Epoch 131, val mf1: 0.5771, val ACC1: 0.1288, val ACC0: 0.9864, val Gmean: 0.3565 (best 0.8566)
2025-05-08 20:36:34 - Epoch 132 伪标签: 正样本: 1648 (47.7%), 负样本: 1805 (52.3%)
2025-05-08 20:36:34 - Epoch 132, 测试集 AUC: 0.7007, PRE: 0.9174, REC: 0.3030, MF1: 0.7094, ACC1: 0.3030, ACC0: 0.9971, Gmean: 0.5497
2025-05-08 20:36:34 - Epoch 132, val mf1: 0.7072, val ACC1: 0.3006, val ACC0: 0.9968, val Gmean: 0.5474 (best 0.8566)
2025-05-08 20:36:34 - Epoch 133 伪标签: 正样本: 192 (5.6%), 负样本: 3261 (94.4%)
2025-05-08 20:36:35 - Epoch 133, 测试集 AUC: 0.7217, PRE: 0.9565, REC: 0.2667, MF1: 0.6897, ACC1: 0.2667, ACC0: 0.9987, Gmean: 0.5161
2025-05-08 20:36:35 - Epoch 133, val mf1: 0.6705, val ACC1: 0.2393, val ACC0: 0.9981, val Gmean: 0.4887 (best 0.8566)
2025-05-08 20:36:35 - Epoch 134 伪标签: 正样本: 1566 (45.4%), 负样本: 1887 (54.6%)
2025-05-08 20:36:35 - Epoch 134, 测试集 AUC: 0.6863, PRE: 0.9487, REC: 0.2242, MF1: 0.6615, ACC1: 0.2242, ACC0: 0.9987, Gmean: 0.4732
2025-05-08 20:36:35 - Epoch 134, val mf1: 0.6505, val ACC1: 0.2086, val ACC0: 0.9987, val Gmean: 0.4564 (best 0.8566)
2025-05-08 20:36:35 - Epoch 135 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 20:36:36 - Epoch 135, 测试集 AUC: 0.6698, PRE: 0.6512, REC: 0.4242, MF1: 0.7362, ACC1: 0.4242, ACC0: 0.9761, Gmean: 0.6435
2025-05-08 20:36:36 - Epoch 135, val mf1: 0.7085, val ACC1: 0.3804, val ACC0: 0.9722, val Gmean: 0.6081 (best 0.8566)
2025-05-08 20:36:36 - Epoch 136 伪标签: 正样本: 1577 (45.7%), 负样本: 1876 (54.3%)
2025-05-08 20:36:36 - Epoch 136, 测试集 AUC: 0.6507, PRE: 0.8112, REC: 0.3515, MF1: 0.7266, ACC1: 0.3515, ACC0: 0.9914, Gmean: 0.5903
2025-05-08 20:36:36 - Epoch 136, val mf1: 0.7296, val ACC1: 0.3497, val ACC0: 0.9935, val Gmean: 0.5894 (best 0.8566)
2025-05-08 20:36:36 - Epoch 137 伪标签: 正样本: 1581 (45.8%), 负样本: 1872 (54.2%)
2025-05-08 20:36:36 - Epoch 137, 测试集 AUC: 0.5680, PRE: 0.2983, REC: 0.3182, MF1: 0.6163, ACC1: 0.3182, ACC0: 0.9214, Gmean: 0.5415
2025-05-08 20:36:36 - Epoch 137, val mf1: 0.5965, val ACC1: 0.2699, val ACC0: 0.9231, val Gmean: 0.4992 (best 0.8566)
2025-05-08 20:36:37 - Epoch 138 伪标签: 正样本: 1572 (45.5%), 负样本: 1881 (54.5%)
2025-05-08 20:36:37 - Epoch 138, 测试集 AUC: 0.5746, PRE: 0.8824, REC: 0.2727, MF1: 0.6890, ACC1: 0.2727, ACC0: 0.9962, Gmean: 0.5212
2025-05-08 20:36:37 - Epoch 138, val mf1: 0.6664, val ACC1: 0.2331, val ACC0: 0.9981, val Gmean: 0.4824 (best 0.8566)
2025-05-08 20:36:37 - Epoch 139 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 20:36:37 - Epoch 139, 测试集 AUC: 0.5877, PRE: 0.8810, REC: 0.2242, MF1: 0.6584, ACC1: 0.2242, ACC0: 0.9968, Gmean: 0.4728
2025-05-08 20:36:37 - Epoch 139, val mf1: 0.6495, val ACC1: 0.2086, val ACC0: 0.9981, val Gmean: 0.4563 (best 0.8566)
2025-05-08 20:36:37 - Epoch 140 伪标签: 正样本: 1605 (46.5%), 负样本: 1848 (53.5%)
2025-05-08 20:36:38 - Epoch 140, 有标签损失: 0.0090, 一致性损失: 0.0025, 伪标签损失: 0.4716, LPL损失: 88.2059, 聚类损失: 0.8694, 总损失: 3.3613
2025-05-08 20:36:38 - Epoch 140, 测试集 AUC: 0.5152, PRE: 0.9459, REC: 0.1061, MF1: 0.5728, ACC1: 0.1061, ACC0: 0.9994, Gmean: 0.3256
2025-05-08 20:36:38 - Epoch 140, val mf1: 0.5712, val ACC1: 0.1043, val ACC0: 0.9994, val Gmean: 0.3228 (best 0.8566)
2025-05-08 20:36:38 - Epoch 141 伪标签: 正样本: 532 (15.4%), 负样本: 2921 (84.6%)
2025-05-08 20:36:38 - Epoch 141, 测试集 AUC: 0.4982, PRE: 0.3252, REC: 0.2030, MF1: 0.5937, ACC1: 0.2030, ACC0: 0.9558, Gmean: 0.4405
2025-05-08 20:36:38 - Epoch 141, val mf1: 0.5902, val ACC1: 0.1963, val ACC0: 0.9560, val Gmean: 0.4332 (best 0.8566)
2025-05-08 20:36:38 - Epoch 142 伪标签: 正样本: 1631 (47.2%), 负样本: 1822 (52.8%)
2025-05-08 20:36:39 - Epoch 142, 测试集 AUC: 0.6024, PRE: 0.3348, REC: 0.2333, MF1: 0.6057, ACC1: 0.2333, ACC0: 0.9513, Gmean: 0.4711
2025-05-08 20:36:39 - Epoch 142, val mf1: 0.6052, val ACC1: 0.2147, val ACC0: 0.9606, val Gmean: 0.4542 (best 0.8566)
2025-05-08 20:36:39 - Epoch 143 伪标签: 正样本: 1621 (46.9%), 负样本: 1832 (53.1%)
2025-05-08 20:36:39 - Epoch 143, 测试集 AUC: 0.5644, PRE: 0.2928, REC: 0.2333, MF1: 0.5953, ACC1: 0.2333, ACC0: 0.9408, Gmean: 0.4685
2025-05-08 20:36:39 - Epoch 143, val mf1: 0.5960, val ACC1: 0.2147, val ACC0: 0.9515, val Gmean: 0.4520 (best 0.8566)
2025-05-08 20:36:40 - Epoch 144 伪标签: 正样本: 1559 (45.1%), 负样本: 1894 (54.9%)
2025-05-08 20:36:40 - Epoch 144, 测试集 AUC: 0.4432, PRE: 1.0000, REC: 0.0697, MF1: 0.5419, ACC1: 0.0697, ACC0: 1.0000, Gmean: 0.2640
2025-05-08 20:36:40 - Epoch 144, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8566)
2025-05-08 20:36:40 - Epoch 145 伪标签: 正样本: 1501 (43.5%), 负样本: 1952 (56.5%)
2025-05-08 20:36:40 - Epoch 145, 测试集 AUC: 0.4270, PRE: 1.0000, REC: 0.0636, MF1: 0.5364, ACC1: 0.0636, ACC0: 1.0000, Gmean: 0.2523
2025-05-08 20:36:40 - Epoch 145, val mf1: 0.5555, val ACC1: 0.0859, val ACC0: 0.9994, val Gmean: 0.2930 (best 0.8566)
2025-05-08 20:36:41 - Epoch 146 伪标签: 正样本: 1403 (40.6%), 负样本: 2050 (59.4%)
2025-05-08 20:36:41 - Epoch 146, 测试集 AUC: 0.4389, PRE: 0.9643, REC: 0.0818, MF1: 0.5524, ACC1: 0.0818, ACC0: 0.9997, Gmean: 0.2860
2025-05-08 20:36:41 - Epoch 146, val mf1: 0.5602, val ACC1: 0.0920, val ACC0: 0.9987, val Gmean: 0.3032 (best 0.8566)
2025-05-08 20:36:41 - Epoch 147 伪标签: 正样本: 1619 (46.9%), 负样本: 1834 (53.1%)
2025-05-08 20:36:41 - Epoch 147, 测试集 AUC: 0.5924, PRE: 1.0000, REC: 0.0636, MF1: 0.5364, ACC1: 0.0636, ACC0: 1.0000, Gmean: 0.2523
2025-05-08 20:36:41 - Epoch 147, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8566)
2025-05-08 20:36:41 - Epoch 148 伪标签: 正样本: 1581 (45.8%), 负样本: 1872 (54.2%)
2025-05-08 20:36:42 - Epoch 148, 测试集 AUC: 0.6203, PRE: 1.0000, REC: 0.0667, MF1: 0.5392, ACC1: 0.0667, ACC0: 1.0000, Gmean: 0.2582
2025-05-08 20:36:42 - Epoch 148, val mf1: 0.5561, val ACC1: 0.0859, val ACC0: 1.0000, val Gmean: 0.2931 (best 0.8566)
2025-05-08 20:36:42 - Epoch 149 伪标签: 正样本: 1482 (42.9%), 负样本: 1971 (57.1%)
2025-05-08 20:36:42 - Epoch 149, 测试集 AUC: 0.6470, PRE: 0.3435, REC: 0.2394, MF1: 0.6096, ACC1: 0.2394, ACC0: 0.9520, Gmean: 0.4774
2025-05-08 20:36:42 - Epoch 149, val mf1: 0.5917, val ACC1: 0.1902, val ACC0: 0.9612, val Gmean: 0.4276 (best 0.8566)
2025-05-08 20:36:42 - time cost: 69.11 s
2025-05-08 20:36:42 - 基于验证集最佳模型的测试结果: REC 65.45 PRE 90.00 MF1 86.81 AUC 90.15 ACC1 65.45 ACC0 99.24 Gmean 80.59
2025-05-08 20:36:42 - 测试集上观察到的最佳结果 (Epoch 95): AUC 90.15 PRE 90.00 REC 65.45 MF1 86.81 ACC1 65.45 ACC0 99.24 Gmean 80.59
2025-05-08 20:36:58 - 有标签数据: 正样本数: 1, 负样本数: 1, 总数: 2
2025-05-08 20:36:58 - 无标签数据数量: 3453
2025-05-08 20:36:58 - 训练集总数: 3455, 验证集: 1710, 测试集: 3474
2025-05-08 20:36:58 - cross entropy weight: 1.000000 (不使用)
2025-05-08 20:36:58 - 伪标签策略：
2025-05-08 20:36:58 -   使用模型输出和聚类结果的融合
2025-05-08 20:36:58 - Epoch 0 伪标签: 正样本: 3245 (94.0%), 负样本: 208 (6.0%)
2025-05-08 20:36:59 - Epoch 0, 有标签损失: 3.6773, 一致性损失: 0.6003, 伪标签损失: 0.9919, LPL损失: 14.5135, 聚类损失: 101.1132, 总损失: 4.4047
2025-05-08 20:36:59 - Epoch 0, 测试集 AUC: 0.7806, PRE: 0.2754, REC: 0.5576, MF1: 0.6314, ACC1: 0.5576, ACC0: 0.8461, Gmean: 0.6868
2025-05-08 20:36:59 - 更新最佳测试结果 (Epoch 0): AUC 0.7806, PRE 0.2754, REC 0.5576, MF1 0.6314, ACC1 0.5576, ACC0 0.8461, Gmean 0.6868
2025-05-08 20:36:59 - Epoch 0, val mf1: 0.6031, val ACC1: 0.5215, val ACC0: 0.8242, val Gmean: 0.6556 (best 0.6031)
2025-05-08 20:36:59 - Epoch 1 伪标签: 正样本: 494 (14.3%), 负样本: 2959 (85.7%)
2025-05-08 20:36:59 - Epoch 1, 测试集 AUC: 0.8192, PRE: 0.3602, REC: 0.4606, MF1: 0.6660, ACC1: 0.4606, ACC0: 0.9141, Gmean: 0.6489
2025-05-08 20:36:59 - 更新最佳测试结果 (Epoch 1): AUC 0.8192, PRE 0.3602, REC 0.4606, MF1 0.6660, ACC1 0.4606, ACC0 0.9141, Gmean 0.6489
2025-05-08 20:36:59 - Epoch 1, val mf1: 0.6382, val ACC1: 0.4294, val ACC0: 0.8985, val Gmean: 0.6212 (best 0.6382)
2025-05-08 20:36:59 - Epoch 2 伪标签: 正样本: 147 (4.3%), 负样本: 3306 (95.7%)
2025-05-08 20:37:00 - Epoch 2, 测试集 AUC: 0.8196, PRE: 0.3472, REC: 0.2788, MF1: 0.6223, ACC1: 0.2788, ACC0: 0.9450, Gmean: 0.5133
2025-05-08 20:37:00 - 更新最佳测试结果 (Epoch 2): AUC 0.8196, PRE 0.3472, REC 0.2788, MF1 0.6223, ACC1 0.2788, ACC0 0.9450, Gmean 0.5133
2025-05-08 20:37:00 - Epoch 2, val mf1: 0.6389, val ACC1: 0.3252, val ACC0: 0.9399, val Gmean: 0.5528 (best 0.6389)
2025-05-08 20:37:00 - Epoch 3 伪标签: 正样本: 94 (2.7%), 负样本: 3359 (97.3%)
2025-05-08 20:37:00 - Epoch 3, 测试集 AUC: 0.8174, PRE: 0.3405, REC: 0.2394, MF1: 0.6089, ACC1: 0.2394, ACC0: 0.9513, Gmean: 0.4772
2025-05-08 20:37:00 - Epoch 3, val mf1: 0.6191, val ACC1: 0.2638, val ACC0: 0.9489, val Gmean: 0.5003 (best 0.6389)
2025-05-08 20:37:00 - Epoch 4 伪标签: 正样本: 83 (2.4%), 负样本: 3370 (97.6%)
2025-05-08 20:37:01 - Epoch 4, 测试集 AUC: 0.8148, PRE: 0.3246, REC: 0.2242, MF1: 0.6005, ACC1: 0.2242, ACC0: 0.9510, Gmean: 0.4618
2025-05-08 20:37:01 - Epoch 4, val mf1: 0.6126, val ACC1: 0.2577, val ACC0: 0.9457, val Gmean: 0.4936 (best 0.6389)
2025-05-08 20:37:01 - Epoch 5 伪标签: 正样本: 83 (2.4%), 负样本: 3370 (97.6%)
2025-05-08 20:37:01 - Epoch 5, 测试集 AUC: 0.8106, PRE: 0.2962, REC: 0.2333, MF1: 0.5962, ACC1: 0.2333, ACC0: 0.9418, Gmean: 0.4688
2025-05-08 20:37:01 - Epoch 5, val mf1: 0.6008, val ACC1: 0.2638, val ACC0: 0.9308, val Gmean: 0.4955 (best 0.6389)
2025-05-08 20:37:01 - Epoch 6 伪标签: 正样本: 135 (3.9%), 负样本: 3318 (96.1%)
2025-05-08 20:37:02 - Epoch 6, 测试集 AUC: 0.8081, PRE: 0.2692, REC: 0.2545, MF1: 0.5933, ACC1: 0.2545, ACC0: 0.9275, Gmean: 0.4859
2025-05-08 20:37:02 - Epoch 6, val mf1: 0.6054, val ACC1: 0.3006, val ACC0: 0.9179, val Gmean: 0.5253 (best 0.6389)
2025-05-08 20:37:02 - Epoch 7 伪标签: 正样本: 169 (4.9%), 负样本: 3284 (95.1%)
2025-05-08 20:37:02 - Epoch 7, 测试集 AUC: 0.8104, PRE: 0.2962, REC: 0.3061, MF1: 0.6132, ACC1: 0.3061, ACC0: 0.9237, Gmean: 0.5317
2025-05-08 20:37:02 - Epoch 7, val mf1: 0.6155, val ACC1: 0.3313, val ACC0: 0.9147, val Gmean: 0.5505 (best 0.6389)
2025-05-08 20:37:02 - Epoch 8 伪标签: 正样本: 203 (5.9%), 负样本: 3250 (94.1%)
2025-05-08 20:37:02 - Epoch 8, 测试集 AUC: 0.8139, PRE: 0.3052, REC: 0.3394, MF1: 0.6229, ACC1: 0.3394, ACC0: 0.9189, Gmean: 0.5585
2025-05-08 20:37:02 - Epoch 8, val mf1: 0.6427, val ACC1: 0.4049, val ACC0: 0.9121, val Gmean: 0.6077 (best 0.6427)
2025-05-08 20:37:03 - Epoch 9 伪标签: 正样本: 230 (6.7%), 负样本: 3223 (93.3%)
2025-05-08 20:37:03 - Epoch 9, 测试集 AUC: 0.8169, PRE: 0.3285, REC: 0.4121, MF1: 0.6448, ACC1: 0.4121, ACC0: 0.9116, Gmean: 0.6129
2025-05-08 20:37:03 - Epoch 9, val mf1: 0.6500, val ACC1: 0.4417, val ACC0: 0.9056, val Gmean: 0.6325 (best 0.6500)
2025-05-08 20:37:03 - Epoch 10 伪标签: 正样本: 447 (12.9%), 负样本: 3006 (87.1%)
2025-05-08 20:37:03 - Epoch 10, 有标签损失: 0.2887, 一致性损失: 0.5504, 伪标签损失: 0.8768, LPL损失: 34.5398, 聚类损失: 39.7516, 总损失: 0.6091
2025-05-08 20:37:03 - Epoch 10, 测试集 AUC: 0.8186, PRE: 0.3497, REC: 0.4970, MF1: 0.6670, ACC1: 0.4970, ACC0: 0.9030, Gmean: 0.6699
2025-05-08 20:37:03 - Epoch 10, val mf1: 0.6553, val ACC1: 0.5092, val ACC0: 0.8875, val Gmean: 0.6723 (best 0.6553)
2025-05-08 20:37:03 - Epoch 11 伪标签: 正样本: 473 (13.7%), 负样本: 2980 (86.3%)
2025-05-08 20:37:04 - Epoch 11, 测试集 AUC: 0.8190, PRE: 0.3442, REC: 0.4818, MF1: 0.6623, ACC1: 0.4818, ACC0: 0.9036, Gmean: 0.6598
2025-05-08 20:37:04 - Epoch 11, val mf1: 0.6619, val ACC1: 0.5092, val ACC0: 0.8940, val Gmean: 0.6747 (best 0.6619)
2025-05-08 20:37:04 - Epoch 12 伪标签: 正样本: 500 (14.5%), 负样本: 2953 (85.5%)
2025-05-08 20:37:04 - Epoch 12, 测试集 AUC: 0.8178, PRE: 0.3433, REC: 0.5242, MF1: 0.6675, ACC1: 0.5242, ACC0: 0.8947, Gmean: 0.6849
2025-05-08 20:37:04 - Epoch 12, val mf1: 0.6668, val ACC1: 0.5521, val ACC0: 0.8849, val Gmean: 0.6990 (best 0.6668)
2025-05-08 20:37:04 - Epoch 13 伪标签: 正样本: 551 (16.0%), 负样本: 2902 (84.0%)
2025-05-08 20:37:05 - Epoch 13, 测试集 AUC: 0.8129, PRE: 0.3203, REC: 0.5212, MF1: 0.6554, ACC1: 0.5212, ACC0: 0.8839, Gmean: 0.6788
2025-05-08 20:37:05 - Epoch 13, val mf1: 0.6648, val ACC1: 0.5706, val ACC0: 0.8772, val Gmean: 0.7074 (best 0.6668)
2025-05-08 20:37:05 - Epoch 14 伪标签: 正样本: 602 (17.4%), 负样本: 2851 (82.6%)
2025-05-08 20:37:05 - Epoch 14, 测试集 AUC: 0.8041, PRE: 0.2781, REC: 0.4576, MF1: 0.6260, ACC1: 0.4576, ACC0: 0.8753, Gmean: 0.6329
2025-05-08 20:37:05 - Epoch 14, val mf1: 0.6519, val ACC1: 0.5399, val ACC0: 0.8739, val Gmean: 0.6869 (best 0.6668)
2025-05-08 20:37:05 - Epoch 15 伪标签: 正样本: 673 (19.5%), 负样本: 2780 (80.5%)
2025-05-08 20:37:05 - Epoch 15, 测试集 AUC: 0.7936, PRE: 0.2844, REC: 0.5515, MF1: 0.6369, ACC1: 0.5515, ACC0: 0.8543, Gmean: 0.6864
2025-05-08 20:37:05 - Epoch 15, val mf1: 0.6410, val ACC1: 0.5890, val ACC0: 0.8462, val Gmean: 0.7059 (best 0.6668)
2025-05-08 20:37:06 - Epoch 16 伪标签: 正样本: 738 (21.4%), 负样本: 2715 (78.6%)
2025-05-08 20:37:06 - Epoch 16, 测试集 AUC: 0.7780, PRE: 0.2534, REC: 0.5576, MF1: 0.6159, ACC1: 0.5576, ACC0: 0.8276, Gmean: 0.6793
2025-05-08 20:37:06 - Epoch 16, val mf1: 0.6224, val ACC1: 0.6135, val ACC0: 0.8164, val Gmean: 0.7077 (best 0.6668)
2025-05-08 20:37:06 - Epoch 17 伪标签: 正样本: 782 (22.6%), 负样本: 2671 (77.4%)
2025-05-08 20:37:06 - Epoch 17, 测试集 AUC: 0.7594, PRE: 0.2324, REC: 0.5818, MF1: 0.5994, ACC1: 0.5818, ACC0: 0.7983, Gmean: 0.6815
2025-05-08 20:37:06 - Epoch 17, val mf1: 0.6097, val ACC1: 0.6319, val ACC0: 0.7944, val Gmean: 0.7085 (best 0.6668)
2025-05-08 20:37:07 - Epoch 18 伪标签: 正样本: 799 (23.1%), 负样本: 2654 (76.9%)
2025-05-08 20:37:07 - Epoch 18, 测试集 AUC: 0.7416, PRE: 0.2060, REC: 0.5424, MF1: 0.5761, ACC1: 0.5424, ACC0: 0.7805, Gmean: 0.6507
2025-05-08 20:37:07 - Epoch 18, val mf1: 0.5934, val ACC1: 0.6135, val ACC0: 0.7789, val Gmean: 0.6913 (best 0.6668)
2025-05-08 20:37:07 - Epoch 19 伪标签: 正样本: 819 (23.7%), 负样本: 2634 (76.3%)
2025-05-08 20:37:07 - Epoch 19, 测试集 AUC: 0.7274, PRE: 0.2210, REC: 0.7152, MF1: 0.5854, ACC1: 0.7152, ACC0: 0.7354, Gmean: 0.7252
2025-05-08 20:37:07 - Epoch 19, val mf1: 0.5824, val ACC1: 0.7055, val ACC0: 0.7337, val Gmean: 0.7195 (best 0.6668)
2025-05-08 20:37:08 - Epoch 20 伪标签: 正样本: 831 (24.1%), 负样本: 2622 (75.9%)
2025-05-08 20:37:08 - Epoch 20, 有标签损失: 0.0223, 一致性损失: 0.5175, 伪标签损失: 0.9267, LPL损失: 15.9997, 聚类损失: 38.3405, 总损失: 0.3042
2025-05-08 20:37:08 - Epoch 20, 测试集 AUC: 0.7165, PRE: 0.2125, REC: 0.7212, MF1: 0.5756, ACC1: 0.7212, ACC0: 0.7195, Gmean: 0.7203
2025-05-08 20:37:08 - Epoch 20, val mf1: 0.5734, val ACC1: 0.7055, val ACC0: 0.7207, val Gmean: 0.7131 (best 0.6668)
2025-05-08 20:37:08 - Epoch 21 伪标签: 正样本: 842 (24.4%), 负样本: 2611 (75.6%)
2025-05-08 20:37:09 - Epoch 21, 测试集 AUC: 0.7094, PRE: 0.2022, REC: 0.6758, MF1: 0.5661, ACC1: 0.6758, ACC0: 0.7201, Gmean: 0.6976
2025-05-08 20:37:09 - Epoch 21, val mf1: 0.5662, val ACC1: 0.6687, val ACC0: 0.7220, val Gmean: 0.6949 (best 0.6668)
2025-05-08 20:37:09 - Epoch 22 伪标签: 正样本: 845 (24.5%), 负样本: 2608 (75.5%)
2025-05-08 20:37:09 - Epoch 22, 测试集 AUC: 0.7054, PRE: 0.2028, REC: 0.7091, MF1: 0.5647, ACC1: 0.7091, ACC0: 0.7074, Gmean: 0.7082
2025-05-08 20:37:09 - Epoch 22, val mf1: 0.5628, val ACC1: 0.6933, val ACC0: 0.7091, val Gmean: 0.7011 (best 0.6668)
2025-05-08 20:37:09 - Epoch 23 伪标签: 正样本: 847 (24.5%), 负样本: 2606 (75.5%)
2025-05-08 20:37:10 - Epoch 23, 测试集 AUC: 0.7041, PRE: 0.2046, REC: 0.7333, MF1: 0.5653, ACC1: 0.7333, ACC0: 0.7007, Gmean: 0.7168
2025-05-08 20:37:10 - Epoch 23, val mf1: 0.5659, val ACC1: 0.7239, val ACC0: 0.7039, val Gmean: 0.7139 (best 0.6668)
2025-05-08 20:37:10 - Epoch 24 伪标签: 正样本: 842 (24.4%), 负样本: 2611 (75.6%)
2025-05-08 20:37:10 - Epoch 24, 测试集 AUC: 0.7056, PRE: 0.2064, REC: 0.7455, MF1: 0.5667, ACC1: 0.7455, ACC0: 0.6991, Gmean: 0.7219
2025-05-08 20:37:10 - Epoch 24, val mf1: 0.5654, val ACC1: 0.7239, val ACC0: 0.7033, val Gmean: 0.7135 (best 0.6668)
2025-05-08 20:37:10 - Epoch 25 伪标签: 正样本: 842 (24.4%), 负样本: 2611 (75.6%)
2025-05-08 20:37:10 - Epoch 25, 测试集 AUC: 0.7090, PRE: 0.2093, REC: 0.7515, MF1: 0.5699, ACC1: 0.7515, ACC0: 0.7020, Gmean: 0.7263
2025-05-08 20:37:10 - Epoch 25, val mf1: 0.5672, val ACC1: 0.7239, val ACC0: 0.7059, val Gmean: 0.7148 (best 0.6668)
2025-05-08 20:37:11 - Epoch 26 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:37:11 - Epoch 26, 测试集 AUC: 0.7141, PRE: 0.2126, REC: 0.7455, MF1: 0.5743, ACC1: 0.7455, ACC0: 0.7102, Gmean: 0.7276
2025-05-08 20:37:11 - Epoch 26, val mf1: 0.5707, val ACC1: 0.7239, val ACC0: 0.7111, val Gmean: 0.7175 (best 0.6668)
2025-05-08 20:37:11 - Epoch 27 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:37:11 - Epoch 27, 测试集 AUC: 0.7200, PRE: 0.2159, REC: 0.7424, MF1: 0.5783, ACC1: 0.7424, ACC0: 0.7169, Gmean: 0.7296
2025-05-08 20:37:11 - Epoch 27, val mf1: 0.5774, val ACC1: 0.7239, val ACC0: 0.7207, val Gmean: 0.7223 (best 0.6668)
2025-05-08 20:37:12 - Epoch 28 伪标签: 正样本: 828 (24.0%), 负样本: 2625 (76.0%)
2025-05-08 20:37:12 - Epoch 28, 测试集 AUC: 0.7268, PRE: 0.2211, REC: 0.7303, MF1: 0.5849, ACC1: 0.7303, ACC0: 0.7300, Gmean: 0.7301
2025-05-08 20:37:12 - Epoch 28, val mf1: 0.5815, val ACC1: 0.7178, val ACC0: 0.7285, val Gmean: 0.7231 (best 0.6668)
2025-05-08 20:37:12 - Epoch 29 伪标签: 正样本: 830 (24.0%), 负样本: 2623 (76.0%)
2025-05-08 20:37:13 - Epoch 29, 测试集 AUC: 0.7342, PRE: 0.2257, REC: 0.7818, MF1: 0.5878, ACC1: 0.7818, ACC0: 0.7185, Gmean: 0.7495
2025-05-08 20:37:13 - Epoch 29, val mf1: 0.5827, val ACC1: 0.7485, val ACC0: 0.7207, val Gmean: 0.7345 (best 0.6668)
2025-05-08 20:37:13 - Epoch 30 伪标签: 正样本: 824 (23.9%), 负样本: 2629 (76.1%)
2025-05-08 20:37:13 - Epoch 30, 有标签损失: 0.0056, 一致性损失: 0.3749, 伪标签损失: 0.9782, LPL损失: 32.5400, 聚类损失: 31.4337, 总损失: 0.3997
2025-05-08 20:37:13 - Epoch 30, 测试集 AUC: 0.7418, PRE: 0.2298, REC: 0.7061, MF1: 0.5950, ACC1: 0.7061, ACC0: 0.7516, Gmean: 0.7285
2025-05-08 20:37:13 - Epoch 30, val mf1: 0.5912, val ACC1: 0.6994, val ACC0: 0.7479, val Gmean: 0.7232 (best 0.6668)
2025-05-08 20:37:13 - Epoch 31 伪标签: 正样本: 815 (23.6%), 负样本: 2638 (76.4%)
2025-05-08 20:37:14 - Epoch 31, 测试集 AUC: 0.7502, PRE: 0.2335, REC: 0.6848, MF1: 0.5992, ACC1: 0.6848, ACC0: 0.7640, Gmean: 0.7233
2025-05-08 20:37:14 - Epoch 31, val mf1: 0.6002, val ACC1: 0.6933, val ACC0: 0.7621, val Gmean: 0.7269 (best 0.6668)
2025-05-08 20:37:14 - Epoch 32 伪标签: 正样本: 823 (23.8%), 负样本: 2630 (76.2%)
2025-05-08 20:37:14 - Epoch 32, 测试集 AUC: 0.7591, PRE: 0.2392, REC: 0.6727, MF1: 0.6049, ACC1: 0.6727, ACC0: 0.7754, Gmean: 0.7223
2025-05-08 20:37:14 - Epoch 32, val mf1: 0.6104, val ACC1: 0.6933, val ACC0: 0.7757, val Gmean: 0.7333 (best 0.6668)
2025-05-08 20:37:14 - Epoch 33 伪标签: 正样本: 808 (23.4%), 负样本: 2645 (76.6%)
2025-05-08 20:37:14 - Epoch 33, 测试集 AUC: 0.7682, PRE: 0.2477, REC: 0.6515, MF1: 0.6127, ACC1: 0.6515, ACC0: 0.7923, Gmean: 0.7185
2025-05-08 20:37:14 - Epoch 33, val mf1: 0.6195, val ACC1: 0.6871, val ACC0: 0.7893, val Gmean: 0.7364 (best 0.6668)
2025-05-08 20:37:15 - Epoch 34 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:37:15 - Epoch 34, 测试集 AUC: 0.7773, PRE: 0.2598, REC: 0.6424, MF1: 0.6228, ACC1: 0.6424, ACC0: 0.8079, Gmean: 0.7204
2025-05-08 20:37:15 - Epoch 34, val mf1: 0.6232, val ACC1: 0.6626, val ACC0: 0.8016, val Gmean: 0.7288 (best 0.6668)
2025-05-08 20:37:15 - Epoch 35 伪标签: 正样本: 804 (23.3%), 负样本: 2649 (76.7%)
2025-05-08 20:37:15 - Epoch 35, 测试集 AUC: 0.7873, PRE: 0.2750, REC: 0.6333, MF1: 0.6344, ACC1: 0.6333, ACC0: 0.8247, Gmean: 0.7227
2025-05-08 20:37:15 - Epoch 35, val mf1: 0.6328, val ACC1: 0.6380, val ACC0: 0.8209, val Gmean: 0.7237 (best 0.6668)
2025-05-08 20:37:15 - Epoch 36 伪标签: 正样本: 796 (23.1%), 负样本: 2657 (76.9%)
2025-05-08 20:37:16 - Epoch 36, 测试集 AUC: 0.7938, PRE: 0.2872, REC: 0.6848, MF1: 0.6453, ACC1: 0.6848, ACC0: 0.8216, Gmean: 0.7501
2025-05-08 20:37:16 - Epoch 36, val mf1: 0.6402, val ACC1: 0.6871, val ACC0: 0.8145, val Gmean: 0.7481 (best 0.6668)
2025-05-08 20:37:16 - Epoch 37 伪标签: 正样本: 793 (23.0%), 负样本: 2660 (77.0%)
2025-05-08 20:37:16 - Epoch 37, 测试集 AUC: 0.7970, PRE: 0.2909, REC: 0.6788, MF1: 0.6479, ACC1: 0.6788, ACC0: 0.8263, Gmean: 0.7489
2025-05-08 20:37:16 - Epoch 37, val mf1: 0.6420, val ACC1: 0.6748, val ACC0: 0.8203, val Gmean: 0.7440 (best 0.6668)
2025-05-08 20:37:16 - Epoch 38 伪标签: 正样本: 794 (23.0%), 负样本: 2659 (77.0%)
2025-05-08 20:37:17 - Epoch 38, 测试集 AUC: 0.7976, PRE: 0.2915, REC: 0.6758, MF1: 0.6482, ACC1: 0.6758, ACC0: 0.8276, Gmean: 0.7478
2025-05-08 20:37:17 - Epoch 38, val mf1: 0.6420, val ACC1: 0.6687, val ACC0: 0.8222, val Gmean: 0.7415 (best 0.6668)
2025-05-08 20:37:17 - Epoch 39 伪标签: 正样本: 788 (22.8%), 负样本: 2665 (77.2%)
2025-05-08 20:37:17 - Epoch 39, 测试集 AUC: 0.7959, PRE: 0.2867, REC: 0.6091, MF1: 0.6418, ACC1: 0.6091, ACC0: 0.8410, Gmean: 0.7157
2025-05-08 20:37:17 - Epoch 39, val mf1: 0.6405, val ACC1: 0.6319, val ACC0: 0.8319, val Gmean: 0.7251 (best 0.6668)
2025-05-08 20:37:18 - Epoch 40 伪标签: 正样本: 785 (22.7%), 负样本: 2668 (77.3%)
2025-05-08 20:37:18 - Epoch 40, 有标签损失: 0.0039, 一致性损失: 0.2772, 伪标签损失: 0.9875, LPL损失: 30.6496, 聚类损失: 23.7112, 总损失: 0.4078
2025-05-08 20:37:18 - Epoch 40, 测试集 AUC: 0.7923, PRE: 0.2759, REC: 0.6061, MF1: 0.6340, ACC1: 0.6061, ACC0: 0.8330, Gmean: 0.7105
2025-05-08 20:37:18 - Epoch 40, val mf1: 0.6388, val ACC1: 0.6319, val ACC0: 0.8300, val Gmean: 0.7242 (best 0.6668)
2025-05-08 20:37:18 - Epoch 41 伪标签: 正样本: 789 (22.8%), 负样本: 2664 (77.2%)
2025-05-08 20:37:18 - Epoch 41, 测试集 AUC: 0.7869, PRE: 0.2681, REC: 0.6061, MF1: 0.6283, ACC1: 0.6061, ACC0: 0.8263, Gmean: 0.7077
2025-05-08 20:37:18 - Epoch 41, val mf1: 0.6339, val ACC1: 0.6319, val ACC0: 0.8242, val Gmean: 0.7217 (best 0.6668)
2025-05-08 20:37:19 - Epoch 42 伪标签: 正样本: 787 (22.8%), 负样本: 2666 (77.2%)
2025-05-08 20:37:19 - Epoch 42, 测试集 AUC: 0.7803, PRE: 0.2580, REC: 0.6091, MF1: 0.6207, ACC1: 0.6091, ACC0: 0.8162, Gmean: 0.7051
2025-05-08 20:37:19 - Epoch 42, val mf1: 0.6263, val ACC1: 0.6380, val ACC0: 0.8132, val Gmean: 0.7203 (best 0.6668)
2025-05-08 20:37:19 - Epoch 43 伪标签: 正样本: 792 (22.9%), 负样本: 2661 (77.1%)
2025-05-08 20:37:20 - Epoch 43, 测试集 AUC: 0.7725, PRE: 0.2469, REC: 0.6091, MF1: 0.6118, ACC1: 0.6091, ACC0: 0.8050, Gmean: 0.7002
2025-05-08 20:37:20 - Epoch 43, val mf1: 0.6190, val ACC1: 0.6442, val ACC0: 0.8022, val Gmean: 0.7189 (best 0.6668)
2025-05-08 20:37:20 - Epoch 44 伪标签: 正样本: 787 (22.8%), 负样本: 2666 (77.2%)
2025-05-08 20:37:20 - Epoch 44, 测试集 AUC: 0.7683, PRE: 0.2401, REC: 0.6061, MF1: 0.6060, ACC1: 0.6061, ACC0: 0.7987, Gmean: 0.6957
2025-05-08 20:37:20 - Epoch 44, val mf1: 0.6159, val ACC1: 0.6503, val ACC0: 0.7964, val Gmean: 0.7196 (best 0.6668)
2025-05-08 20:37:20 - Epoch 45 伪标签: 正样本: 771 (22.3%), 负样本: 2682 (77.7%)
2025-05-08 20:37:21 - Epoch 45, 测试集 AUC: 0.7672, PRE: 0.2375, REC: 0.6030, MF1: 0.6038, ACC1: 0.6030, ACC0: 0.7968, Gmean: 0.6932
2025-05-08 20:37:21 - Epoch 45, val mf1: 0.6154, val ACC1: 0.6503, val ACC0: 0.7957, val Gmean: 0.7194 (best 0.6668)
2025-05-08 20:37:21 - Epoch 46 伪标签: 正样本: 771 (22.3%), 负样本: 2682 (77.7%)
2025-05-08 20:37:21 - Epoch 46, 测试集 AUC: 0.7684, PRE: 0.2380, REC: 0.6000, MF1: 0.6042, ACC1: 0.6000, ACC0: 0.7983, Gmean: 0.6921
2025-05-08 20:37:21 - Epoch 46, val mf1: 0.6144, val ACC1: 0.6442, val ACC0: 0.7964, val Gmean: 0.7162 (best 0.6668)
2025-05-08 20:37:21 - Epoch 47 伪标签: 正样本: 788 (22.8%), 负样本: 2665 (77.2%)
2025-05-08 20:37:22 - Epoch 47, 测试集 AUC: 0.7721, PRE: 0.2542, REC: 0.6939, MF1: 0.6184, ACC1: 0.6939, ACC0: 0.7863, Gmean: 0.7387
2025-05-08 20:37:22 - Epoch 47, val mf1: 0.6163, val ACC1: 0.7055, val ACC0: 0.7796, val Gmean: 0.7416 (best 0.6668)
2025-05-08 20:37:22 - Epoch 48 伪标签: 正样本: 770 (22.3%), 负样本: 2683 (77.7%)
2025-05-08 20:37:22 - Epoch 48, 测试集 AUC: 0.7783, PRE: 0.2604, REC: 0.6667, MF1: 0.6236, ACC1: 0.6667, ACC0: 0.8012, Gmean: 0.7308
2025-05-08 20:37:22 - Epoch 48, val mf1: 0.6221, val ACC1: 0.6687, val ACC0: 0.7983, val Gmean: 0.7306 (best 0.6668)
2025-05-08 20:37:22 - Epoch 49 伪标签: 正样本: 784 (22.7%), 负样本: 2669 (77.3%)
2025-05-08 20:37:23 - Epoch 49, 测试集 AUC: 0.7854, PRE: 0.2667, REC: 0.6879, MF1: 0.6292, ACC1: 0.6879, ACC0: 0.8015, Gmean: 0.7425
2025-05-08 20:37:23 - Epoch 49, val mf1: 0.6272, val ACC1: 0.6994, val ACC0: 0.7951, val Gmean: 0.7457 (best 0.6668)
2025-05-08 20:37:23 - Epoch 50 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:37:23 - Epoch 50, 有标签损失: 0.0033, 一致性损失: 0.2025, 伪标签损失: 0.9681, LPL损失: 31.7907, 聚类损失: 19.6924, 总损失: 0.4619
2025-05-08 20:37:23 - Epoch 50, 测试集 AUC: 0.7901, PRE: 0.2721, REC: 0.6909, MF1: 0.6336, ACC1: 0.6909, ACC0: 0.8060, Gmean: 0.7462
2025-05-08 20:37:23 - Epoch 50, val mf1: 0.6314, val ACC1: 0.6994, val ACC0: 0.8003, val Gmean: 0.7481 (best 0.6668)
2025-05-08 20:37:23 - Epoch 51 伪标签: 正样本: 802 (23.2%), 负样本: 2651 (76.8%)
2025-05-08 20:37:24 - Epoch 51, 测试集 AUC: 0.7926, PRE: 0.2736, REC: 0.6939, MF1: 0.6349, ACC1: 0.6939, ACC0: 0.8066, Gmean: 0.7482
2025-05-08 20:37:24 - Epoch 51, val mf1: 0.6319, val ACC1: 0.6994, val ACC0: 0.8009, val Gmean: 0.7484 (best 0.6668)
2025-05-08 20:37:24 - Epoch 52 伪标签: 正样本: 803 (23.3%), 负样本: 2650 (76.7%)
2025-05-08 20:37:24 - Epoch 52, 测试集 AUC: 0.7920, PRE: 0.2694, REC: 0.6939, MF1: 0.6315, ACC1: 0.6939, ACC0: 0.8025, Gmean: 0.7462
2025-05-08 20:37:24 - Epoch 52, val mf1: 0.6313, val ACC1: 0.7055, val ACC0: 0.7983, val Gmean: 0.7505 (best 0.6668)
2025-05-08 20:37:24 - Epoch 53 伪标签: 正样本: 798 (23.1%), 负样本: 2655 (76.9%)
2025-05-08 20:37:25 - Epoch 53, 测试集 AUC: 0.7913, PRE: 0.2688, REC: 0.7030, MF1: 0.6311, ACC1: 0.7030, ACC0: 0.7993, Gmean: 0.7496
2025-05-08 20:37:25 - Epoch 53, val mf1: 0.6292, val ACC1: 0.7055, val ACC0: 0.7957, val Gmean: 0.7493 (best 0.6668)
2025-05-08 20:37:25 - Epoch 54 伪标签: 正样本: 799 (23.1%), 负样本: 2654 (76.9%)
2025-05-08 20:37:25 - Epoch 54, 测试集 AUC: 0.7940, PRE: 0.2715, REC: 0.7091, MF1: 0.6334, ACC1: 0.7091, ACC0: 0.8003, Gmean: 0.7533
2025-05-08 20:37:25 - Epoch 54, val mf1: 0.6303, val ACC1: 0.7055, val ACC0: 0.7970, val Gmean: 0.7499 (best 0.6668)
2025-05-08 20:37:26 - Epoch 55 伪标签: 正样本: 799 (23.1%), 负样本: 2654 (76.9%)
2025-05-08 20:37:26 - Epoch 55, 测试集 AUC: 0.7999, PRE: 0.2784, REC: 0.6758, MF1: 0.6383, ACC1: 0.6758, ACC0: 0.8162, Gmean: 0.7426
2025-05-08 20:37:26 - Epoch 55, val mf1: 0.6327, val ACC1: 0.6687, val ACC0: 0.8112, val Gmean: 0.7365 (best 0.6668)
2025-05-08 20:37:26 - Epoch 56 伪标签: 正样本: 806 (23.3%), 负样本: 2647 (76.7%)
2025-05-08 20:37:26 - Epoch 56, 测试集 AUC: 0.8061, PRE: 0.2855, REC: 0.6758, MF1: 0.6438, ACC1: 0.6758, ACC0: 0.8225, Gmean: 0.7455
2025-05-08 20:37:26 - Epoch 56, val mf1: 0.6382, val ACC1: 0.6626, val ACC0: 0.8197, val Gmean: 0.7369 (best 0.6668)
2025-05-08 20:37:27 - Epoch 57 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:37:27 - Epoch 57, 测试集 AUC: 0.8081, PRE: 0.2870, REC: 0.6758, MF1: 0.6449, ACC1: 0.6758, ACC0: 0.8238, Gmean: 0.7461
2025-05-08 20:37:27 - Epoch 57, val mf1: 0.6387, val ACC1: 0.6626, val ACC0: 0.8203, val Gmean: 0.7372 (best 0.6668)
2025-05-08 20:37:27 - Epoch 58 伪标签: 正样本: 820 (23.7%), 负样本: 2633 (76.3%)
2025-05-08 20:37:28 - Epoch 58, 测试集 AUC: 0.8137, PRE: 0.2889, REC: 0.5848, MF1: 0.6420, ACC1: 0.5848, ACC0: 0.8489, Gmean: 0.7046
2025-05-08 20:37:28 - Epoch 58, val mf1: 0.6434, val ACC1: 0.6012, val ACC0: 0.8449, val Gmean: 0.7127 (best 0.6668)
2025-05-08 20:37:28 - Epoch 59 伪标签: 正样本: 825 (23.9%), 负样本: 2628 (76.1%)
2025-05-08 20:37:28 - Epoch 59, 测试集 AUC: 0.8190, PRE: 0.3002, REC: 0.5758, MF1: 0.6486, ACC1: 0.5758, ACC0: 0.8591, Gmean: 0.7033
2025-05-08 20:37:28 - Epoch 59, val mf1: 0.6469, val ACC1: 0.5951, val ACC0: 0.8507, val Gmean: 0.7115 (best 0.6668)
2025-05-08 20:37:28 - Epoch 60 伪标签: 正样本: 835 (24.2%), 负样本: 2618 (75.8%)
2025-05-08 20:37:29 - Epoch 60, 有标签损失: 0.0032, 一致性损失: 0.1295, 伪标签损失: 0.9274, LPL损失: 28.6879, 聚类损失: 14.3308, 总损失: 0.4619
2025-05-08 20:37:29 - Epoch 60, 测试集 AUC: 0.8235, PRE: 0.3152, REC: 0.5788, MF1: 0.6580, ACC1: 0.5788, ACC0: 0.8680, Gmean: 0.7088
2025-05-08 20:37:29 - 更新最佳测试结果 (Epoch 60): AUC 0.8235, PRE 0.3152, REC 0.5788, MF1 0.6580, ACC1 0.5788, ACC0 0.8680, Gmean 0.7088
2025-05-08 20:37:29 - Epoch 60, val mf1: 0.6510, val ACC1: 0.5828, val ACC0: 0.8591, val Gmean: 0.7076 (best 0.6668)
2025-05-08 20:37:29 - Epoch 61 伪标签: 正样本: 837 (24.2%), 负样本: 2616 (75.8%)
2025-05-08 20:37:29 - Epoch 61, 测试集 AUC: 0.8318, PRE: 0.3253, REC: 0.5697, MF1: 0.6630, ACC1: 0.5697, ACC0: 0.8760, Gmean: 0.7064
2025-05-08 20:37:29 - 更新最佳测试结果 (Epoch 61): AUC 0.8318, PRE 0.3253, REC 0.5697, MF1 0.6630, ACC1 0.5697, ACC0 0.8760, Gmean 0.7064
2025-05-08 20:37:29 - Epoch 61, val mf1: 0.6642, val ACC1: 0.5706, val ACC0: 0.8765, val Gmean: 0.7072 (best 0.6668)
2025-05-08 20:37:30 - Epoch 62 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:37:30 - Epoch 62, 测试集 AUC: 0.8389, PRE: 0.3370, REC: 0.5636, MF1: 0.6688, ACC1: 0.5636, ACC0: 0.8836, Gmean: 0.7057
2025-05-08 20:37:30 - 更新最佳测试结果 (Epoch 62): AUC 0.8389, PRE 0.3370, REC 0.5636, MF1 0.6688, ACC1 0.5636, ACC0 0.8836, Gmean 0.7057
2025-05-08 20:37:30 - Epoch 62, val mf1: 0.6688, val ACC1: 0.5583, val ACC0: 0.8849, val Gmean: 0.7029 (best 0.6688)
2025-05-08 20:37:30 - Epoch 63 伪标签: 正样本: 844 (24.4%), 负样本: 2609 (75.6%)
2025-05-08 20:37:30 - Epoch 63, 测试集 AUC: 0.8389, PRE: 0.3400, REC: 0.5636, MF1: 0.6705, ACC1: 0.5636, ACC0: 0.8852, Gmean: 0.7063
2025-05-08 20:37:30 - Epoch 63, val mf1: 0.6695, val ACC1: 0.5583, val ACC0: 0.8856, val Gmean: 0.7031 (best 0.6695)
2025-05-08 20:37:31 - Epoch 64 伪标签: 正样本: 851 (24.6%), 负样本: 2602 (75.4%)
2025-05-08 20:37:31 - Epoch 64, 测试集 AUC: 0.8432, PRE: 0.3472, REC: 0.5576, MF1: 0.6735, ACC1: 0.5576, ACC0: 0.8899, Gmean: 0.7044
2025-05-08 20:37:31 - 更新最佳测试结果 (Epoch 64): AUC 0.8432, PRE 0.3472, REC 0.5576, MF1 0.6735, ACC1 0.5576, ACC0 0.8899, Gmean 0.7044
2025-05-08 20:37:31 - Epoch 64, val mf1: 0.6770, val ACC1: 0.5583, val ACC0: 0.8927, val Gmean: 0.7060 (best 0.6770)
2025-05-08 20:37:31 - Epoch 65 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:37:32 - Epoch 65, 测试集 AUC: 0.8516, PRE: 0.3661, REC: 0.5424, MF1: 0.6810, ACC1: 0.5424, ACC0: 0.9014, Gmean: 0.6992
2025-05-08 20:37:32 - 更新最佳测试结果 (Epoch 65): AUC 0.8516, PRE 0.3661, REC 0.5424, MF1 0.6810, ACC1 0.5424, ACC0 0.9014, Gmean 0.6992
2025-05-08 20:37:32 - Epoch 65, val mf1: 0.6880, val ACC1: 0.5460, val ACC0: 0.9063, val Gmean: 0.7034 (best 0.6880)
2025-05-08 20:37:32 - Epoch 66 伪标签: 正样本: 853 (24.7%), 负样本: 2600 (75.3%)
2025-05-08 20:37:32 - Epoch 66, 测试集 AUC: 0.8582, PRE: 0.3764, REC: 0.6273, MF1: 0.6968, ACC1: 0.6273, ACC0: 0.8909, Gmean: 0.7476
2025-05-08 20:37:32 - 更新最佳测试结果 (Epoch 66): AUC 0.8582, PRE 0.3764, REC 0.6273, MF1 0.6968, ACC1 0.6273, ACC0 0.8909, Gmean 0.7476
2025-05-08 20:37:32 - Epoch 66, val mf1: 0.7009, val ACC1: 0.6258, val ACC0: 0.8946, val Gmean: 0.7482 (best 0.7009)
2025-05-08 20:37:32 - Epoch 67 伪标签: 正样本: 855 (24.8%), 负样本: 2598 (75.2%)
2025-05-08 20:37:33 - Epoch 67, 测试集 AUC: 0.8630, PRE: 0.3848, REC: 0.6121, MF1: 0.6992, ACC1: 0.6121, ACC0: 0.8973, Gmean: 0.7411
2025-05-08 20:37:33 - 更新最佳测试结果 (Epoch 67): AUC 0.8630, PRE 0.3848, REC 0.6121, MF1 0.6992, ACC1 0.6121, ACC0 0.8973, Gmean 0.7411
2025-05-08 20:37:33 - Epoch 67, val mf1: 0.7082, val ACC1: 0.6135, val ACC0: 0.9043, val Gmean: 0.7449 (best 0.7082)
2025-05-08 20:37:33 - Epoch 68 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:37:33 - Epoch 68, 测试集 AUC: 0.8666, PRE: 0.3992, REC: 0.6061, MF1: 0.7054, ACC1: 0.6061, ACC0: 0.9043, Gmean: 0.7403
2025-05-08 20:37:33 - 更新最佳测试结果 (Epoch 68): AUC 0.8666, PRE 0.3992, REC 0.6061, MF1 0.7054, ACC1 0.6061, ACC0 0.9043, Gmean 0.7403
2025-05-08 20:37:33 - Epoch 68, val mf1: 0.7056, val ACC1: 0.5890, val ACC0: 0.9089, val Gmean: 0.7316 (best 0.7082)
2025-05-08 20:37:33 - Epoch 69 伪标签: 正样本: 845 (24.5%), 负样本: 2608 (75.5%)
2025-05-08 20:37:34 - Epoch 69, 测试集 AUC: 0.8693, PRE: 0.3877, REC: 0.6697, MF1: 0.7077, ACC1: 0.6697, ACC0: 0.8890, Gmean: 0.7716
2025-05-08 20:37:34 - 更新最佳测试结果 (Epoch 69): AUC 0.8693, PRE 0.3877, REC 0.6697, MF1 0.7077, ACC1 0.6697, ACC0 0.8890, Gmean 0.7716
2025-05-08 20:37:34 - Epoch 69, val mf1: 0.7082, val ACC1: 0.6564, val ACC0: 0.8927, val Gmean: 0.7655 (best 0.7082)
2025-05-08 20:37:34 - Epoch 70 伪标签: 正样本: 851 (24.6%), 负样本: 2602 (75.4%)
2025-05-08 20:37:34 - Epoch 70, 有标签损失: 0.0054, 一致性损失: 0.0758, 伪标签损失: 0.8286, LPL损失: 32.6438, 聚类损失: 9.4569, 总损失: 0.5381
2025-05-08 20:37:34 - Epoch 70, 测试集 AUC: 0.8723, PRE: 0.3993, REC: 0.6606, MF1: 0.7126, ACC1: 0.6606, ACC0: 0.8957, Gmean: 0.7692
2025-05-08 20:37:34 - 更新最佳测试结果 (Epoch 70): AUC 0.8723, PRE 0.3993, REC 0.6606, MF1 0.7126, ACC1 0.6606, ACC0 0.8957, Gmean 0.7692
2025-05-08 20:37:34 - Epoch 70, val mf1: 0.7116, val ACC1: 0.6503, val ACC0: 0.8972, val Gmean: 0.7639 (best 0.7116)
2025-05-08 20:37:35 - Epoch 71 伪标签: 正样本: 840 (24.3%), 负样本: 2613 (75.7%)
2025-05-08 20:37:35 - Epoch 71, 测试集 AUC: 0.8844, PRE: 0.4757, REC: 0.6515, MF1: 0.7464, ACC1: 0.6515, ACC0: 0.9246, Gmean: 0.7761
2025-05-08 20:37:35 - 更新最佳测试结果 (Epoch 71): AUC 0.8844, PRE 0.4757, REC 0.6515, MF1 0.7464, ACC1 0.6515, ACC0 0.9246, Gmean 0.7761
2025-05-08 20:37:35 - Epoch 71, val mf1: 0.7368, val ACC1: 0.6258, val ACC0: 0.9237, val Gmean: 0.7603 (best 0.7368)
2025-05-08 20:37:35 - Epoch 72 伪标签: 正样本: 841 (24.4%), 负样本: 2612 (75.6%)
2025-05-08 20:37:35 - Epoch 72, 测试集 AUC: 0.8878, PRE: 0.4965, REC: 0.6424, MF1: 0.7532, ACC1: 0.6424, ACC0: 0.9316, Gmean: 0.7736
2025-05-08 20:37:35 - 更新最佳测试结果 (Epoch 72): AUC 0.8878, PRE 0.4965, REC 0.6424, MF1 0.7532, ACC1 0.6424, ACC0 0.9316, Gmean 0.7736
2025-05-08 20:37:35 - Epoch 72, val mf1: 0.7466, val ACC1: 0.6258, val ACC0: 0.9308, val Gmean: 0.7632 (best 0.7466)
2025-05-08 20:37:35 - Epoch 73 伪标签: 正样本: 827 (24.0%), 负样本: 2626 (76.0%)
2025-05-08 20:37:36 - Epoch 73, 测试集 AUC: 0.8831, PRE: 0.4590, REC: 0.6273, MF1: 0.7353, ACC1: 0.6273, ACC0: 0.9224, Gmean: 0.7607
2025-05-08 20:37:36 - Epoch 73, val mf1: 0.7327, val ACC1: 0.6135, val ACC0: 0.9237, val Gmean: 0.7528 (best 0.7466)
2025-05-08 20:37:36 - Epoch 74 伪标签: 正样本: 832 (24.1%), 负样本: 2621 (75.9%)
2025-05-08 20:37:36 - Epoch 74, 测试集 AUC: 0.8901, PRE: 0.5898, REC: 0.5273, MF1: 0.7565, ACC1: 0.5273, ACC0: 0.9615, Gmean: 0.7120
2025-05-08 20:37:36 - 更新最佳测试结果 (Epoch 74): AUC 0.8901, PRE 0.5898, REC 0.5273, MF1 0.7565, ACC1 0.5273, ACC0 0.9615, Gmean 0.7120
2025-05-08 20:37:36 - Epoch 74, val mf1: 0.7416, val ACC1: 0.4969, val ACC0: 0.9599, val Gmean: 0.6907 (best 0.7466)
2025-05-08 20:37:36 - Epoch 75 伪标签: 正样本: 849 (24.6%), 负样本: 2604 (75.4%)
2025-05-08 20:37:37 - Epoch 75, 测试集 AUC: 0.8902, PRE: 0.5249, REC: 0.5758, MF1: 0.7496, ACC1: 0.5758, ACC0: 0.9453, Gmean: 0.7377
2025-05-08 20:37:37 - 更新最佳测试结果 (Epoch 75): AUC 0.8902, PRE 0.5249, REC 0.5758, MF1 0.7496, ACC1 0.5758, ACC0 0.9453, Gmean 0.7377
2025-05-08 20:37:37 - Epoch 75, val mf1: 0.7378, val ACC1: 0.5521, val ACC0: 0.9431, val Gmean: 0.7216 (best 0.7466)
2025-05-08 20:37:37 - Epoch 76 伪标签: 正样本: 843 (24.4%), 负样本: 2610 (75.6%)
2025-05-08 20:37:37 - Epoch 76, 测试集 AUC: 0.8777, PRE: 0.6150, REC: 0.3970, MF1: 0.7193, ACC1: 0.3970, ACC0: 0.9739, Gmean: 0.6218
2025-05-08 20:37:37 - Epoch 76, val mf1: 0.7133, val ACC1: 0.3988, val ACC0: 0.9696, val Gmean: 0.6218 (best 0.7466)
2025-05-08 20:37:37 - Epoch 77 伪标签: 正样本: 833 (24.1%), 负样本: 2620 (75.9%)
2025-05-08 20:37:38 - Epoch 77, 测试集 AUC: 0.8673, PRE: 0.5556, REC: 0.3939, MF1: 0.7067, ACC1: 0.3939, ACC0: 0.9669, Gmean: 0.6172
2025-05-08 20:37:38 - Epoch 77, val mf1: 0.7043, val ACC1: 0.3988, val ACC0: 0.9638, val Gmean: 0.6199 (best 0.7466)
2025-05-08 20:37:38 - Epoch 78 伪标签: 正样本: 847 (24.5%), 负样本: 2606 (75.5%)
2025-05-08 20:37:38 - Epoch 78, 测试集 AUC: 0.8749, PRE: 0.6471, REC: 0.3667, MF1: 0.7127, ACC1: 0.3667, ACC0: 0.9790, Gmean: 0.5991
2025-05-08 20:37:38 - Epoch 78, val mf1: 0.7200, val ACC1: 0.3865, val ACC0: 0.9774, val Gmean: 0.6146 (best 0.7466)
2025-05-08 20:37:38 - Epoch 79 伪标签: 正样本: 845 (24.5%), 负样本: 2608 (75.5%)
2025-05-08 20:37:38 - Epoch 79, 测试集 AUC: 0.8770, PRE: 0.5850, REC: 0.4485, MF1: 0.7313, ACC1: 0.4485, ACC0: 0.9666, Gmean: 0.6584
2025-05-08 20:37:38 - Epoch 79, val mf1: 0.7274, val ACC1: 0.4356, val ACC0: 0.9677, val Gmean: 0.6492 (best 0.7466)
2025-05-08 20:37:38 - Epoch 80 伪标签: 正样本: 889 (25.7%), 负样本: 2564 (74.3%)
2025-05-08 20:37:39 - Epoch 80, 有标签损失: 0.0099, 一致性损失: 0.0439, 伪标签损失: 0.6714, LPL损失: 44.9798, 聚类损失: 6.4827, 总损失: 0.7760
2025-05-08 20:37:39 - Epoch 80, 测试集 AUC: 0.8730, PRE: 0.5806, REC: 0.4364, MF1: 0.7264, ACC1: 0.4364, ACC0: 0.9669, Gmean: 0.6496
2025-05-08 20:37:39 - Epoch 80, val mf1: 0.7238, val ACC1: 0.4233, val ACC0: 0.9690, val Gmean: 0.6405 (best 0.7466)
2025-05-08 20:37:39 - Epoch 81 伪标签: 正样本: 936 (27.1%), 负样本: 2517 (72.9%)
2025-05-08 20:37:39 - Epoch 81, 测试集 AUC: 0.8635, PRE: 0.5259, REC: 0.4303, MF1: 0.7118, ACC1: 0.4303, ACC0: 0.9593, Gmean: 0.6425
2025-05-08 20:37:39 - Epoch 81, val mf1: 0.7081, val ACC1: 0.4110, val ACC0: 0.9625, val Gmean: 0.6290 (best 0.7466)
2025-05-08 20:37:39 - Epoch 82 伪标签: 正样本: 982 (28.4%), 负样本: 2471 (71.6%)
2025-05-08 20:37:40 - Epoch 82, 测试集 AUC: 0.8433, PRE: 0.5373, REC: 0.3273, MF1: 0.6788, ACC1: 0.3273, ACC0: 0.9704, Gmean: 0.5636
2025-05-08 20:37:40 - Epoch 82, val mf1: 0.6781, val ACC1: 0.3190, val ACC0: 0.9729, val Gmean: 0.5571 (best 0.7466)
2025-05-08 20:37:40 - Epoch 83 伪标签: 正样本: 1105 (32.0%), 负样本: 2348 (68.0%)
2025-05-08 20:37:40 - Epoch 83, 测试集 AUC: 0.8209, PRE: 0.3316, REC: 0.3939, MF1: 0.6430, ACC1: 0.3939, ACC0: 0.9167, Gmean: 0.6009
2025-05-08 20:37:40 - Epoch 83, val mf1: 0.6509, val ACC1: 0.4172, val ACC0: 0.9153, val Gmean: 0.6179 (best 0.7466)
2025-05-08 20:37:40 - Epoch 84 伪标签: 正样本: 1120 (32.4%), 负样本: 2333 (67.6%)
2025-05-08 20:37:40 - Epoch 84, 测试集 AUC: 0.8170, PRE: 0.3271, REC: 0.3697, MF1: 0.6368, ACC1: 0.3697, ACC0: 0.9202, Gmean: 0.5833
2025-05-08 20:37:40 - Epoch 84, val mf1: 0.6453, val ACC1: 0.3926, val ACC0: 0.9192, val Gmean: 0.6008 (best 0.7466)
2025-05-08 20:37:40 - Epoch 85 伪标签: 正样本: 1284 (37.2%), 负样本: 2169 (62.8%)
2025-05-08 20:37:41 - Epoch 85, 测试集 AUC: 0.8100, PRE: 0.3951, REC: 0.2909, MF1: 0.6377, ACC1: 0.2909, ACC0: 0.9532, Gmean: 0.5266
2025-05-08 20:37:41 - Epoch 85, val mf1: 0.6318, val ACC1: 0.2699, val ACC0: 0.9573, val Gmean: 0.5084 (best 0.7466)
2025-05-08 20:37:41 - Epoch 86 伪标签: 正样本: 1341 (38.8%), 负样本: 2112 (61.2%)
2025-05-08 20:37:41 - Epoch 86, 测试集 AUC: 0.8006, PRE: 0.2886, REC: 0.3515, MF1: 0.6183, ACC1: 0.3515, ACC0: 0.9090, Gmean: 0.5653
2025-05-08 20:37:41 - Epoch 86, val mf1: 0.6194, val ACC1: 0.3558, val ACC0: 0.9082, val Gmean: 0.5685 (best 0.7466)
2025-05-08 20:37:41 - Epoch 87 伪标签: 正样本: 1362 (39.4%), 负样本: 2091 (60.6%)
2025-05-08 20:37:42 - Epoch 87, 测试集 AUC: 0.7880, PRE: 0.2489, REC: 0.3455, MF1: 0.5992, ACC1: 0.3455, ACC0: 0.8906, Gmean: 0.5547
2025-05-08 20:37:42 - Epoch 87, val mf1: 0.6012, val ACC1: 0.3497, val ACC0: 0.8908, val Gmean: 0.5581 (best 0.7466)
2025-05-08 20:37:42 - Epoch 88 伪标签: 正样本: 1374 (39.8%), 负样本: 2079 (60.2%)
2025-05-08 20:37:42 - Epoch 88, 测试集 AUC: 0.7727, PRE: 0.2733, REC: 0.2848, MF1: 0.6007, ACC1: 0.2848, ACC0: 0.9205, Gmean: 0.5121
2025-05-08 20:37:42 - Epoch 88, val mf1: 0.5914, val ACC1: 0.2638, val ACC0: 0.9205, val Gmean: 0.4928 (best 0.7466)
2025-05-08 20:37:43 - Epoch 89 伪标签: 正样本: 1407 (40.7%), 负样本: 2046 (59.3%)
2025-05-08 20:37:43 - Epoch 89, 测试集 AUC: 0.7627, PRE: 0.2474, REC: 0.2909, MF1: 0.5915, ACC1: 0.2909, ACC0: 0.9071, Gmean: 0.5137
2025-05-08 20:37:43 - Epoch 89, val mf1: 0.5868, val ACC1: 0.2761, val ACC0: 0.9089, val Gmean: 0.5009 (best 0.7466)
2025-05-08 20:37:43 - Epoch 90 伪标签: 正样本: 1431 (41.4%), 负样本: 2022 (58.6%)
2025-05-08 20:37:43 - Epoch 90, 有标签损失: 0.0097, 一致性损失: 0.0320, 伪标签损失: 0.5553, LPL损失: 70.6324, 聚类损失: 5.2353, 总损失: 1.3349
2025-05-08 20:37:43 - Epoch 90, 测试集 AUC: 0.7564, PRE: 0.2302, REC: 0.3000, MF1: 0.5849, ACC1: 0.3000, ACC0: 0.8947, Gmean: 0.5181
2025-05-08 20:37:43 - Epoch 90, val mf1: 0.5787, val ACC1: 0.2883, val ACC0: 0.8927, val Gmean: 0.5073 (best 0.7466)
2025-05-08 20:37:43 - Epoch 91 伪标签: 正样本: 1406 (40.7%), 负样本: 2047 (59.3%)
2025-05-08 20:37:44 - Epoch 91, 测试集 AUC: 0.7508, PRE: 0.1992, REC: 0.3061, MF1: 0.5687, ACC1: 0.3061, ACC0: 0.8709, Gmean: 0.5163
2025-05-08 20:37:44 - Epoch 91, val mf1: 0.5612, val ACC1: 0.2945, val ACC0: 0.8662, val Gmean: 0.5050 (best 0.7466)
2025-05-08 20:37:44 - Epoch 92 伪标签: 正样本: 1401 (40.6%), 负样本: 2052 (59.4%)
2025-05-08 20:37:44 - Epoch 92, 测试集 AUC: 0.7500, PRE: 0.2024, REC: 0.3091, MF1: 0.5708, ACC1: 0.3091, ACC0: 0.8721, Gmean: 0.5192
2025-05-08 20:37:44 - Epoch 92, val mf1: 0.5626, val ACC1: 0.2945, val ACC0: 0.8681, val Gmean: 0.5056 (best 0.7466)
2025-05-08 20:37:44 - Epoch 93 伪标签: 正样本: 1399 (40.5%), 负样本: 2054 (59.5%)
2025-05-08 20:37:44 - Epoch 93, 测试集 AUC: 0.7525, PRE: 0.2267, REC: 0.3091, MF1: 0.5841, ACC1: 0.3091, ACC0: 0.8893, Gmean: 0.5243
2025-05-08 20:37:44 - Epoch 93, val mf1: 0.5766, val ACC1: 0.2945, val ACC0: 0.8869, val Gmean: 0.5110 (best 0.7466)
2025-05-08 20:37:44 - Epoch 94 伪标签: 正样本: 1414 (40.9%), 负样本: 2039 (59.1%)
2025-05-08 20:37:45 - Epoch 94, 测试集 AUC: 0.7487, PRE: 0.2004, REC: 0.3061, MF1: 0.5694, ACC1: 0.3061, ACC0: 0.8718, Gmean: 0.5166
2025-05-08 20:37:45 - Epoch 94, val mf1: 0.5612, val ACC1: 0.2883, val ACC0: 0.8694, val Gmean: 0.5007 (best 0.7466)
2025-05-08 20:37:45 - Epoch 95 伪标签: 正样本: 1387 (40.2%), 负样本: 2066 (59.8%)
2025-05-08 20:37:45 - Epoch 95, 测试集 AUC: 0.7498, PRE: 0.2020, REC: 0.3091, MF1: 0.5705, ACC1: 0.3091, ACC0: 0.8718, Gmean: 0.5191
2025-05-08 20:37:45 - Epoch 95, val mf1: 0.5644, val ACC1: 0.2945, val ACC0: 0.8707, val Gmean: 0.5064 (best 0.7466)
2025-05-08 20:37:45 - Epoch 96 伪标签: 正样本: 1395 (40.4%), 负样本: 2058 (59.6%)
2025-05-08 20:37:46 - Epoch 96, 测试集 AUC: 0.7503, PRE: 0.1996, REC: 0.3152, MF1: 0.5695, ACC1: 0.3152, ACC0: 0.8674, Gmean: 0.5228
2025-05-08 20:37:46 - Epoch 96, val mf1: 0.5648, val ACC1: 0.3067, val ACC0: 0.8649, val Gmean: 0.5151 (best 0.7466)
2025-05-08 20:37:46 - Epoch 97 伪标签: 正样本: 1394 (40.4%), 负样本: 2059 (59.6%)
2025-05-08 20:37:46 - Epoch 97, 测试集 AUC: 0.7518, PRE: 0.2040, REC: 0.3121, MF1: 0.5719, ACC1: 0.3121, ACC0: 0.8721, Gmean: 0.5217
2025-05-08 20:37:46 - Epoch 97, val mf1: 0.5682, val ACC1: 0.3006, val ACC0: 0.8727, val Gmean: 0.5122 (best 0.7466)
2025-05-08 20:37:46 - Epoch 98 伪标签: 正样本: 1402 (40.6%), 负样本: 2051 (59.4%)
2025-05-08 20:37:47 - Epoch 98, 测试集 AUC: 0.7549, PRE: 0.2229, REC: 0.3121, MF1: 0.5825, ACC1: 0.3121, ACC0: 0.8858, Gmean: 0.5258
2025-05-08 20:37:47 - Epoch 98, val mf1: 0.5795, val ACC1: 0.3006, val ACC0: 0.8875, val Gmean: 0.5165 (best 0.7466)
2025-05-08 20:37:47 - Epoch 99 伪标签: 正样本: 1438 (41.6%), 负样本: 2015 (58.4%)
2025-05-08 20:37:47 - Epoch 99, 测试集 AUC: 0.7560, PRE: 0.2261, REC: 0.3152, MF1: 0.5844, ACC1: 0.3152, ACC0: 0.8868, Gmean: 0.5286
2025-05-08 20:37:47 - Epoch 99, val mf1: 0.5820, val ACC1: 0.3006, val ACC0: 0.8908, val Gmean: 0.5175 (best 0.7466)
2025-05-08 20:37:47 - Epoch 100 伪标签: 正样本: 1447 (41.9%), 负样本: 2006 (58.1%)
2025-05-08 20:37:47 - Epoch 100, 有标签损失: 0.0068, 一致性损失: 0.0305, 伪标签损失: 0.6707, LPL损失: 70.5272, 聚类损失: 5.0659, 总损失: 1.5617
2025-05-08 20:37:48 - Epoch 100, 测试集 AUC: 0.7570, PRE: 0.2275, REC: 0.3212, MF1: 0.5857, ACC1: 0.3212, ACC0: 0.8855, Gmean: 0.5333
2025-05-08 20:37:48 - Epoch 100, val mf1: 0.5781, val ACC1: 0.2945, val ACC0: 0.8888, val Gmean: 0.5116 (best 0.7466)
2025-05-08 20:37:48 - Epoch 101 伪标签: 正样本: 1447 (41.9%), 负样本: 2006 (58.1%)
2025-05-08 20:37:48 - Epoch 101, 测试集 AUC: 0.7583, PRE: 0.2260, REC: 0.3212, MF1: 0.5849, ACC1: 0.3212, ACC0: 0.8845, Gmean: 0.5330
2025-05-08 20:37:48 - Epoch 101, val mf1: 0.5776, val ACC1: 0.2945, val ACC0: 0.8882, val Gmean: 0.5114 (best 0.7466)
2025-05-08 20:37:48 - Epoch 102 伪标签: 正样本: 1457 (42.2%), 负样本: 1996 (57.8%)
2025-05-08 20:37:49 - Epoch 102, 测试集 AUC: 0.7616, PRE: 0.2442, REC: 0.3212, MF1: 0.5941, ACC1: 0.3212, ACC0: 0.8957, Gmean: 0.5364
2025-05-08 20:37:49 - Epoch 102, val mf1: 0.5884, val ACC1: 0.3006, val ACC0: 0.8985, val Gmean: 0.5197 (best 0.7466)
2025-05-08 20:37:49 - Epoch 103 伪标签: 正样本: 1469 (42.5%), 负样本: 1984 (57.5%)
2025-05-08 20:37:49 - Epoch 103, 测试集 AUC: 0.7651, PRE: 0.2746, REC: 0.3303, MF1: 0.6090, ACC1: 0.3303, ACC0: 0.9084, Gmean: 0.5478
2025-05-08 20:37:49 - Epoch 103, val mf1: 0.6004, val ACC1: 0.3067, val ACC0: 0.9095, val Gmean: 0.5282 (best 0.7466)
2025-05-08 20:37:49 - Epoch 104 伪标签: 正样本: 1489 (43.1%), 负样本: 1964 (56.9%)
2025-05-08 20:37:50 - Epoch 104, 测试集 AUC: 0.7655, PRE: 0.2517, REC: 0.3333, MF1: 0.5992, ACC1: 0.3333, ACC0: 0.8960, Gmean: 0.5465
2025-05-08 20:37:50 - Epoch 104, val mf1: 0.5975, val ACC1: 0.3190, val ACC0: 0.9005, val Gmean: 0.5360 (best 0.7466)
2025-05-08 20:37:50 - Epoch 105 伪标签: 正样本: 1477 (42.8%), 负样本: 1976 (57.2%)
2025-05-08 20:37:50 - Epoch 105, 测试集 AUC: 0.7634, PRE: 0.2194, REC: 0.3364, MF1: 0.5825, ACC1: 0.3364, ACC0: 0.8744, Gmean: 0.5423
2025-05-08 20:37:50 - Epoch 105, val mf1: 0.5856, val ACC1: 0.3313, val ACC0: 0.8804, val Gmean: 0.5401 (best 0.7466)
2025-05-08 20:37:51 - Epoch 106 伪标签: 正样本: 1483 (42.9%), 负样本: 1970 (57.1%)
2025-05-08 20:37:51 - Epoch 106, 测试集 AUC: 0.7643, PRE: 0.2137, REC: 0.3394, MF1: 0.5795, ACC1: 0.3394, ACC0: 0.8690, Gmean: 0.5431
2025-05-08 20:37:51 - Epoch 106, val mf1: 0.5848, val ACC1: 0.3374, val ACC0: 0.8765, val Gmean: 0.5438 (best 0.7466)
2025-05-08 20:37:51 - Epoch 107 伪标签: 正样本: 1501 (43.5%), 负样本: 1952 (56.5%)
2025-05-08 20:37:51 - Epoch 107, 测试集 AUC: 0.7675, PRE: 0.2236, REC: 0.3394, MF1: 0.5852, ACC1: 0.3394, ACC0: 0.8763, Gmean: 0.5453
2025-05-08 20:37:51 - Epoch 107, val mf1: 0.5929, val ACC1: 0.3436, val ACC0: 0.8836, val Gmean: 0.5510 (best 0.7466)
2025-05-08 20:37:51 - Epoch 108 伪标签: 正样本: 1516 (43.9%), 负样本: 1937 (56.1%)
2025-05-08 20:37:52 - Epoch 108, 测试集 AUC: 0.7675, PRE: 0.2109, REC: 0.3394, MF1: 0.5778, ACC1: 0.3394, ACC0: 0.8667, Gmean: 0.5424
2025-05-08 20:37:52 - Epoch 108, val mf1: 0.5876, val ACC1: 0.3436, val ACC0: 0.8772, val Gmean: 0.5490 (best 0.7466)
2025-05-08 20:37:52 - Epoch 109 伪标签: 正样本: 1520 (44.0%), 负样本: 1933 (56.0%)
2025-05-08 20:37:52 - Epoch 109, 测试集 AUC: 0.7658, PRE: 0.1965, REC: 0.3424, MF1: 0.5687, ACC1: 0.3424, ACC0: 0.8531, Gmean: 0.5405
2025-05-08 20:37:52 - Epoch 109, val mf1: 0.5790, val ACC1: 0.3436, val ACC0: 0.8662, val Gmean: 0.5455 (best 0.7466)
2025-05-08 20:37:52 - Epoch 110 伪标签: 正样本: 1498 (43.4%), 负样本: 1955 (56.6%)
2025-05-08 20:37:52 - Epoch 110, 有标签损失: 0.0086, 一致性损失: 0.0229, 伪标签损失: 0.6230, LPL损失: 67.4991, 聚类损失: 4.5332, 总损失: 1.7434
2025-05-08 20:37:52 - Epoch 110, 测试集 AUC: 0.7700, PRE: 0.2165, REC: 0.3424, MF1: 0.5813, ACC1: 0.3424, ACC0: 0.8699, Gmean: 0.5458
2025-05-08 20:37:52 - Epoch 110, val mf1: 0.5925, val ACC1: 0.3497, val ACC0: 0.8804, val Gmean: 0.5549 (best 0.7466)
2025-05-08 20:37:53 - Epoch 111 伪标签: 正样本: 1536 (44.5%), 负样本: 1917 (55.5%)
2025-05-08 20:37:53 - Epoch 111, 测试集 AUC: 0.7767, PRE: 0.2667, REC: 0.3394, MF1: 0.6069, ACC1: 0.3394, ACC0: 0.9020, Gmean: 0.5533
2025-05-08 20:37:53 - Epoch 111, val mf1: 0.6103, val ACC1: 0.3497, val ACC0: 0.9011, val Gmean: 0.5613 (best 0.7466)
2025-05-08 20:37:53 - Epoch 112 伪标签: 正样本: 1554 (45.0%), 负样本: 1899 (55.0%)
2025-05-08 20:37:53 - Epoch 112, 测试集 AUC: 0.7694, PRE: 0.2080, REC: 0.3485, MF1: 0.5764, ACC1: 0.3485, ACC0: 0.8607, Gmean: 0.5477
2025-05-08 20:37:53 - Epoch 112, val mf1: 0.5864, val ACC1: 0.3558, val ACC0: 0.8701, val Gmean: 0.5564 (best 0.7466)
2025-05-08 20:37:53 - Epoch 113 伪标签: 正样本: 1540 (44.6%), 负样本: 1913 (55.4%)
2025-05-08 20:37:54 - Epoch 113, 测试集 AUC: 0.7691, PRE: 0.2025, REC: 0.3485, MF1: 0.5729, ACC1: 0.3485, ACC0: 0.8559, Gmean: 0.5461
2025-05-08 20:37:54 - Epoch 113, val mf1: 0.5809, val ACC1: 0.3558, val ACC0: 0.8630, val Gmean: 0.5541 (best 0.7466)
2025-05-08 20:37:54 - Epoch 114 伪标签: 正样本: 1552 (44.9%), 负样本: 1901 (55.1%)
2025-05-08 20:37:54 - Epoch 114, 测试集 AUC: 0.7755, PRE: 0.2333, REC: 0.3485, MF1: 0.5913, ACC1: 0.3485, ACC0: 0.8798, Gmean: 0.5537
2025-05-08 20:37:54 - Epoch 114, val mf1: 0.5943, val ACC1: 0.3374, val ACC0: 0.8882, val Gmean: 0.5474 (best 0.7466)
2025-05-08 20:37:54 - Epoch 115 伪标签: 正样本: 1566 (45.4%), 负样本: 1887 (54.6%)
2025-05-08 20:37:54 - Epoch 115, 测试集 AUC: 0.7709, PRE: 0.2057, REC: 0.3485, MF1: 0.5750, ACC1: 0.3485, ACC0: 0.8588, Gmean: 0.5471
2025-05-08 20:37:54 - Epoch 115, val mf1: 0.5749, val ACC1: 0.3374, val ACC0: 0.8636, val Gmean: 0.5398 (best 0.7466)
2025-05-08 20:37:55 - Epoch 116 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:37:55 - Epoch 116, 测试集 AUC: 0.8018, PRE: 0.4568, REC: 0.3364, MF1: 0.6662, ACC1: 0.3364, ACC0: 0.9580, Gmean: 0.5677
2025-05-08 20:37:55 - Epoch 116, val mf1: 0.6532, val ACC1: 0.3067, val ACC0: 0.9593, val Gmean: 0.5425 (best 0.7466)
2025-05-08 20:37:55 - Epoch 117 伪标签: 正样本: 1613 (46.7%), 负样本: 1840 (53.3%)
2025-05-08 20:37:55 - Epoch 117, 测试集 AUC: 0.7726, PRE: 0.2280, REC: 0.3455, MF1: 0.5882, ACC1: 0.3455, ACC0: 0.8772, Gmean: 0.5505
2025-05-08 20:37:55 - Epoch 117, val mf1: 0.5782, val ACC1: 0.3129, val ACC0: 0.8798, val Gmean: 0.5247 (best 0.7466)
2025-05-08 20:37:55 - Epoch 118 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:37:56 - Epoch 118, 测试集 AUC: 0.7784, PRE: 0.2824, REC: 0.3364, MF1: 0.6133, ACC1: 0.3364, ACC0: 0.9103, Gmean: 0.5533
2025-05-08 20:37:56 - Epoch 118, val mf1: 0.6010, val ACC1: 0.3067, val ACC0: 0.9101, val Gmean: 0.5284 (best 0.7466)
2025-05-08 20:37:56 - Epoch 119 伪标签: 正样本: 1590 (46.0%), 负样本: 1863 (54.0%)
2025-05-08 20:37:56 - Epoch 119, 测试集 AUC: 0.7794, PRE: 0.2946, REC: 0.3303, MF1: 0.6171, ACC1: 0.3303, ACC0: 0.9170, Gmean: 0.5503
2025-05-08 20:37:56 - Epoch 119, val mf1: 0.6075, val ACC1: 0.3067, val ACC0: 0.9173, val Gmean: 0.5304 (best 0.7466)
2025-05-08 20:37:56 - Epoch 120 伪标签: 正样本: 1601 (46.4%), 负样本: 1852 (53.6%)
2025-05-08 20:37:56 - Epoch 120, 有标签损失: 0.0064, 一致性损失: 0.0162, 伪标签损失: 0.6300, LPL损失: 79.2033, 聚类损失: 3.8994, 总损失: 2.3383
2025-05-08 20:37:57 - Epoch 120, 测试集 AUC: 0.7654, PRE: 0.2094, REC: 0.3364, MF1: 0.5767, ACC1: 0.3364, ACC0: 0.8667, Gmean: 0.5399
2025-05-08 20:37:57 - Epoch 120, val mf1: 0.5737, val ACC1: 0.3129, val ACC0: 0.8739, val Gmean: 0.5229 (best 0.7466)
2025-05-08 20:37:57 - Epoch 121 伪标签: 正样本: 1596 (46.2%), 负样本: 1857 (53.8%)
2025-05-08 20:37:57 - Epoch 121, 测试集 AUC: 0.8074, PRE: 0.5738, REC: 0.3182, MF1: 0.6811, ACC1: 0.3182, ACC0: 0.9752, Gmean: 0.5570
2025-05-08 20:37:57 - Epoch 121, val mf1: 0.6616, val ACC1: 0.2883, val ACC0: 0.9729, val Gmean: 0.5296 (best 0.7466)
2025-05-08 20:37:57 - Epoch 122 伪标签: 正样本: 1607 (46.5%), 负样本: 1846 (53.5%)
2025-05-08 20:37:57 - Epoch 122, 测试集 AUC: 0.7936, PRE: 0.4739, REC: 0.3030, MF1: 0.6582, ACC1: 0.3030, ACC0: 0.9647, Gmean: 0.5407
2025-05-08 20:37:57 - Epoch 122, val mf1: 0.6348, val ACC1: 0.2699, val ACC0: 0.9599, val Gmean: 0.5090 (best 0.7466)
2025-05-08 20:37:57 - Epoch 123 伪标签: 正样本: 1607 (46.5%), 负样本: 1846 (53.5%)
2025-05-08 20:37:58 - Epoch 123, 测试集 AUC: 0.7642, PRE: 0.2399, REC: 0.3061, MF1: 0.5902, ACC1: 0.3061, ACC0: 0.8982, Gmean: 0.5243
2025-05-08 20:37:58 - Epoch 123, val mf1: 0.5793, val ACC1: 0.2761, val ACC0: 0.8998, val Gmean: 0.4984 (best 0.7466)
2025-05-08 20:37:58 - Epoch 124 伪标签: 正样本: 1582 (45.8%), 负样本: 1871 (54.2%)
2025-05-08 20:37:58 - Epoch 124, 测试集 AUC: 0.7671, PRE: 0.2750, REC: 0.3000, MF1: 0.6042, ACC1: 0.3000, ACC0: 0.9170, Gmean: 0.5245
2025-05-08 20:37:58 - Epoch 124, val mf1: 0.5897, val ACC1: 0.2577, val ACC0: 0.9218, val Gmean: 0.4874 (best 0.7466)
2025-05-08 20:37:59 - Epoch 125 伪标签: 正样本: 1587 (46.0%), 负样本: 1866 (54.0%)
2025-05-08 20:37:59 - Epoch 125, 测试集 AUC: 0.7715, PRE: 0.3310, REC: 0.2909, MF1: 0.6210, ACC1: 0.2909, ACC0: 0.9383, Gmean: 0.5225
2025-05-08 20:37:59 - Epoch 125, val mf1: 0.6031, val ACC1: 0.2454, val ACC0: 0.9425, val Gmean: 0.4809 (best 0.7466)
2025-05-08 20:37:59 - Epoch 126 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 20:38:00 - Epoch 126, 测试集 AUC: 0.7456, PRE: 0.1881, REC: 0.2970, MF1: 0.5614, ACC1: 0.2970, ACC0: 0.8655, Gmean: 0.5070
2025-05-08 20:38:00 - Epoch 126, val mf1: 0.5492, val ACC1: 0.2577, val ACC0: 0.8688, val Gmean: 0.4731 (best 0.7466)
2025-05-08 20:38:00 - Epoch 127 伪标签: 正样本: 1573 (45.6%), 负样本: 1880 (54.4%)
2025-05-08 20:38:00 - Epoch 127, 测试集 AUC: 0.7786, PRE: 0.4518, REC: 0.2697, MF1: 0.6417, ACC1: 0.2697, ACC0: 0.9656, Gmean: 0.5103
2025-05-08 20:38:00 - Epoch 127, val mf1: 0.6227, val ACC1: 0.2393, val ACC0: 0.9638, val Gmean: 0.4802 (best 0.7466)
2025-05-08 20:38:00 - Epoch 128 伪标签: 正样本: 1610 (46.6%), 负样本: 1843 (53.4%)
2025-05-08 20:38:01 - Epoch 128, 测试集 AUC: 0.7807, PRE: 0.5273, REC: 0.2636, MF1: 0.6509, ACC1: 0.2636, ACC0: 0.9752, Gmean: 0.5070
2025-05-08 20:38:01 - Epoch 128, val mf1: 0.6187, val ACC1: 0.2270, val ACC0: 0.9664, val Gmean: 0.4684 (best 0.7466)
2025-05-08 20:38:01 - Epoch 129 伪标签: 正样本: 1598 (46.3%), 负样本: 1855 (53.7%)
2025-05-08 20:38:01 - Epoch 129, 测试集 AUC: 0.7675, PRE: 0.3632, REC: 0.2576, MF1: 0.6199, ACC1: 0.2576, ACC0: 0.9526, Gmean: 0.4953
2025-05-08 20:38:01 - Epoch 129, val mf1: 0.6093, val ACC1: 0.2331, val ACC0: 0.9548, val Gmean: 0.4718 (best 0.7466)
2025-05-08 20:38:01 - Epoch 130 伪标签: 正样本: 1603 (46.4%), 负样本: 1850 (53.6%)
2025-05-08 20:38:02 - Epoch 130, 有标签损失: 0.0062, 一致性损失: 0.0109, 伪标签损失: 0.6522, LPL损失: 81.6187, 聚类损失: 3.1675, 总损失: 2.7705
2025-05-08 20:38:02 - Epoch 130, 测试集 AUC: 0.7546, PRE: 0.2654, REC: 0.2606, MF1: 0.5932, ACC1: 0.2606, ACC0: 0.9243, Gmean: 0.4908
2025-05-08 20:38:02 - Epoch 130, val mf1: 0.5797, val ACC1: 0.2270, val ACC0: 0.9270, val Gmean: 0.4587 (best 0.7466)
2025-05-08 20:38:02 - Epoch 131 伪标签: 正样本: 1614 (46.7%), 负样本: 1839 (53.3%)
2025-05-08 20:38:02 - Epoch 131, 测试集 AUC: 0.7462, PRE: 0.2141, REC: 0.2667, MF1: 0.5732, ACC1: 0.2667, ACC0: 0.8973, Gmean: 0.4892
2025-05-08 20:38:02 - Epoch 131, val mf1: 0.5635, val ACC1: 0.2331, val ACC0: 0.9030, val Gmean: 0.4588 (best 0.7466)
2025-05-08 20:38:02 - Epoch 132 伪标签: 正样本: 1611 (46.7%), 负样本: 1842 (53.3%)
2025-05-08 20:38:03 - Epoch 132, 测试集 AUC: 0.8545, PRE: 0.6562, REC: 0.3818, MF1: 0.7204, ACC1: 0.3818, ACC0: 0.9790, Gmean: 0.6114
2025-05-08 20:38:03 - Epoch 132, val mf1: 0.7055, val ACC1: 0.3558, val ACC0: 0.9780, val Gmean: 0.5899 (best 0.7466)
2025-05-08 20:38:03 - Epoch 133 伪标签: 正样本: 1626 (47.1%), 负样本: 1827 (52.9%)
2025-05-08 20:38:03 - Epoch 133, 测试集 AUC: 0.8157, PRE: 0.4070, REC: 0.3515, MF1: 0.6584, ACC1: 0.3515, ACC0: 0.9462, Gmean: 0.5767
2025-05-08 20:38:03 - Epoch 133, val mf1: 0.6498, val ACC1: 0.3374, val ACC0: 0.9444, val Gmean: 0.5645 (best 0.7466)
2025-05-08 20:38:03 - Epoch 134 伪标签: 正样本: 1642 (47.6%), 负样本: 1811 (52.4%)
2025-05-08 20:38:04 - Epoch 134, 测试集 AUC: 0.7628, PRE: 0.2705, REC: 0.2303, MF1: 0.5882, ACC1: 0.2303, ACC0: 0.9348, Gmean: 0.4640
2025-05-08 20:38:04 - Epoch 134, val mf1: 0.5792, val ACC1: 0.2147, val ACC0: 0.9334, val Gmean: 0.4477 (best 0.7466)
2025-05-08 20:38:04 - Epoch 135 伪标签: 正样本: 1608 (46.6%), 负样本: 1845 (53.4%)
2025-05-08 20:38:04 - Epoch 135, 测试集 AUC: 0.7478, PRE: 0.2271, REC: 0.2333, MF1: 0.5741, ACC1: 0.2333, ACC0: 0.9167, Gmean: 0.4625
2025-05-08 20:38:04 - Epoch 135, val mf1: 0.5689, val ACC1: 0.2209, val ACC0: 0.9173, val Gmean: 0.4501 (best 0.7466)
2025-05-08 20:38:04 - Epoch 136 伪标签: 正样本: 1617 (46.8%), 负样本: 1836 (53.2%)
2025-05-08 20:38:05 - Epoch 136, 测试集 AUC: 0.8366, PRE: 0.6354, REC: 0.3485, MF1: 0.7032, ACC1: 0.3485, ACC0: 0.9790, Gmean: 0.5841
2025-05-08 20:38:05 - Epoch 136, val mf1: 0.6846, val ACC1: 0.3129, val ACC0: 0.9793, val Gmean: 0.5535 (best 0.7466)
2025-05-08 20:38:05 - Epoch 137 伪标签: 正样本: 1657 (48.0%), 负样本: 1796 (52.0%)
2025-05-08 20:38:05 - Epoch 137, 测试集 AUC: 0.8500, PRE: 0.4361, REC: 0.5273, MF1: 0.7081, ACC1: 0.5273, ACC0: 0.9284, Gmean: 0.6997
2025-05-08 20:38:05 - Epoch 137, val mf1: 0.6990, val ACC1: 0.4601, val ACC0: 0.9412, val Gmean: 0.6581 (best 0.7466)
2025-05-08 20:38:05 - Epoch 138 伪标签: 正样本: 1668 (48.3%), 负样本: 1785 (51.7%)
2025-05-08 20:38:06 - Epoch 138, 测试集 AUC: 0.7994, PRE: 0.3660, REC: 0.3394, MF1: 0.6435, ACC1: 0.3394, ACC0: 0.9383, Gmean: 0.5643
2025-05-08 20:38:06 - Epoch 138, val mf1: 0.6295, val ACC1: 0.3006, val ACC0: 0.9418, val Gmean: 0.5321 (best 0.7466)
2025-05-08 20:38:06 - Epoch 139 伪标签: 正样本: 1692 (49.0%), 负样本: 1761 (51.0%)
2025-05-08 20:38:06 - Epoch 139, 测试集 AUC: 0.7553, PRE: 0.3023, REC: 0.1970, MF1: 0.5869, ACC1: 0.1970, ACC0: 0.9523, Gmean: 0.4331
2025-05-08 20:38:06 - Epoch 139, val mf1: 0.5818, val ACC1: 0.1902, val ACC0: 0.9509, val Gmean: 0.4253 (best 0.7466)
2025-05-08 20:38:06 - Epoch 140 伪标签: 正样本: 1660 (48.1%), 负样本: 1793 (51.9%)
2025-05-08 20:38:07 - Epoch 140, 有标签损失: 0.0105, 一致性损失: 0.0075, 伪标签损失: 0.4895, LPL损失: 50.9393, 聚类损失: 2.8673, 总损失: 2.0434
2025-05-08 20:38:07 - Epoch 140, 测试集 AUC: 0.7615, PRE: 0.3580, REC: 0.1909, MF1: 0.5950, ACC1: 0.1909, ACC0: 0.9641, Gmean: 0.4290
2025-05-08 20:38:07 - Epoch 140, val mf1: 0.5845, val ACC1: 0.1779, val ACC0: 0.9612, val Gmean: 0.4135 (best 0.7466)
2025-05-08 20:38:07 - Epoch 141 伪标签: 正样本: 1664 (48.2%), 负样本: 1789 (51.8%)
2025-05-08 20:38:07 - Epoch 141, 测试集 AUC: 0.8139, PRE: 0.5503, REC: 0.3152, MF1: 0.6762, ACC1: 0.3152, ACC0: 0.9730, Gmean: 0.5537
2025-05-08 20:38:07 - Epoch 141, val mf1: 0.6419, val ACC1: 0.2638, val ACC0: 0.9683, val Gmean: 0.5054 (best 0.7466)
2025-05-08 20:38:08 - Epoch 142 伪标签: 正样本: 1693 (49.0%), 负样本: 1760 (51.0%)
2025-05-08 20:38:08 - Epoch 142, 测试集 AUC: 0.8558, PRE: 0.4969, REC: 0.4818, MF1: 0.7183, ACC1: 0.4818, ACC0: 0.9488, Gmean: 0.6761
2025-05-08 20:38:08 - Epoch 142, val mf1: 0.7051, val ACC1: 0.4172, val ACC0: 0.9586, val Gmean: 0.6324 (best 0.7466)
2025-05-08 20:38:08 - Epoch 143 伪标签: 正样本: 1693 (49.0%), 负样本: 1760 (51.0%)
2025-05-08 20:38:08 - Epoch 143, 测试集 AUC: 0.7960, PRE: 0.4104, REC: 0.3121, MF1: 0.6478, ACC1: 0.3121, ACC0: 0.9529, Gmean: 0.5454
2025-05-08 20:38:08 - Epoch 143, val mf1: 0.6382, val ACC1: 0.2883, val ACC0: 0.9548, val Gmean: 0.5247 (best 0.7466)
2025-05-08 20:38:09 - Epoch 144 伪标签: 正样本: 1694 (49.1%), 负样本: 1759 (50.9%)
2025-05-08 20:38:09 - Epoch 144, 测试集 AUC: 0.7192, PRE: 0.1945, REC: 0.8636, MF1: 0.5399, ACC1: 0.8636, ACC0: 0.6247, Gmean: 0.7345
2025-05-08 20:38:09 - Epoch 144, val mf1: 0.5460, val ACC1: 0.8466, val ACC0: 0.6380, val Gmean: 0.7350 (best 0.7466)
2025-05-08 20:38:09 - Epoch 145 伪标签: 正样本: 1672 (48.4%), 负样本: 1781 (51.6%)
2025-05-08 20:38:09 - Epoch 145, 测试集 AUC: 0.7578, PRE: 0.4113, REC: 0.1758, MF1: 0.5957, ACC1: 0.1758, ACC0: 0.9736, Gmean: 0.4137
2025-05-08 20:38:09 - Epoch 145, val mf1: 0.5814, val ACC1: 0.1656, val ACC0: 0.9657, val Gmean: 0.4000 (best 0.7466)
2025-05-08 20:38:09 - Epoch 146 伪标签: 正样本: 1682 (48.7%), 负样本: 1771 (51.3%)
2025-05-08 20:38:10 - Epoch 146, 测试集 AUC: 0.8751, PRE: 0.7071, REC: 0.4242, MF1: 0.7458, ACC1: 0.4242, ACC0: 0.9816, Gmean: 0.6453
2025-05-08 20:38:10 - Epoch 146, val mf1: 0.7160, val ACC1: 0.3742, val ACC0: 0.9787, val Gmean: 0.6052 (best 0.7466)
2025-05-08 20:38:10 - Epoch 147 伪标签: 正样本: 1703 (49.3%), 负样本: 1750 (50.7%)
2025-05-08 20:38:10 - Epoch 147, 测试集 AUC: 0.8635, PRE: 0.6351, REC: 0.4273, MF1: 0.7343, ACC1: 0.4273, ACC0: 0.9742, Gmean: 0.6452
2025-05-08 20:38:10 - Epoch 147, val mf1: 0.7055, val ACC1: 0.3681, val ACC0: 0.9741, val Gmean: 0.5988 (best 0.7466)
2025-05-08 20:38:10 - Epoch 148 伪标签: 正样本: 1699 (49.2%), 负样本: 1754 (50.8%)
2025-05-08 20:38:11 - Epoch 148, 测试集 AUC: 0.7493, PRE: 0.3806, REC: 0.1545, MF1: 0.5820, ACC1: 0.1545, ACC0: 0.9736, Gmean: 0.3879
2025-05-08 20:38:11 - Epoch 148, val mf1: 0.5782, val ACC1: 0.1595, val ACC0: 0.9664, val Gmean: 0.3926 (best 0.7466)
2025-05-08 20:38:11 - Epoch 149 伪标签: 正样本: 1690 (48.9%), 负样本: 1763 (51.1%)
2025-05-08 20:38:11 - Epoch 149, 测试集 AUC: 0.7014, PRE: 0.1939, REC: 0.8727, MF1: 0.5380, ACC1: 0.8727, ACC0: 0.6193, Gmean: 0.7352
2025-05-08 20:38:11 - Epoch 149, val mf1: 0.5448, val ACC1: 0.8589, val ACC0: 0.6328, val Gmean: 0.7373 (best 0.7466)
2025-05-08 20:38:11 - time cost: 73.46 s
2025-05-08 20:38:11 - 基于验证集最佳模型的测试结果: REC 64.24 PRE 49.65 MF1 75.32 AUC 88.78 ACC1 64.24 ACC0 93.16 Gmean 77.36
2025-05-08 20:38:11 - 测试集上观察到的最佳结果 (Epoch 75): AUC 89.02 PRE 52.49 REC 57.58 MF1 74.96 ACC1 57.58 ACC0 94.53 Gmean 73.77
