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metal-graphcodebert-base-gpt4
This model is a fine-tuned version of on the None dataset. It achieves the following results on the evaluation set:
- Loss: 6.0841
- Accuracy: 0.8439
- Text Start Acc: 0.7168
- Text End Acc: 0.6826
- Code Start Acc: 0.8803
- Code End Acc: 0.8781
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 1337
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 3
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | Text Start Acc | Text End Acc | Code Start Acc | Code End Acc |
---|---|---|---|---|---|---|---|---|
7.0977 | 0.0 | 100 | 5.3822 | 0.7444 | 0.3422 | 0.3327 | 0.8438 | 0.8438 |
5.3181 | 0.01 | 200 | 5.3016 | 0.7460 | 0.3515 | 0.3392 | 0.8438 | 0.8438 |
5.2462 | 0.01 | 300 | 5.1967 | 0.7480 | 0.3519 | 0.3591 | 0.8438 | 0.8438 |
5.3025 | 0.02 | 400 | 5.1608 | 0.7490 | 0.3595 | 0.3615 | 0.8440 | 0.8439 |
5.204 | 0.02 | 500 | 5.1421 | 0.7518 | 0.3690 | 0.3666 | 0.8458 | 0.8454 |
5.1349 | 0.03 | 600 | 5.1812 | 0.7443 | 0.3513 | 0.3647 | 0.8327 | 0.8447 |
5.0606 | 0.03 | 700 | 5.2703 | 0.7064 | 0.3456 | 0.3164 | 0.7997 | 0.7966 |
4.9942 | 0.04 | 800 | 5.2762 | 0.7311 | 0.3101 | 0.2939 | 0.8390 | 0.8328 |
4.9727 | 0.04 | 900 | 5.3515 | 0.6864 | 0.1397 | 0.1585 | 0.8060 | 0.8295 |
4.8981 | 0.05 | 1000 | 5.7283 | 0.5634 | 0.2025 | 0.1790 | 0.6536 | 0.6554 |
4.8198 | 0.05 | 1100 | 5.5348 | 0.6391 | 0.1548 | 0.1460 | 0.7540 | 0.7631 |
4.8244 | 0.06 | 1200 | 5.2408 | 0.7147 | 0.4005 | 0.3824 | 0.7548 | 0.8325 |
4.7345 | 0.06 | 1300 | 5.3142 | 0.6604 | 0.2540 | 0.2390 | 0.7576 | 0.7654 |
4.6628 | 0.07 | 1400 | 5.7515 | 0.5693 | 0.2644 | 0.2428 | 0.6655 | 0.6274 |
4.5985 | 0.07 | 1500 | 5.7777 | 0.5712 | 0.3102 | 0.2651 | 0.6402 | 0.6407 |
4.5785 | 0.08 | 1600 | 5.5921 | 0.5963 | 0.3814 | 0.3626 | 0.6796 | 0.6226 |
4.5348 | 0.08 | 1700 | 5.8175 | 0.5478 | 0.2758 | 0.2548 | 0.6072 | 0.6265 |
4.5169 | 0.09 | 1800 | 5.4549 | 0.6713 | 0.3637 | 0.3183 | 0.7556 | 0.7485 |
4.4955 | 0.09 | 1900 | 5.4909 | 0.6274 | 0.3761 | 0.3780 | 0.6941 | 0.6830 |
4.4968 | 0.1 | 2000 | 5.4332 | 0.6646 | 0.3317 | 0.3481 | 0.7403 | 0.7474 |
4.4174 | 0.1 | 2100 | 5.7795 | 0.5756 | 0.3885 | 0.3781 | 0.6427 | 0.6024 |
4.3991 | 0.11 | 2200 | 6.2880 | 0.4835 | 0.3527 | 0.3424 | 0.5491 | 0.4842 |
4.3797 | 0.11 | 2300 | 5.6221 | 0.6267 | 0.4204 | 0.4135 | 0.6913 | 0.6646 |
4.3542 | 0.12 | 2400 | 5.3642 | 0.6668 | 0.4622 | 0.4679 | 0.7061 | 0.7262 |
4.3361 | 0.12 | 2500 | 6.0550 | 0.5557 | 0.4214 | 0.3750 | 0.6155 | 0.5728 |
4.3002 | 0.13 | 2600 | 5.6991 | 0.6294 | 0.4732 | 0.4725 | 0.6628 | 0.6726 |
4.3168 | 0.13 | 2700 | 6.3795 | 0.5309 | 0.4224 | 0.4004 | 0.5703 | 0.5498 |
4.3296 | 0.14 | 2800 | 5.9600 | 0.5933 | 0.5279 | 0.4639 | 0.6270 | 0.6073 |
4.3011 | 0.14 | 2900 | 5.9687 | 0.6036 | 0.4515 | 0.4142 | 0.6758 | 0.6149 |
4.2968 | 0.15 | 3000 | 5.4452 | 0.6872 | 0.5179 | 0.4662 | 0.7425 | 0.7274 |
4.2738 | 0.15 | 3100 | 5.5945 | 0.6758 | 0.4970 | 0.4775 | 0.7356 | 0.7080 |
4.2586 | 0.15 | 3200 | 6.2820 | 0.5540 | 0.4985 | 0.4726 | 0.5720 | 0.5695 |
4.2437 | 0.16 | 3300 | 6.0165 | 0.6204 | 0.5268 | 0.4659 | 0.6434 | 0.6579 |
4.2268 | 0.16 | 3400 | 6.0642 | 0.5879 | 0.5108 | 0.4546 | 0.6385 | 0.5886 |
4.1926 | 0.17 | 3500 | 6.2898 | 0.5761 | 0.4756 | 0.4538 | 0.6159 | 0.5908 |
4.2095 | 0.17 | 3600 | 5.6551 | 0.6569 | 0.5213 | 0.4716 | 0.7047 | 0.6875 |
4.2305 | 0.18 | 3700 | 6.0696 | 0.6145 | 0.5304 | 0.4935 | 0.6327 | 0.6464 |
4.2229 | 0.18 | 3800 | 5.9103 | 0.6492 | 0.4874 | 0.4535 | 0.6943 | 0.6914 |
4.1529 | 0.19 | 3900 | 5.7649 | 0.6726 | 0.5908 | 0.5365 | 0.6953 | 0.7031 |
4.182 | 0.19 | 4000 | 5.9240 | 0.6698 | 0.5306 | 0.4832 | 0.7136 | 0.7055 |
4.1614 | 0.2 | 4100 | 5.8330 | 0.6923 | 0.5198 | 0.5050 | 0.7341 | 0.7385 |
4.1326 | 0.2 | 4200 | 6.3029 | 0.5998 | 0.4760 | 0.4396 | 0.6394 | 0.6297 |
4.1365 | 0.21 | 4300 | 6.0453 | 0.6403 | 0.5299 | 0.5399 | 0.6408 | 0.6912 |
4.1395 | 0.21 | 4400 | 6.3081 | 0.6175 | 0.5548 | 0.5108 | 0.6684 | 0.6080 |
4.1159 | 0.22 | 4500 | 6.2495 | 0.6392 | 0.5873 | 0.5565 | 0.6436 | 0.6676 |
4.1522 | 0.22 | 4600 | 6.3676 | 0.6392 | 0.5369 | 0.4987 | 0.6758 | 0.6619 |
4.1044 | 0.23 | 4700 | 5.7792 | 0.6957 | 0.5352 | 0.5349 | 0.7395 | 0.7304 |
4.0915 | 0.23 | 4800 | 6.3106 | 0.6562 | 0.5571 | 0.5275 | 0.6916 | 0.6763 |
4.1334 | 0.24 | 4900 | 6.1462 | 0.6589 | 0.6152 | 0.5688 | 0.6688 | 0.6818 |
4.1202 | 0.24 | 5000 | 5.7752 | 0.7221 | 0.5814 | 0.5560 | 0.7680 | 0.7510 |
4.1125 | 0.25 | 5100 | 6.2019 | 0.6744 | 0.5660 | 0.5238 | 0.7121 | 0.7001 |
4.0993 | 0.25 | 5200 | 6.0943 | 0.6748 | 0.5990 | 0.5451 | 0.7016 | 0.6982 |
4.0781 | 0.26 | 5300 | 5.6372 | 0.7335 | 0.6116 | 0.5637 | 0.7642 | 0.7741 |
4.0953 | 0.26 | 5400 | 5.6773 | 0.7451 | 0.5682 | 0.5141 | 0.7951 | 0.7947 |
4.1031 | 0.27 | 5500 | 6.5485 | 0.6318 | 0.5428 | 0.4991 | 0.6729 | 0.6448 |
4.0789 | 0.27 | 5600 | 6.0359 | 0.7050 | 0.6100 | 0.5569 | 0.7442 | 0.7252 |
4.0995 | 0.28 | 5700 | 6.0142 | 0.7134 | 0.5714 | 0.5615 | 0.7548 | 0.7439 |
4.0566 | 0.28 | 5800 | 5.7392 | 0.7254 | 0.5939 | 0.5813 | 0.7616 | 0.7566 |
4.0536 | 0.29 | 5900 | 6.1471 | 0.6900 | 0.6124 | 0.5770 | 0.7146 | 0.7121 |
4.0608 | 0.29 | 6000 | 6.3170 | 0.6397 | 0.5634 | 0.5488 | 0.6674 | 0.6529 |
4.0525 | 0.3 | 6100 | 6.0327 | 0.6751 | 0.6133 | 0.5543 | 0.6971 | 0.6977 |
4.0517 | 0.3 | 6200 | 6.2272 | 0.6794 | 0.6410 | 0.6247 | 0.6736 | 0.7080 |
4.0329 | 0.3 | 6300 | 6.1628 | 0.7005 | 0.6380 | 0.6037 | 0.7317 | 0.7083 |
4.083 | 0.31 | 6400 | 6.4702 | 0.6547 | 0.5961 | 0.5416 | 0.6784 | 0.6729 |
4.0628 | 0.31 | 6500 | 5.8181 | 0.7170 | 0.6013 | 0.5713 | 0.7602 | 0.7378 |
4.0365 | 0.32 | 6600 | 5.4618 | 0.7808 | 0.6853 | 0.6626 | 0.8051 | 0.8088 |
4.037 | 0.32 | 6700 | 6.5890 | 0.6568 | 0.5676 | 0.5340 | 0.6829 | 0.6825 |
4.0274 | 0.33 | 6800 | 5.9997 | 0.7133 | 0.6278 | 0.5570 | 0.7569 | 0.7288 |
4.0396 | 0.33 | 6900 | 5.8614 | 0.7362 | 0.6762 | 0.6234 | 0.7631 | 0.7517 |
4.0341 | 0.34 | 7000 | 6.4299 | 0.6664 | 0.6731 | 0.6111 | 0.6764 | 0.6682 |
4.0122 | 0.34 | 7100 | 6.4795 | 0.6442 | 0.5585 | 0.5208 | 0.6589 | 0.6805 |
4.0092 | 0.35 | 7200 | 5.8677 | 0.7251 | 0.6468 | 0.6051 | 0.7603 | 0.7384 |
4.0332 | 0.35 | 7300 | 5.8796 | 0.7428 | 0.6514 | 0.5935 | 0.7739 | 0.7704 |
4.0317 | 0.36 | 7400 | 5.7145 | 0.7483 | 0.6477 | 0.5877 | 0.7712 | 0.7892 |
3.9649 | 0.36 | 7500 | 6.3306 | 0.6815 | 0.5688 | 0.5202 | 0.7273 | 0.7027 |
4.0121 | 0.37 | 7600 | 6.2128 | 0.7240 | 0.6035 | 0.5736 | 0.7561 | 0.7582 |
4.0333 | 0.37 | 7700 | 6.0449 | 0.7194 | 0.6022 | 0.5862 | 0.7283 | 0.7717 |
3.9896 | 0.38 | 7800 | 5.8631 | 0.7372 | 0.6639 | 0.5946 | 0.7654 | 0.7618 |
3.9888 | 0.38 | 7900 | 6.0916 | 0.7106 | 0.6106 | 0.5677 | 0.7418 | 0.7386 |
4.0098 | 0.39 | 8000 | 6.4344 | 0.6821 | 0.6254 | 0.6015 | 0.7033 | 0.6944 |
3.9851 | 0.39 | 8100 | 6.3467 | 0.7023 | 0.6201 | 0.5631 | 0.7399 | 0.7187 |
3.9708 | 0.4 | 8200 | 6.2476 | 0.7254 | 0.6338 | 0.6029 | 0.7691 | 0.7340 |
3.9684 | 0.4 | 8300 | 6.0810 | 0.7501 | 0.6807 | 0.6282 | 0.7778 | 0.7691 |
4.019 | 0.41 | 8400 | 5.9400 | 0.7562 | 0.7118 | 0.6441 | 0.7775 | 0.7732 |
3.9822 | 0.41 | 8500 | 6.2744 | 0.6869 | 0.6343 | 0.5862 | 0.6758 | 0.7354 |
3.9623 | 0.42 | 8600 | 6.4196 | 0.6964 | 0.5781 | 0.5237 | 0.7445 | 0.7193 |
3.9562 | 0.42 | 8700 | 5.6614 | 0.7855 | 0.6707 | 0.6072 | 0.8137 | 0.8291 |
4.0115 | 0.43 | 8800 | 5.8484 | 0.7598 | 0.6696 | 0.6094 | 0.7986 | 0.7797 |
3.9527 | 0.43 | 8900 | 6.0190 | 0.7514 | 0.6139 | 0.6206 | 0.7743 | 0.7942 |
3.9839 | 0.44 | 9000 | 6.1663 | 0.7399 | 0.6969 | 0.6449 | 0.7463 | 0.7672 |
3.9747 | 0.44 | 9100 | 5.9809 | 0.7666 | 0.6722 | 0.6357 | 0.7899 | 0.7984 |
3.9567 | 0.45 | 9200 | 6.1310 | 0.7332 | 0.6197 | 0.5739 | 0.7609 | 0.7722 |
3.9851 | 0.45 | 9300 | 6.0286 | 0.7309 | 0.6181 | 0.5804 | 0.7707 | 0.7554 |
3.9776 | 0.45 | 9400 | 6.3983 | 0.7024 | 0.6076 | 0.6256 | 0.7245 | 0.7222 |
3.9517 | 0.46 | 9500 | 6.2999 | 0.7151 | 0.5899 | 0.5900 | 0.7493 | 0.7421 |
3.9721 | 0.46 | 9600 | 6.2744 | 0.7224 | 0.6225 | 0.5806 | 0.7457 | 0.7581 |
3.9245 | 0.47 | 9700 | 5.9435 | 0.7660 | 0.7069 | 0.6420 | 0.7875 | 0.7892 |
3.9585 | 0.47 | 9800 | 6.3682 | 0.7090 | 0.6350 | 0.5707 | 0.7293 | 0.7407 |
3.9271 | 0.48 | 9900 | 6.2540 | 0.7323 | 0.6190 | 0.6252 | 0.7747 | 0.7437 |
3.9652 | 0.48 | 10000 | 6.1450 | 0.7557 | 0.7017 | 0.6299 | 0.7852 | 0.7701 |
3.9766 | 0.49 | 10100 | 6.1519 | 0.7516 | 0.6583 | 0.6221 | 0.7802 | 0.7774 |
3.9544 | 0.49 | 10200 | 6.1425 | 0.7529 | 0.6980 | 0.6148 | 0.7725 | 0.7804 |
3.9402 | 0.5 | 10300 | 6.5601 | 0.6895 | 0.6264 | 0.6049 | 0.7215 | 0.6937 |
3.9149 | 0.5 | 10400 | 6.1409 | 0.7555 | 0.6259 | 0.5739 | 0.7878 | 0.7993 |
3.9137 | 0.51 | 10500 | 6.3522 | 0.7473 | 0.6584 | 0.6224 | 0.7752 | 0.7717 |
3.9187 | 0.51 | 10600 | 6.3293 | 0.7510 | 0.6779 | 0.6353 | 0.7828 | 0.7654 |
3.9589 | 0.52 | 10700 | 6.0412 | 0.7611 | 0.7405 | 0.7075 | 0.7540 | 0.7864 |
3.903 | 0.52 | 10800 | 6.5701 | 0.7054 | 0.6587 | 0.6159 | 0.7056 | 0.7384 |
3.9459 | 0.53 | 10900 | 6.0124 | 0.7631 | 0.6235 | 0.6125 | 0.7855 | 0.8116 |
3.9034 | 0.53 | 11000 | 6.5350 | 0.7382 | 0.6669 | 0.6181 | 0.7684 | 0.7548 |
3.9234 | 0.54 | 11100 | 6.1561 | 0.7586 | 0.6268 | 0.5712 | 0.8112 | 0.7840 |
3.9406 | 0.54 | 11200 | 5.8913 | 0.7861 | 0.6100 | 0.5822 | 0.8273 | 0.8377 |
3.9392 | 0.55 | 11300 | 6.1463 | 0.7429 | 0.6654 | 0.6402 | 0.7536 | 0.7762 |
3.8805 | 0.55 | 11400 | 6.4999 | 0.7421 | 0.6425 | 0.6617 | 0.7679 | 0.7602 |
3.8895 | 0.56 | 11500 | 5.9623 | 0.7954 | 0.6837 | 0.6478 | 0.8256 | 0.8284 |
3.8982 | 0.56 | 11600 | 6.4097 | 0.7324 | 0.6485 | 0.6469 | 0.7470 | 0.7592 |
3.8972 | 0.57 | 11700 | 6.1429 | 0.7666 | 0.7207 | 0.6799 | 0.7924 | 0.7732 |
3.8753 | 0.57 | 11800 | 5.9544 | 0.7852 | 0.6659 | 0.6444 | 0.8226 | 0.8113 |
3.9443 | 0.58 | 11900 | 5.9491 | 0.7829 | 0.6923 | 0.6626 | 0.8030 | 0.8143 |
3.9175 | 0.58 | 12000 | 6.3102 | 0.7274 | 0.6264 | 0.6311 | 0.7399 | 0.7631 |
3.9143 | 0.59 | 12100 | 6.0724 | 0.7712 | 0.6879 | 0.6634 | 0.7988 | 0.7902 |
3.8761 | 0.59 | 12200 | 5.8875 | 0.7913 | 0.6903 | 0.6554 | 0.8358 | 0.8046 |
3.9087 | 0.6 | 12300 | 6.0367 | 0.7682 | 0.7112 | 0.7016 | 0.7729 | 0.7938 |
3.8818 | 0.6 | 12400 | 6.4047 | 0.7290 | 0.6440 | 0.6407 | 0.7353 | 0.7651 |
3.8531 | 0.6 | 12500 | 6.3772 | 0.7471 | 0.6595 | 0.5975 | 0.7859 | 0.7662 |
3.8766 | 0.61 | 12600 | 6.6901 | 0.7293 | 0.7343 | 0.6959 | 0.7208 | 0.7446 |
3.8885 | 0.61 | 12700 | 6.7338 | 0.7123 | 0.6220 | 0.6344 | 0.7346 | 0.7310 |
3.8833 | 0.62 | 12800 | 6.7808 | 0.7186 | 0.6491 | 0.6148 | 0.7445 | 0.7352 |
3.9246 | 0.62 | 12900 | 6.4332 | 0.7293 | 0.6473 | 0.6295 | 0.7296 | 0.7734 |
3.832 | 0.63 | 13000 | 6.4246 | 0.7552 | 0.6953 | 0.6692 | 0.7768 | 0.7692 |
3.8248 | 0.63 | 13100 | 6.4089 | 0.7422 | 0.7130 | 0.6387 | 0.7442 | 0.7726 |
3.8475 | 0.64 | 13200 | 6.3265 | 0.7606 | 0.6702 | 0.6634 | 0.7757 | 0.7915 |
3.9008 | 0.64 | 13300 | 6.2120 | 0.7633 | 0.6682 | 0.6688 | 0.8030 | 0.7699 |
3.9151 | 0.65 | 13400 | 6.5352 | 0.7256 | 0.7060 | 0.6610 | 0.7425 | 0.7293 |
3.8499 | 0.65 | 13500 | 6.1675 | 0.7736 | 0.7022 | 0.6717 | 0.7855 | 0.8040 |
3.8839 | 0.66 | 13600 | 6.0217 | 0.7988 | 0.7341 | 0.6841 | 0.8166 | 0.8248 |
3.8471 | 0.66 | 13700 | 6.5176 | 0.7464 | 0.6843 | 0.6471 | 0.7579 | 0.7743 |
3.8438 | 0.67 | 13800 | 6.7704 | 0.7235 | 0.6657 | 0.6102 | 0.7314 | 0.7575 |
3.8902 | 0.67 | 13900 | 6.0384 | 0.7899 | 0.7547 | 0.6899 | 0.8010 | 0.8118 |
3.8409 | 0.68 | 14000 | 6.6978 | 0.7216 | 0.6867 | 0.6496 | 0.7356 | 0.7336 |
3.8789 | 0.68 | 14100 | 6.5223 | 0.7483 | 0.7047 | 0.6608 | 0.7661 | 0.7626 |
3.8682 | 0.69 | 14200 | 6.8527 | 0.7102 | 0.6621 | 0.6334 | 0.7337 | 0.7171 |
3.8591 | 0.69 | 14300 | 6.6442 | 0.7260 | 0.6448 | 0.6500 | 0.7407 | 0.7497 |
3.8813 | 0.7 | 14400 | 6.4022 | 0.7571 | 0.6436 | 0.6455 | 0.7910 | 0.7782 |
3.8793 | 0.7 | 14500 | 6.4525 | 0.7588 | 0.6798 | 0.6767 | 0.7894 | 0.7676 |
3.8547 | 0.71 | 14600 | 6.7068 | 0.7326 | 0.6730 | 0.6393 | 0.7448 | 0.7579 |
3.8607 | 0.71 | 14700 | 6.6136 | 0.7514 | 0.6955 | 0.6304 | 0.7726 | 0.7734 |
3.8864 | 0.72 | 14800 | 5.9654 | 0.8046 | 0.7385 | 0.7037 | 0.8192 | 0.8308 |
3.8579 | 0.72 | 14900 | 6.5730 | 0.7354 | 0.6444 | 0.6287 | 0.7623 | 0.7567 |
3.859 | 0.73 | 15000 | 6.6897 | 0.7395 | 0.6410 | 0.6358 | 0.7777 | 0.7508 |
3.8623 | 0.73 | 15100 | 7.1199 | 0.6906 | 0.6209 | 0.6152 | 0.7208 | 0.6959 |
3.8474 | 0.74 | 15200 | 6.5396 | 0.7415 | 0.6846 | 0.6097 | 0.7689 | 0.7601 |
3.8508 | 0.74 | 15300 | 6.3187 | 0.7631 | 0.6478 | 0.6522 | 0.7968 | 0.7846 |
3.8826 | 0.75 | 15400 | 6.0576 | 0.8045 | 0.7435 | 0.7178 | 0.8294 | 0.8156 |
3.8624 | 0.75 | 15500 | 6.4992 | 0.7352 | 0.6789 | 0.6558 | 0.7508 | 0.7527 |
3.8758 | 0.75 | 15600 | 6.8635 | 0.7281 | 0.6696 | 0.6641 | 0.7475 | 0.7385 |
3.8346 | 0.76 | 15700 | 6.5042 | 0.7644 | 0.7042 | 0.6860 | 0.7810 | 0.7817 |
3.9082 | 0.76 | 15800 | 6.6888 | 0.7509 | 0.7025 | 0.7080 | 0.7320 | 0.7922 |
3.8439 | 0.77 | 15900 | 6.5456 | 0.7675 | 0.7068 | 0.7085 | 0.7673 | 0.7971 |
3.8823 | 0.77 | 16000 | 6.2678 | 0.7769 | 0.7283 | 0.6611 | 0.8041 | 0.7898 |
3.8423 | 0.78 | 16100 | 6.2471 | 0.7831 | 0.7173 | 0.6673 | 0.7909 | 0.8197 |
3.8477 | 0.78 | 16200 | 6.6206 | 0.7506 | 0.6955 | 0.6454 | 0.7752 | 0.7652 |
3.8041 | 0.79 | 16300 | 6.2555 | 0.7865 | 0.7794 | 0.7292 | 0.7902 | 0.7985 |
3.8652 | 0.79 | 16400 | 6.3206 | 0.7798 | 0.6960 | 0.6735 | 0.7872 | 0.8188 |
3.859 | 0.8 | 16500 | 6.5457 | 0.7485 | 0.6846 | 0.6612 | 0.7718 | 0.7622 |
3.8599 | 0.8 | 16600 | 6.4333 | 0.7696 | 0.7161 | 0.6772 | 0.7881 | 0.7867 |
3.8252 | 0.81 | 16700 | 6.6687 | 0.7587 | 0.7346 | 0.6880 | 0.7715 | 0.7689 |
3.8755 | 0.81 | 16800 | 6.0973 | 0.7989 | 0.6683 | 0.6682 | 0.8316 | 0.8300 |
3.8274 | 0.82 | 16900 | 6.0419 | 0.7974 | 0.6916 | 0.6738 | 0.8258 | 0.8251 |
3.8173 | 0.82 | 17000 | 6.4927 | 0.7639 | 0.6930 | 0.6880 | 0.7807 | 0.7831 |
3.8343 | 0.83 | 17100 | 6.0092 | 0.8023 | 0.7656 | 0.6959 | 0.8024 | 0.8371 |
3.8173 | 0.83 | 17200 | 6.6859 | 0.7409 | 0.6926 | 0.6210 | 0.7654 | 0.7575 |
3.8204 | 0.84 | 17300 | 6.4739 | 0.7483 | 0.7050 | 0.6331 | 0.7592 | 0.7761 |
3.8447 | 0.84 | 17400 | 6.0928 | 0.7948 | 0.7197 | 0.6829 | 0.8193 | 0.8161 |
3.7942 | 0.85 | 17500 | 5.8813 | 0.8330 | 0.7946 | 0.7288 | 0.8427 | 0.8582 |
3.8117 | 0.85 | 17600 | 6.5278 | 0.7481 | 0.7235 | 0.6874 | 0.7501 | 0.7670 |
3.7848 | 0.86 | 17700 | 6.2718 | 0.7890 | 0.7122 | 0.6846 | 0.8068 | 0.8155 |
3.8335 | 0.86 | 17800 | 6.4188 | 0.7815 | 0.6826 | 0.6452 | 0.8154 | 0.8050 |
3.8363 | 0.87 | 17900 | 6.5816 | 0.7597 | 0.6778 | 0.6829 | 0.7799 | 0.7783 |
3.8193 | 0.87 | 18000 | 6.3847 | 0.7874 | 0.7276 | 0.6854 | 0.7939 | 0.8204 |
3.8247 | 0.88 | 18100 | 6.2087 | 0.7920 | 0.7159 | 0.7273 | 0.8107 | 0.8076 |
3.8349 | 0.88 | 18200 | 6.2872 | 0.7807 | 0.7341 | 0.6998 | 0.7959 | 0.7965 |
3.8561 | 0.89 | 18300 | 6.7750 | 0.7310 | 0.6887 | 0.6454 | 0.7504 | 0.7428 |
3.8415 | 0.89 | 18400 | 7.2022 | 0.7113 | 0.6677 | 0.6490 | 0.7377 | 0.7107 |
3.8042 | 0.9 | 18500 | 6.4749 | 0.7832 | 0.7183 | 0.6716 | 0.8149 | 0.7947 |
3.7592 | 0.9 | 18600 | 6.3698 | 0.7981 | 0.7209 | 0.6904 | 0.8160 | 0.8254 |
3.7875 | 0.9 | 18700 | 6.6529 | 0.7699 | 0.7566 | 0.7218 | 0.7846 | 0.7702 |
3.8228 | 0.91 | 18800 | 6.6201 | 0.7763 | 0.7080 | 0.7022 | 0.7879 | 0.7994 |
3.8355 | 0.91 | 18900 | 5.8029 | 0.8361 | 0.7318 | 0.7405 | 0.8619 | 0.8591 |
3.7661 | 0.92 | 19000 | 6.3780 | 0.7897 | 0.7025 | 0.6663 | 0.8049 | 0.8261 |
3.8364 | 0.92 | 19100 | 6.4416 | 0.7862 | 0.7049 | 0.6888 | 0.8048 | 0.8114 |
3.8376 | 0.93 | 19200 | 6.2646 | 0.7891 | 0.6896 | 0.6746 | 0.8230 | 0.8075 |
3.8325 | 0.93 | 19300 | 6.6134 | 0.7578 | 0.7295 | 0.6932 | 0.7633 | 0.7749 |
3.8131 | 0.94 | 19400 | 6.6357 | 0.7535 | 0.7414 | 0.7077 | 0.7678 | 0.7535 |
3.8211 | 0.94 | 19500 | 6.3306 | 0.7867 | 0.6798 | 0.6460 | 0.7984 | 0.8355 |
3.8115 | 0.95 | 19600 | 6.4386 | 0.7881 | 0.7306 | 0.7216 | 0.8095 | 0.7971 |
3.7993 | 0.95 | 19700 | 6.6442 | 0.7547 | 0.7151 | 0.6746 | 0.7597 | 0.7790 |
3.7996 | 0.96 | 19800 | 6.0036 | 0.8100 | 0.6968 | 0.6826 | 0.8476 | 0.8312 |
3.7975 | 0.96 | 19900 | 6.8353 | 0.7662 | 0.6880 | 0.6503 | 0.7864 | 0.7935 |
3.8014 | 0.97 | 20000 | 6.1872 | 0.7894 | 0.7132 | 0.6968 | 0.8004 | 0.8197 |
3.7752 | 0.97 | 20100 | 6.0501 | 0.8161 | 0.7251 | 0.6855 | 0.8412 | 0.8452 |
3.8242 | 0.98 | 20200 | 6.8500 | 0.7518 | 0.7078 | 0.6483 | 0.7841 | 0.7556 |
3.7883 | 0.98 | 20300 | 6.5704 | 0.7805 | 0.6560 | 0.6423 | 0.8142 | 0.8110 |
3.8147 | 0.99 | 20400 | 6.9033 | 0.7563 | 0.6818 | 0.7040 | 0.7792 | 0.7645 |
3.7935 | 0.99 | 20500 | 6.8997 | 0.7574 | 0.6708 | 0.6651 | 0.7748 | 0.7837 |
3.8169 | 1.0 | 20600 | 6.7085 | 0.7643 | 0.6734 | 0.6577 | 0.7825 | 0.7944 |
3.8093 | 1.0 | 20700 | 6.4119 | 0.7824 | 0.7077 | 0.6796 | 0.8117 | 0.7965 |
3.7151 | 1.01 | 20800 | 6.8133 | 0.7632 | 0.6660 | 0.6434 | 0.8053 | 0.7741 |
3.7909 | 1.01 | 20900 | 6.5848 | 0.7688 | 0.7093 | 0.6848 | 0.7836 | 0.7890 |
3.792 | 1.02 | 21000 | 6.0710 | 0.8219 | 0.7023 | 0.6930 | 0.8544 | 0.8501 |
3.7669 | 1.02 | 21100 | 6.5371 | 0.7901 | 0.7114 | 0.6515 | 0.8176 | 0.8157 |
3.7444 | 1.03 | 21200 | 6.7582 | 0.7429 | 0.6692 | 0.6330 | 0.7648 | 0.7658 |
3.7354 | 1.03 | 21300 | 6.2493 | 0.7977 | 0.6915 | 0.6478 | 0.8284 | 0.8296 |
3.7916 | 1.04 | 21400 | 6.9145 | 0.7588 | 0.7021 | 0.6663 | 0.7734 | 0.7807 |
3.7605 | 1.04 | 21500 | 6.7698 | 0.7543 | 0.6676 | 0.6491 | 0.7705 | 0.7849 |
3.7592 | 1.05 | 21600 | 6.2937 | 0.8117 | 0.7417 | 0.7185 | 0.8273 | 0.8360 |
3.7936 | 1.05 | 21700 | 6.1443 | 0.8043 | 0.6979 | 0.6751 | 0.8280 | 0.8382 |
3.7259 | 1.05 | 21800 | 6.2524 | 0.8043 | 0.7341 | 0.6820 | 0.8196 | 0.8360 |
3.7804 | 1.06 | 21900 | 6.3971 | 0.7765 | 0.7090 | 0.6335 | 0.7926 | 0.8119 |
3.7561 | 1.06 | 22000 | 6.4919 | 0.7759 | 0.7047 | 0.6676 | 0.8065 | 0.7892 |
3.755 | 1.07 | 22100 | 6.6147 | 0.7601 | 0.6164 | 0.6345 | 0.7840 | 0.8020 |
3.7944 | 1.07 | 22200 | 6.5495 | 0.7667 | 0.6751 | 0.6722 | 0.7895 | 0.7893 |
3.8055 | 1.08 | 22300 | 6.5397 | 0.7876 | 0.6892 | 0.6769 | 0.8146 | 0.8118 |
3.7698 | 1.08 | 22400 | 6.7470 | 0.7659 | 0.6696 | 0.6467 | 0.7864 | 0.7980 |
3.7736 | 1.09 | 22500 | 6.1761 | 0.8044 | 0.6841 | 0.6980 | 0.8203 | 0.8440 |
3.7856 | 1.09 | 22600 | 6.1377 | 0.7991 | 0.6667 | 0.6710 | 0.8225 | 0.8394 |
3.7902 | 1.1 | 22700 | 6.0854 | 0.8309 | 0.7303 | 0.7385 | 0.8624 | 0.8465 |
3.718 | 1.1 | 22800 | 6.6024 | 0.7813 | 0.7322 | 0.6836 | 0.7953 | 0.8032 |
3.7425 | 1.11 | 22900 | 6.1531 | 0.8231 | 0.7273 | 0.6844 | 0.8378 | 0.8657 |
3.7286 | 1.11 | 23000 | 6.2904 | 0.8065 | 0.6906 | 0.6869 | 0.8332 | 0.8373 |
3.7745 | 1.12 | 23100 | 5.9850 | 0.8227 | 0.7632 | 0.7163 | 0.8500 | 0.8358 |
3.7839 | 1.12 | 23200 | 6.2441 | 0.8055 | 0.7139 | 0.6980 | 0.8312 | 0.8286 |
3.7679 | 1.13 | 23300 | 6.1444 | 0.8156 | 0.7311 | 0.7046 | 0.8504 | 0.8285 |
3.7362 | 1.13 | 23400 | 6.4213 | 0.7891 | 0.7007 | 0.6870 | 0.7976 | 0.8272 |
3.7375 | 1.14 | 23500 | 6.3185 | 0.7874 | 0.6755 | 0.6277 | 0.8118 | 0.8293 |
3.7491 | 1.14 | 23600 | 6.7488 | 0.7637 | 0.7025 | 0.6983 | 0.7820 | 0.7763 |
3.7668 | 1.15 | 23700 | 6.2268 | 0.8085 | 0.6965 | 0.6840 | 0.8354 | 0.8393 |
3.7598 | 1.15 | 23800 | 6.2061 | 0.8187 | 0.7216 | 0.7059 | 0.8468 | 0.8419 |
3.7393 | 1.16 | 23900 | 6.4370 | 0.7954 | 0.7045 | 0.6768 | 0.8192 | 0.8228 |
3.7817 | 1.16 | 24000 | 6.3153 | 0.8047 | 0.6955 | 0.6577 | 0.8347 | 0.8374 |
3.7449 | 1.17 | 24100 | 6.5331 | 0.7833 | 0.6275 | 0.6221 | 0.8209 | 0.8233 |
3.7646 | 1.17 | 24200 | 6.6127 | 0.7792 | 0.7085 | 0.6948 | 0.8075 | 0.7887 |
3.7691 | 1.18 | 24300 | 6.5707 | 0.7743 | 0.6688 | 0.6616 | 0.8036 | 0.7982 |
3.7417 | 1.18 | 24400 | 6.3272 | 0.7970 | 0.7122 | 0.7187 | 0.8090 | 0.8249 |
3.7756 | 1.19 | 24500 | 6.8855 | 0.7620 | 0.6620 | 0.6557 | 0.7940 | 0.7803 |
3.7143 | 1.19 | 24600 | 6.4448 | 0.7906 | 0.6886 | 0.7104 | 0.8119 | 0.8137 |
3.7384 | 1.2 | 24700 | 6.4682 | 0.7881 | 0.7284 | 0.7232 | 0.8010 | 0.8058 |
3.7673 | 1.2 | 24800 | 6.5687 | 0.7820 | 0.6853 | 0.6498 | 0.8035 | 0.8164 |
3.7829 | 1.2 | 24900 | 6.5823 | 0.7860 | 0.6802 | 0.6667 | 0.8129 | 0.8140 |
3.7332 | 1.21 | 25000 | 6.6016 | 0.7760 | 0.6972 | 0.6616 | 0.7982 | 0.8011 |
3.7933 | 1.21 | 25100 | 6.2686 | 0.8099 | 0.6677 | 0.6436 | 0.8499 | 0.8453 |
3.7524 | 1.22 | 25200 | 6.3014 | 0.8082 | 0.6920 | 0.7164 | 0.8387 | 0.8286 |
3.7477 | 1.22 | 25300 | 6.1641 | 0.8091 | 0.6485 | 0.6515 | 0.8371 | 0.8590 |
3.7239 | 1.23 | 25400 | 6.7976 | 0.7450 | 0.6491 | 0.6415 | 0.7655 | 0.7732 |
3.7643 | 1.23 | 25500 | 6.4190 | 0.8006 | 0.7456 | 0.7131 | 0.8130 | 0.8230 |
3.72 | 1.24 | 25600 | 6.1995 | 0.8164 | 0.7001 | 0.7216 | 0.8452 | 0.8391 |
3.8061 | 1.24 | 25700 | 6.2925 | 0.8061 | 0.6495 | 0.6870 | 0.8414 | 0.8382 |
3.7213 | 1.25 | 25800 | 6.5801 | 0.7881 | 0.7251 | 0.7127 | 0.8052 | 0.8047 |
3.7667 | 1.25 | 25900 | 6.7513 | 0.7760 | 0.6982 | 0.6849 | 0.7904 | 0.8030 |
3.7717 | 1.26 | 26000 | 6.9656 | 0.7566 | 0.6745 | 0.6548 | 0.7799 | 0.7783 |
3.7752 | 1.26 | 26100 | 6.5701 | 0.7834 | 0.6329 | 0.6601 | 0.8107 | 0.8231 |
3.7306 | 1.27 | 26200 | 6.3332 | 0.8105 | 0.7343 | 0.7032 | 0.8289 | 0.8369 |
3.6775 | 1.27 | 26300 | 6.5471 | 0.7799 | 0.6779 | 0.6531 | 0.8124 | 0.8032 |
3.7563 | 1.28 | 26400 | 6.4796 | 0.7998 | 0.7107 | 0.7004 | 0.8096 | 0.8360 |
3.7813 | 1.28 | 26500 | 6.6444 | 0.7921 | 0.7299 | 0.6994 | 0.8178 | 0.8042 |
3.7561 | 1.29 | 26600 | 6.1661 | 0.8218 | 0.6756 | 0.6892 | 0.8650 | 0.8467 |
3.7358 | 1.29 | 26700 | 6.4851 | 0.7909 | 0.6832 | 0.6299 | 0.8275 | 0.8199 |
3.7295 | 1.3 | 26800 | 6.3760 | 0.8041 | 0.6867 | 0.6629 | 0.8360 | 0.8355 |
3.7216 | 1.3 | 26900 | 6.6380 | 0.7878 | 0.6562 | 0.6321 | 0.8250 | 0.8209 |
3.7259 | 1.31 | 27000 | 6.1515 | 0.8244 | 0.7190 | 0.6973 | 0.8549 | 0.8506 |
3.7501 | 1.31 | 27100 | 6.5336 | 0.7926 | 0.6935 | 0.6992 | 0.8183 | 0.8139 |
3.7293 | 1.32 | 27200 | 6.3148 | 0.8055 | 0.7128 | 0.6896 | 0.8197 | 0.8424 |
3.7249 | 1.32 | 27300 | 6.3445 | 0.8174 | 0.7361 | 0.7155 | 0.8370 | 0.8426 |
3.7366 | 1.33 | 27400 | 6.3068 | 0.8028 | 0.6476 | 0.6682 | 0.8396 | 0.8367 |
3.7628 | 1.33 | 27500 | 5.9799 | 0.8321 | 0.7255 | 0.6894 | 0.8684 | 0.8567 |
3.7295 | 1.34 | 27600 | 6.3202 | 0.8123 | 0.7208 | 0.6897 | 0.8447 | 0.8322 |
3.75 | 1.34 | 27700 | 6.1062 | 0.8295 | 0.7343 | 0.7174 | 0.8611 | 0.8486 |
3.7141 | 1.35 | 27800 | 6.1653 | 0.8286 | 0.7144 | 0.7071 | 0.8514 | 0.8635 |
3.7969 | 1.35 | 27900 | 6.3103 | 0.8159 | 0.7776 | 0.6783 | 0.8292 | 0.8455 |
3.7309 | 1.35 | 28000 | 6.7039 | 0.7818 | 0.6521 | 0.6633 | 0.8155 | 0.8089 |
3.7267 | 1.36 | 28100 | 6.1100 | 0.8211 | 0.7515 | 0.7007 | 0.8525 | 0.8362 |
3.7303 | 1.36 | 28200 | 6.2895 | 0.8128 | 0.7180 | 0.7059 | 0.8305 | 0.8445 |
3.7351 | 1.37 | 28300 | 6.2819 | 0.8094 | 0.7007 | 0.6433 | 0.8454 | 0.8405 |
3.7689 | 1.37 | 28400 | 6.5969 | 0.7857 | 0.7285 | 0.7104 | 0.8119 | 0.7918 |
3.716 | 1.38 | 28500 | 6.7174 | 0.7803 | 0.6929 | 0.6812 | 0.8050 | 0.8010 |
3.7301 | 1.38 | 28600 | 6.2425 | 0.8168 | 0.7228 | 0.7226 | 0.8318 | 0.8478 |
3.7345 | 1.39 | 28700 | 6.3148 | 0.8034 | 0.7001 | 0.7096 | 0.8296 | 0.8255 |
3.7752 | 1.39 | 28800 | 6.2438 | 0.8179 | 0.7491 | 0.7041 | 0.8590 | 0.8214 |
3.7476 | 1.4 | 28900 | 6.2371 | 0.8256 | 0.7346 | 0.7116 | 0.8501 | 0.8511 |
3.7535 | 1.4 | 29000 | 6.2747 | 0.8102 | 0.7370 | 0.7027 | 0.8385 | 0.8259 |
3.7587 | 1.41 | 29100 | 5.9331 | 0.8284 | 0.7389 | 0.7145 | 0.8467 | 0.8598 |
3.75 | 1.41 | 29200 | 5.8283 | 0.8462 | 0.7765 | 0.7438 | 0.8609 | 0.8736 |
3.7392 | 1.42 | 29300 | 6.2794 | 0.8072 | 0.7189 | 0.6954 | 0.8298 | 0.8335 |
3.6797 | 1.42 | 29400 | 6.1853 | 0.8110 | 0.7145 | 0.6825 | 0.8457 | 0.8314 |
3.7235 | 1.43 | 29500 | 6.3582 | 0.8024 | 0.7104 | 0.6810 | 0.8324 | 0.8246 |
3.7075 | 1.43 | 29600 | 6.1707 | 0.8135 | 0.7161 | 0.6797 | 0.8477 | 0.8357 |
3.745 | 1.44 | 29700 | 6.2924 | 0.7984 | 0.6996 | 0.6581 | 0.8171 | 0.8380 |
3.7254 | 1.44 | 29800 | 5.9599 | 0.8290 | 0.7490 | 0.7166 | 0.8550 | 0.8500 |
3.7124 | 1.45 | 29900 | 6.1933 | 0.8308 | 0.7699 | 0.7209 | 0.8445 | 0.8588 |
3.7185 | 1.45 | 30000 | 6.5383 | 0.7882 | 0.7093 | 0.6868 | 0.8057 | 0.8149 |
3.7285 | 1.46 | 30100 | 6.3288 | 0.8131 | 0.7223 | 0.7085 | 0.8322 | 0.8417 |
3.6921 | 1.46 | 30200 | 6.5732 | 0.7964 | 0.7419 | 0.6965 | 0.8085 | 0.8219 |
3.7091 | 1.47 | 30300 | 6.2225 | 0.8150 | 0.7155 | 0.6944 | 0.8297 | 0.8542 |
3.7315 | 1.47 | 30400 | 6.5487 | 0.7891 | 0.6996 | 0.6568 | 0.8107 | 0.8218 |
3.7538 | 1.48 | 30500 | 6.3626 | 0.8048 | 0.7360 | 0.6861 | 0.8308 | 0.8245 |
3.7368 | 1.48 | 30600 | 6.6903 | 0.7725 | 0.6970 | 0.6968 | 0.7858 | 0.7962 |
3.7089 | 1.49 | 30700 | 6.5582 | 0.7891 | 0.7273 | 0.7244 | 0.7975 | 0.8118 |
3.6892 | 1.49 | 30800 | 6.0886 | 0.8204 | 0.7144 | 0.6854 | 0.8504 | 0.8494 |
3.7144 | 1.5 | 30900 | 5.9077 | 0.8378 | 0.7416 | 0.7114 | 0.8684 | 0.8617 |
3.7285 | 1.5 | 31000 | 6.6362 | 0.7829 | 0.6300 | 0.6505 | 0.8159 | 0.8195 |
3.6865 | 1.5 | 31100 | 6.1348 | 0.8252 | 0.7403 | 0.7293 | 0.8368 | 0.8577 |
3.7374 | 1.51 | 31200 | 6.2804 | 0.8078 | 0.6923 | 0.6778 | 0.8235 | 0.8522 |
3.6875 | 1.51 | 31300 | 6.5113 | 0.8014 | 0.7077 | 0.7130 | 0.8314 | 0.8159 |
3.7147 | 1.52 | 31400 | 6.1922 | 0.8243 | 0.7176 | 0.7223 | 0.8529 | 0.8467 |
3.7301 | 1.52 | 31500 | 6.6666 | 0.7930 | 0.7244 | 0.7141 | 0.8069 | 0.8150 |
3.699 | 1.53 | 31600 | 6.6353 | 0.7891 | 0.6745 | 0.6724 | 0.8180 | 0.8167 |
3.7262 | 1.53 | 31700 | 6.8572 | 0.7766 | 0.6851 | 0.6719 | 0.7946 | 0.8066 |
3.6958 | 1.54 | 31800 | 6.3015 | 0.8115 | 0.7295 | 0.7101 | 0.8330 | 0.8348 |
3.7014 | 1.54 | 31900 | 6.6307 | 0.7916 | 0.7374 | 0.7015 | 0.8105 | 0.8080 |
3.7345 | 1.55 | 32000 | 5.9476 | 0.8352 | 0.7366 | 0.6939 | 0.8637 | 0.8652 |
3.7258 | 1.55 | 32100 | 6.3803 | 0.8098 | 0.7313 | 0.6980 | 0.8339 | 0.8322 |
3.7382 | 1.56 | 32200 | 6.7502 | 0.7791 | 0.6697 | 0.6948 | 0.8022 | 0.8033 |
3.6422 | 1.56 | 32300 | 6.5692 | 0.8064 | 0.7490 | 0.7071 | 0.8315 | 0.8195 |
3.7279 | 1.57 | 32400 | 6.2125 | 0.8206 | 0.7295 | 0.6899 | 0.8529 | 0.8426 |
3.7138 | 1.57 | 32500 | 6.2997 | 0.8217 | 0.7185 | 0.7087 | 0.8445 | 0.8518 |
3.7378 | 1.58 | 32600 | 6.2986 | 0.8153 | 0.7120 | 0.6760 | 0.8443 | 0.8456 |
3.7355 | 1.58 | 32700 | 6.4412 | 0.8206 | 0.7860 | 0.7547 | 0.8340 | 0.8316 |
3.7151 | 1.59 | 32800 | 6.4221 | 0.8034 | 0.7233 | 0.6891 | 0.8313 | 0.8229 |
3.7347 | 1.59 | 32900 | 6.3604 | 0.8119 | 0.7427 | 0.6916 | 0.8378 | 0.8322 |
3.703 | 1.6 | 33000 | 6.6866 | 0.7904 | 0.7137 | 0.7170 | 0.8074 | 0.8101 |
3.6885 | 1.6 | 33100 | 6.2019 | 0.8156 | 0.7283 | 0.7319 | 0.8404 | 0.8325 |
3.6895 | 1.61 | 33200 | 6.4935 | 0.7898 | 0.6608 | 0.6602 | 0.8293 | 0.8135 |
3.6992 | 1.61 | 33300 | 6.3545 | 0.8172 | 0.7562 | 0.7236 | 0.8364 | 0.8358 |
3.6849 | 1.62 | 33400 | 6.1331 | 0.8210 | 0.6985 | 0.6982 | 0.8539 | 0.8480 |
3.7606 | 1.62 | 33500 | 6.1655 | 0.8302 | 0.7672 | 0.7403 | 0.8585 | 0.8392 |
3.7011 | 1.63 | 33600 | 6.5073 | 0.7984 | 0.6936 | 0.6985 | 0.8194 | 0.8274 |
3.7307 | 1.63 | 33700 | 6.1778 | 0.8281 | 0.7679 | 0.7426 | 0.8520 | 0.8398 |
3.7115 | 1.64 | 33800 | 6.4324 | 0.8188 | 0.7438 | 0.7297 | 0.8402 | 0.8375 |
3.7474 | 1.64 | 33900 | 6.3261 | 0.8131 | 0.7007 | 0.6606 | 0.8344 | 0.8565 |
3.6993 | 1.65 | 34000 | 6.2328 | 0.8226 | 0.7244 | 0.6835 | 0.8482 | 0.8549 |
3.7091 | 1.65 | 34100 | 6.5120 | 0.8008 | 0.6835 | 0.6660 | 0.8376 | 0.8258 |
3.6684 | 1.65 | 34200 | 6.4810 | 0.7989 | 0.6774 | 0.6621 | 0.8348 | 0.8262 |
3.7212 | 1.66 | 34300 | 6.2700 | 0.8243 | 0.7131 | 0.7077 | 0.8583 | 0.8461 |
3.7197 | 1.66 | 34400 | 6.4839 | 0.7978 | 0.6861 | 0.6186 | 0.8316 | 0.8350 |
3.7249 | 1.67 | 34500 | 6.4150 | 0.8005 | 0.6858 | 0.6896 | 0.8305 | 0.8257 |
3.7006 | 1.67 | 34600 | 6.3455 | 0.8083 | 0.7244 | 0.7083 | 0.8384 | 0.8233 |
3.7225 | 1.68 | 34700 | 6.3760 | 0.8135 | 0.7161 | 0.7156 | 0.8279 | 0.8468 |
3.7199 | 1.68 | 34800 | 6.1310 | 0.8301 | 0.7066 | 0.6882 | 0.8648 | 0.8603 |
3.6524 | 1.69 | 34900 | 6.1458 | 0.8274 | 0.7011 | 0.6879 | 0.8542 | 0.8657 |
3.6918 | 1.69 | 35000 | 6.2101 | 0.8212 | 0.7206 | 0.6929 | 0.8517 | 0.8466 |
3.7004 | 1.7 | 35100 | 6.1756 | 0.8304 | 0.7421 | 0.7212 | 0.8574 | 0.8518 |
3.6862 | 1.7 | 35200 | 6.0665 | 0.8338 | 0.7230 | 0.7020 | 0.8605 | 0.8665 |
3.6727 | 1.71 | 35300 | 6.5547 | 0.7973 | 0.6412 | 0.6711 | 0.8245 | 0.8392 |
3.7621 | 1.71 | 35400 | 6.1397 | 0.8270 | 0.7328 | 0.7171 | 0.8569 | 0.8470 |
3.6791 | 1.72 | 35500 | 6.2593 | 0.8170 | 0.7146 | 0.7165 | 0.8445 | 0.8390 |
3.6931 | 1.72 | 35600 | 6.5699 | 0.8046 | 0.7443 | 0.7056 | 0.8298 | 0.8183 |
3.7368 | 1.73 | 35700 | 6.3195 | 0.8233 | 0.7495 | 0.7092 | 0.8467 | 0.8457 |
3.7206 | 1.73 | 35800 | 6.2339 | 0.8248 | 0.7032 | 0.7292 | 0.8570 | 0.8456 |
3.7137 | 1.74 | 35900 | 6.0650 | 0.8414 | 0.7574 | 0.7306 | 0.8579 | 0.8724 |
3.6815 | 1.74 | 36000 | 6.0843 | 0.8447 | 0.7695 | 0.7542 | 0.8618 | 0.8681 |
3.7377 | 1.75 | 36100 | 6.5949 | 0.8078 | 0.7284 | 0.7099 | 0.8329 | 0.8259 |
3.6855 | 1.75 | 36200 | 6.4435 | 0.8089 | 0.7173 | 0.6918 | 0.8369 | 0.8320 |
3.7203 | 1.76 | 36300 | 6.4451 | 0.8154 | 0.7569 | 0.7133 | 0.8418 | 0.8282 |
3.7015 | 1.76 | 36400 | 6.7433 | 0.7917 | 0.7273 | 0.7121 | 0.8166 | 0.8020 |
3.6708 | 1.77 | 36500 | 6.0810 | 0.8333 | 0.7164 | 0.7128 | 0.8619 | 0.8626 |
3.6965 | 1.77 | 36600 | 6.5386 | 0.8092 | 0.6946 | 0.6658 | 0.8357 | 0.8458 |
3.7201 | 1.78 | 36700 | 6.4449 | 0.8180 | 0.7250 | 0.7206 | 0.8417 | 0.8408 |
3.695 | 1.78 | 36800 | 6.2931 | 0.8318 | 0.7574 | 0.7184 | 0.8613 | 0.8482 |
3.7279 | 1.79 | 36900 | 6.1894 | 0.8319 | 0.7664 | 0.7342 | 0.8499 | 0.8539 |
3.702 | 1.79 | 37000 | 6.1178 | 0.8358 | 0.7481 | 0.7051 | 0.8645 | 0.8604 |
3.7022 | 1.8 | 37100 | 6.4401 | 0.8081 | 0.6963 | 0.6767 | 0.8319 | 0.8437 |
3.6995 | 1.8 | 37200 | 6.4551 | 0.8066 | 0.6936 | 0.6815 | 0.8388 | 0.8325 |
3.6736 | 1.8 | 37300 | 6.4063 | 0.8095 | 0.6854 | 0.6730 | 0.8429 | 0.8397 |
3.7174 | 1.81 | 37400 | 6.7505 | 0.7818 | 0.6734 | 0.6664 | 0.8141 | 0.8042 |
3.7433 | 1.81 | 37500 | 6.1350 | 0.8368 | 0.7499 | 0.7392 | 0.8635 | 0.8551 |
3.6789 | 1.82 | 37600 | 6.4079 | 0.8152 | 0.7303 | 0.7078 | 0.8461 | 0.8313 |
3.6709 | 1.82 | 37700 | 6.3463 | 0.8252 | 0.7479 | 0.7435 | 0.8543 | 0.8349 |
3.6633 | 1.83 | 37800 | 6.6050 | 0.8026 | 0.7203 | 0.7075 | 0.8188 | 0.8297 |
3.7204 | 1.83 | 37900 | 6.3713 | 0.8030 | 0.7133 | 0.6727 | 0.8313 | 0.8285 |
3.6798 | 1.84 | 38000 | 6.7586 | 0.8003 | 0.7302 | 0.7241 | 0.8198 | 0.8166 |
3.7161 | 1.84 | 38100 | 6.1455 | 0.8359 | 0.7517 | 0.7173 | 0.8586 | 0.8627 |
3.6912 | 1.85 | 38200 | 6.2400 | 0.8283 | 0.7340 | 0.7365 | 0.8440 | 0.8582 |
3.6943 | 1.85 | 38300 | 6.2108 | 0.8338 | 0.7524 | 0.7472 | 0.8549 | 0.8537 |
3.6628 | 1.86 | 38400 | 6.2910 | 0.8347 | 0.7605 | 0.7452 | 0.8534 | 0.8560 |
3.6657 | 1.86 | 38500 | 6.5505 | 0.8004 | 0.6951 | 0.6904 | 0.8219 | 0.8315 |
3.7132 | 1.87 | 38600 | 6.2536 | 0.8316 | 0.7428 | 0.7256 | 0.8582 | 0.8525 |
3.6629 | 1.87 | 38700 | 6.4458 | 0.8118 | 0.7035 | 0.7066 | 0.8467 | 0.8291 |
3.6639 | 1.88 | 38800 | 6.3788 | 0.8165 | 0.7491 | 0.7146 | 0.8376 | 0.8369 |
3.6709 | 1.88 | 38900 | 6.0585 | 0.8382 | 0.7499 | 0.7221 | 0.8609 | 0.8654 |
3.6785 | 1.89 | 39000 | 6.3430 | 0.8206 | 0.7011 | 0.6974 | 0.8525 | 0.8480 |
3.6522 | 1.89 | 39100 | 6.3832 | 0.8167 | 0.7476 | 0.6985 | 0.8369 | 0.8422 |
3.7087 | 1.9 | 39200 | 6.3998 | 0.8165 | 0.7374 | 0.6775 | 0.8496 | 0.8367 |
3.6671 | 1.9 | 39300 | 6.2174 | 0.8315 | 0.7443 | 0.6949 | 0.8594 | 0.8582 |
3.7626 | 1.91 | 39400 | 6.4385 | 0.8149 | 0.7179 | 0.6927 | 0.8418 | 0.8415 |
3.7368 | 1.91 | 39500 | 6.0894 | 0.8355 | 0.7175 | 0.7199 | 0.8662 | 0.8619 |
3.6819 | 1.92 | 39600 | 6.4824 | 0.8096 | 0.7603 | 0.7269 | 0.8256 | 0.8259 |
3.6828 | 1.92 | 39700 | 6.0346 | 0.8431 | 0.7454 | 0.7378 | 0.8644 | 0.8715 |
3.6399 | 1.93 | 39800 | 6.5084 | 0.8130 | 0.7284 | 0.7023 | 0.8372 | 0.8364 |
3.6938 | 1.93 | 39900 | 6.1615 | 0.8289 | 0.7311 | 0.6727 | 0.8581 | 0.8617 |
3.6977 | 1.94 | 40000 | 6.2981 | 0.8201 | 0.7366 | 0.6829 | 0.8483 | 0.8458 |
3.6658 | 1.94 | 40100 | 6.2430 | 0.8327 | 0.7373 | 0.7467 | 0.8514 | 0.8582 |
3.6965 | 1.95 | 40200 | 6.1197 | 0.8332 | 0.7058 | 0.6729 | 0.8661 | 0.8706 |
3.6929 | 1.95 | 40300 | 6.1920 | 0.8329 | 0.7471 | 0.7309 | 0.8550 | 0.8567 |
3.6902 | 1.95 | 40400 | 6.2777 | 0.8295 | 0.7495 | 0.7337 | 0.8518 | 0.8502 |
3.6543 | 1.96 | 40500 | 6.4332 | 0.8146 | 0.6855 | 0.6617 | 0.8591 | 0.8389 |
3.6801 | 1.96 | 40600 | 6.1549 | 0.8299 | 0.7419 | 0.7125 | 0.8562 | 0.8539 |
3.668 | 1.97 | 40700 | 6.3903 | 0.8142 | 0.7026 | 0.7027 | 0.8351 | 0.8479 |
3.6737 | 1.97 | 40800 | 6.4322 | 0.8175 | 0.7432 | 0.6867 | 0.8450 | 0.8401 |
3.6554 | 1.98 | 40900 | 6.2621 | 0.8226 | 0.7507 | 0.7213 | 0.8494 | 0.8381 |
3.664 | 1.98 | 41000 | 6.1359 | 0.8313 | 0.7313 | 0.7189 | 0.8558 | 0.8587 |
3.6802 | 1.99 | 41100 | 6.1700 | 0.8213 | 0.7590 | 0.7336 | 0.8372 | 0.8421 |
3.703 | 1.99 | 41200 | 6.2507 | 0.8267 | 0.7429 | 0.7113 | 0.8509 | 0.8512 |
3.7059 | 2.0 | 41300 | 6.3087 | 0.8231 | 0.7264 | 0.6872 | 0.8498 | 0.8532 |
3.6788 | 2.0 | 41400 | 6.0790 | 0.8313 | 0.7250 | 0.6740 | 0.8615 | 0.8656 |
3.6723 | 2.01 | 41500 | 6.2596 | 0.8260 | 0.7182 | 0.6878 | 0.8531 | 0.8589 |
3.631 | 2.01 | 41600 | 6.0603 | 0.8416 | 0.7481 | 0.7040 | 0.8686 | 0.8711 |
3.685 | 2.02 | 41700 | 5.9767 | 0.8376 | 0.7036 | 0.6767 | 0.8654 | 0.8819 |
3.621 | 2.02 | 41800 | 6.4205 | 0.8214 | 0.7426 | 0.7051 | 0.8427 | 0.8476 |
3.6457 | 2.03 | 41900 | 6.0569 | 0.8404 | 0.7488 | 0.7180 | 0.8647 | 0.8684 |
3.6645 | 2.03 | 42000 | 6.4172 | 0.8193 | 0.7217 | 0.7136 | 0.8488 | 0.8396 |
3.6738 | 2.04 | 42100 | 5.9810 | 0.8440 | 0.7414 | 0.7219 | 0.8674 | 0.8755 |
3.6426 | 2.04 | 42200 | 6.3588 | 0.8107 | 0.7195 | 0.6745 | 0.8349 | 0.8420 |
3.6777 | 2.05 | 42300 | 6.1170 | 0.8370 | 0.7238 | 0.7023 | 0.8634 | 0.8712 |
3.6921 | 2.05 | 42400 | 6.1313 | 0.8270 | 0.7117 | 0.6999 | 0.8548 | 0.8585 |
3.6381 | 2.06 | 42500 | 6.3560 | 0.8189 | 0.7006 | 0.6755 | 0.8432 | 0.8585 |
3.6671 | 2.06 | 42600 | 6.2407 | 0.8287 | 0.6999 | 0.7082 | 0.8542 | 0.8642 |
3.6853 | 2.07 | 42700 | 6.2107 | 0.8335 | 0.7467 | 0.7156 | 0.8562 | 0.8608 |
3.6441 | 2.07 | 42800 | 6.1949 | 0.8316 | 0.7336 | 0.6897 | 0.8583 | 0.8635 |
3.625 | 2.08 | 42900 | 5.9101 | 0.8420 | 0.7293 | 0.6913 | 0.8689 | 0.8796 |
3.6563 | 2.08 | 43000 | 6.1732 | 0.8358 | 0.7503 | 0.7150 | 0.8543 | 0.8677 |
3.6271 | 2.09 | 43100 | 6.0622 | 0.8388 | 0.7117 | 0.6860 | 0.8708 | 0.8753 |
3.6286 | 2.09 | 43200 | 5.9370 | 0.8497 | 0.7257 | 0.6767 | 0.8850 | 0.8871 |
3.6361 | 2.1 | 43300 | 6.1132 | 0.8350 | 0.7055 | 0.6638 | 0.8691 | 0.8743 |
3.6528 | 2.1 | 43400 | 6.1165 | 0.8336 | 0.7214 | 0.6921 | 0.8721 | 0.8570 |
3.6857 | 2.1 | 43500 | 6.1892 | 0.8211 | 0.6816 | 0.6672 | 0.8587 | 0.8552 |
3.6145 | 2.11 | 43600 | 6.2026 | 0.8331 | 0.7359 | 0.7046 | 0.8589 | 0.8626 |
3.6617 | 2.11 | 43700 | 6.3880 | 0.8243 | 0.7008 | 0.6627 | 0.8637 | 0.8546 |
3.6726 | 2.12 | 43800 | 6.2316 | 0.8342 | 0.7271 | 0.6973 | 0.8703 | 0.8577 |
3.6482 | 2.12 | 43900 | 6.1824 | 0.8324 | 0.7051 | 0.6759 | 0.8636 | 0.8705 |
3.6679 | 2.13 | 44000 | 6.3413 | 0.8321 | 0.7257 | 0.6903 | 0.8725 | 0.8523 |
3.6684 | 2.13 | 44100 | 6.2438 | 0.8326 | 0.7259 | 0.6917 | 0.8632 | 0.8626 |
3.6388 | 2.14 | 44200 | 6.2906 | 0.8255 | 0.7236 | 0.6940 | 0.8541 | 0.8540 |
3.629 | 2.14 | 44300 | 6.1677 | 0.8358 | 0.7297 | 0.7031 | 0.8620 | 0.8679 |
3.6799 | 2.15 | 44400 | 6.3459 | 0.8172 | 0.6927 | 0.6961 | 0.8473 | 0.8471 |
3.6381 | 2.15 | 44500 | 6.2328 | 0.8318 | 0.7195 | 0.6872 | 0.8554 | 0.8711 |
3.6342 | 2.16 | 44600 | 6.1730 | 0.8368 | 0.7421 | 0.7007 | 0.8648 | 0.8653 |
3.6696 | 2.16 | 44700 | 6.1791 | 0.8339 | 0.7285 | 0.6877 | 0.8704 | 0.8589 |
3.6505 | 2.17 | 44800 | 6.0595 | 0.8402 | 0.7250 | 0.6913 | 0.8732 | 0.8718 |
3.6722 | 2.17 | 44900 | 6.4194 | 0.8177 | 0.7090 | 0.6644 | 0.8519 | 0.8475 |
3.6494 | 2.18 | 45000 | 5.9975 | 0.8428 | 0.7294 | 0.6878 | 0.8741 | 0.8770 |
3.6591 | 2.18 | 45100 | 5.9229 | 0.8523 | 0.7359 | 0.7025 | 0.8850 | 0.8847 |
3.6592 | 2.19 | 45200 | 6.0658 | 0.8379 | 0.7147 | 0.6598 | 0.8752 | 0.8743 |
3.6484 | 2.19 | 45300 | 6.2520 | 0.8348 | 0.7360 | 0.6936 | 0.8627 | 0.8656 |
3.6586 | 2.2 | 45400 | 6.3531 | 0.8227 | 0.7059 | 0.6583 | 0.8594 | 0.8547 |
3.666 | 2.2 | 45500 | 6.0993 | 0.8433 | 0.7454 | 0.7070 | 0.8730 | 0.8709 |
3.7044 | 2.21 | 45600 | 6.0213 | 0.8411 | 0.7349 | 0.6945 | 0.8754 | 0.8685 |
3.6259 | 2.21 | 45700 | 6.0781 | 0.8427 | 0.7459 | 0.6993 | 0.8684 | 0.8758 |
3.7066 | 2.22 | 45800 | 6.0463 | 0.8401 | 0.7235 | 0.6839 | 0.8716 | 0.8752 |
3.6778 | 2.22 | 45900 | 6.2206 | 0.8343 | 0.7251 | 0.6803 | 0.8631 | 0.8698 |
3.647 | 2.23 | 46000 | 6.2018 | 0.8354 | 0.7285 | 0.7031 | 0.8573 | 0.8718 |
3.6503 | 2.23 | 46100 | 6.0542 | 0.8472 | 0.7617 | 0.7150 | 0.8730 | 0.8747 |
3.6606 | 2.24 | 46200 | 5.9297 | 0.8491 | 0.7522 | 0.7123 | 0.8739 | 0.8815 |
3.6701 | 2.24 | 46300 | 6.0098 | 0.8432 | 0.7437 | 0.7203 | 0.8725 | 0.8682 |
3.6487 | 2.25 | 46400 | 6.2455 | 0.8283 | 0.7175 | 0.6861 | 0.8527 | 0.8657 |
3.6459 | 2.25 | 46500 | 6.3620 | 0.8222 | 0.7131 | 0.6806 | 0.8542 | 0.8515 |
3.6549 | 2.25 | 46600 | 6.3255 | 0.8230 | 0.7145 | 0.6892 | 0.8545 | 0.8508 |
3.6419 | 2.26 | 46700 | 6.1729 | 0.8360 | 0.7350 | 0.6797 | 0.8655 | 0.8693 |
3.6372 | 2.26 | 46800 | 6.0324 | 0.8450 | 0.7236 | 0.7042 | 0.8756 | 0.8785 |
3.5634 | 2.27 | 46900 | 6.3636 | 0.8196 | 0.6806 | 0.6811 | 0.8495 | 0.8576 |
3.6365 | 2.27 | 47000 | 6.2989 | 0.8207 | 0.6772 | 0.6915 | 0.8537 | 0.8544 |
3.6032 | 2.28 | 47100 | 6.2047 | 0.8333 | 0.7128 | 0.7114 | 0.8623 | 0.8636 |
3.6488 | 2.28 | 47200 | 6.2311 | 0.8280 | 0.7179 | 0.6848 | 0.8575 | 0.8603 |
3.6079 | 2.29 | 47300 | 5.9969 | 0.8463 | 0.7404 | 0.7271 | 0.8733 | 0.8742 |
3.5877 | 2.29 | 47400 | 6.2234 | 0.8310 | 0.7121 | 0.7034 | 0.8644 | 0.8577 |
3.6828 | 2.3 | 47500 | 6.0605 | 0.8396 | 0.7383 | 0.7074 | 0.8631 | 0.8731 |
3.6372 | 2.3 | 47600 | 6.0790 | 0.8397 | 0.7407 | 0.7101 | 0.8610 | 0.8741 |
3.603 | 2.31 | 47700 | 6.2270 | 0.8379 | 0.7063 | 0.6941 | 0.8715 | 0.8716 |
3.6818 | 2.31 | 47800 | 6.1449 | 0.8428 | 0.7326 | 0.7078 | 0.8703 | 0.8752 |
3.64 | 2.32 | 47900 | 6.3007 | 0.8311 | 0.7096 | 0.7106 | 0.8547 | 0.8666 |
3.5865 | 2.32 | 48000 | 6.2290 | 0.8327 | 0.7203 | 0.6891 | 0.8519 | 0.8760 |
3.6471 | 2.33 | 48100 | 6.3711 | 0.8254 | 0.7009 | 0.6829 | 0.8550 | 0.8610 |
3.6711 | 2.33 | 48200 | 5.9912 | 0.8447 | 0.7518 | 0.7090 | 0.8694 | 0.8759 |
3.6233 | 2.34 | 48300 | 6.3043 | 0.8276 | 0.7056 | 0.6778 | 0.8539 | 0.8678 |
3.6859 | 2.34 | 48400 | 6.0761 | 0.8371 | 0.7147 | 0.6659 | 0.8701 | 0.8759 |
3.6552 | 2.35 | 48500 | 6.2328 | 0.8370 | 0.7378 | 0.6954 | 0.8615 | 0.8714 |
3.6749 | 2.35 | 48600 | 6.3939 | 0.8246 | 0.7079 | 0.6810 | 0.8552 | 0.8577 |
3.6461 | 2.36 | 48700 | 6.3491 | 0.8302 | 0.7431 | 0.7042 | 0.8565 | 0.8560 |
3.6306 | 2.36 | 48800 | 6.2526 | 0.8305 | 0.7136 | 0.6710 | 0.8651 | 0.8634 |
3.6789 | 2.37 | 48900 | 6.2527 | 0.8305 | 0.7165 | 0.6701 | 0.8679 | 0.8603 |
3.6202 | 2.37 | 49000 | 6.3007 | 0.8238 | 0.7113 | 0.6720 | 0.8551 | 0.8571 |
3.642 | 2.38 | 49100 | 6.0418 | 0.8405 | 0.7252 | 0.6619 | 0.8759 | 0.8768 |
3.6371 | 2.38 | 49200 | 6.1342 | 0.8316 | 0.7206 | 0.6901 | 0.8623 | 0.8626 |
3.6375 | 2.39 | 49300 | 6.1288 | 0.8408 | 0.7564 | 0.7041 | 0.8654 | 0.8701 |
3.6116 | 2.39 | 49400 | 6.0612 | 0.8412 | 0.7375 | 0.7066 | 0.8705 | 0.8701 |
3.6225 | 2.4 | 49500 | 6.1613 | 0.8416 | 0.7470 | 0.7176 | 0.8663 | 0.8702 |
3.6426 | 2.4 | 49600 | 6.3007 | 0.8335 | 0.7338 | 0.6899 | 0.8646 | 0.8619 |
3.6014 | 2.4 | 49700 | 6.1734 | 0.8383 | 0.7140 | 0.6934 | 0.8696 | 0.8729 |
3.6563 | 2.41 | 49800 | 6.1435 | 0.8369 | 0.7093 | 0.6912 | 0.8658 | 0.8748 |
3.6276 | 2.41 | 49900 | 6.2675 | 0.8325 | 0.7259 | 0.6898 | 0.8636 | 0.8624 |
3.6446 | 2.42 | 50000 | 6.2027 | 0.8352 | 0.7428 | 0.7044 | 0.8641 | 0.8608 |
3.6702 | 2.42 | 50100 | 6.2322 | 0.8359 | 0.7346 | 0.6989 | 0.8669 | 0.8631 |
3.6015 | 2.43 | 50200 | 6.3220 | 0.8252 | 0.7066 | 0.6674 | 0.8557 | 0.8622 |
3.6345 | 2.43 | 50300 | 6.1890 | 0.8303 | 0.7032 | 0.6910 | 0.8634 | 0.8623 |
3.6478 | 2.44 | 50400 | 6.1673 | 0.8338 | 0.7069 | 0.6495 | 0.8733 | 0.8703 |
3.6926 | 2.44 | 50500 | 6.0121 | 0.8407 | 0.6999 | 0.6811 | 0.8739 | 0.8809 |
3.633 | 2.45 | 50600 | 6.0835 | 0.8399 | 0.7300 | 0.6782 | 0.8776 | 0.8686 |
3.6656 | 2.45 | 50700 | 6.1921 | 0.8390 | 0.7419 | 0.6988 | 0.8695 | 0.8664 |
3.6526 | 2.46 | 50800 | 6.2436 | 0.8341 | 0.7219 | 0.7036 | 0.8626 | 0.8649 |
3.6474 | 2.46 | 50900 | 6.0735 | 0.8416 | 0.7259 | 0.6824 | 0.8728 | 0.8776 |
3.6455 | 2.47 | 51000 | 6.3962 | 0.8235 | 0.7251 | 0.6834 | 0.8513 | 0.8540 |
3.6647 | 2.47 | 51100 | 6.1648 | 0.8347 | 0.7206 | 0.7045 | 0.8623 | 0.8669 |
3.6104 | 2.48 | 51200 | 6.3273 | 0.8291 | 0.7240 | 0.6944 | 0.8601 | 0.8567 |
3.656 | 2.48 | 51300 | 6.2300 | 0.8328 | 0.6883 | 0.6888 | 0.8632 | 0.8727 |
3.6507 | 2.49 | 51400 | 6.2229 | 0.8337 | 0.7223 | 0.6762 | 0.8607 | 0.8724 |
3.65 | 2.49 | 51500 | 6.2714 | 0.8345 | 0.7385 | 0.7075 | 0.8570 | 0.8665 |
3.6551 | 2.5 | 51600 | 6.2104 | 0.8381 | 0.7313 | 0.6887 | 0.8730 | 0.8657 |
3.6191 | 2.5 | 51700 | 6.1334 | 0.8346 | 0.7041 | 0.6883 | 0.8705 | 0.8663 |
3.6276 | 2.51 | 51800 | 6.3735 | 0.8246 | 0.7114 | 0.6955 | 0.8572 | 0.8511 |
3.6237 | 2.51 | 51900 | 6.0783 | 0.8430 | 0.7386 | 0.7093 | 0.8745 | 0.8696 |
3.6496 | 2.52 | 52000 | 5.9957 | 0.8476 | 0.7179 | 0.7058 | 0.8811 | 0.8804 |
3.6665 | 2.52 | 52100 | 6.1742 | 0.8393 | 0.7238 | 0.7007 | 0.8683 | 0.8723 |
3.5978 | 2.53 | 52200 | 6.2776 | 0.8310 | 0.6908 | 0.6851 | 0.8655 | 0.8664 |
3.6353 | 2.53 | 52300 | 6.2036 | 0.8340 | 0.7022 | 0.6657 | 0.8707 | 0.8707 |
3.647 | 2.54 | 52400 | 6.1333 | 0.8414 | 0.7385 | 0.7075 | 0.8727 | 0.8680 |
3.6584 | 2.54 | 52500 | 6.1474 | 0.8368 | 0.7235 | 0.7017 | 0.8657 | 0.8685 |
3.6916 | 2.55 | 52600 | 6.1305 | 0.8406 | 0.7388 | 0.7051 | 0.8720 | 0.8671 |
3.6289 | 2.55 | 52700 | 6.1605 | 0.8410 | 0.7402 | 0.7079 | 0.8686 | 0.8705 |
3.598 | 2.55 | 52800 | 6.0534 | 0.8440 | 0.7244 | 0.6966 | 0.8738 | 0.8795 |
3.6468 | 2.56 | 52900 | 6.0478 | 0.8454 | 0.7252 | 0.6942 | 0.8776 | 0.8794 |
3.624 | 2.56 | 53000 | 6.2067 | 0.8364 | 0.7370 | 0.7016 | 0.8693 | 0.8607 |
3.6391 | 2.57 | 53100 | 6.1106 | 0.8452 | 0.7470 | 0.7063 | 0.8715 | 0.8768 |
3.5907 | 2.57 | 53200 | 6.2475 | 0.8391 | 0.7273 | 0.6749 | 0.8727 | 0.8729 |
3.6434 | 2.58 | 53300 | 6.1795 | 0.8406 | 0.7161 | 0.6794 | 0.8810 | 0.8699 |
3.6965 | 2.58 | 53400 | 6.0530 | 0.8498 | 0.7443 | 0.7150 | 0.8797 | 0.8786 |
3.6909 | 2.59 | 53500 | 6.2128 | 0.8324 | 0.6970 | 0.6595 | 0.8749 | 0.8654 |
3.6558 | 2.59 | 53600 | 6.2727 | 0.8315 | 0.7063 | 0.6904 | 0.8668 | 0.8614 |
3.6457 | 2.6 | 53700 | 6.1885 | 0.8411 | 0.7342 | 0.7082 | 0.8719 | 0.8690 |
3.6528 | 2.6 | 53800 | 6.1808 | 0.8351 | 0.7173 | 0.6817 | 0.8721 | 0.8643 |
3.6702 | 2.61 | 53900 | 6.0348 | 0.8413 | 0.7187 | 0.6872 | 0.8736 | 0.8766 |
3.6645 | 2.61 | 54000 | 6.2118 | 0.8350 | 0.7161 | 0.6956 | 0.8689 | 0.8642 |
3.6563 | 2.62 | 54100 | 6.1314 | 0.8415 | 0.7166 | 0.6964 | 0.8802 | 0.8689 |
3.6072 | 2.62 | 54200 | 6.0696 | 0.8466 | 0.7279 | 0.7002 | 0.8821 | 0.8758 |
3.6589 | 2.63 | 54300 | 6.0860 | 0.8475 | 0.7297 | 0.7133 | 0.8794 | 0.8771 |
3.6207 | 2.63 | 54400 | 6.0895 | 0.8428 | 0.7079 | 0.6965 | 0.8788 | 0.8755 |
3.6333 | 2.64 | 54500 | 6.2059 | 0.8369 | 0.7214 | 0.6887 | 0.8676 | 0.8708 |
3.6708 | 2.64 | 54600 | 6.2954 | 0.8295 | 0.6935 | 0.6611 | 0.8689 | 0.8644 |
3.6458 | 2.65 | 54700 | 6.2544 | 0.8368 | 0.7304 | 0.6964 | 0.8664 | 0.8674 |
3.6545 | 2.65 | 54800 | 6.0323 | 0.8454 | 0.7270 | 0.6950 | 0.8766 | 0.8800 |
3.6179 | 2.66 | 54900 | 6.2589 | 0.8337 | 0.7070 | 0.6802 | 0.8670 | 0.8688 |
3.629 | 2.66 | 55000 | 6.1070 | 0.8445 | 0.7360 | 0.7011 | 0.8763 | 0.8742 |
3.6017 | 2.67 | 55100 | 6.2909 | 0.8311 | 0.7082 | 0.6925 | 0.8595 | 0.8665 |
3.6398 | 2.67 | 55200 | 6.0971 | 0.8462 | 0.7408 | 0.7065 | 0.8810 | 0.8713 |
3.6121 | 2.68 | 55300 | 6.0704 | 0.8447 | 0.7185 | 0.6959 | 0.8786 | 0.8779 |
3.6199 | 2.68 | 55400 | 6.0934 | 0.8434 | 0.7166 | 0.6916 | 0.8770 | 0.8778 |
3.6635 | 2.69 | 55500 | 6.0597 | 0.8476 | 0.7371 | 0.7052 | 0.8766 | 0.8804 |
3.6456 | 2.69 | 55600 | 6.0700 | 0.8451 | 0.7288 | 0.6955 | 0.8778 | 0.8775 |
3.6483 | 2.7 | 55700 | 6.1576 | 0.8385 | 0.7021 | 0.6759 | 0.8762 | 0.8738 |
3.6675 | 2.7 | 55800 | 6.0343 | 0.8452 | 0.7247 | 0.6860 | 0.8814 | 0.8774 |
3.651 | 2.7 | 55900 | 6.0529 | 0.8464 | 0.7293 | 0.7027 | 0.8809 | 0.8756 |
3.609 | 2.71 | 56000 | 6.1586 | 0.8404 | 0.7261 | 0.6843 | 0.8735 | 0.8734 |
3.634 | 2.71 | 56100 | 6.0891 | 0.8417 | 0.7232 | 0.6793 | 0.8752 | 0.8768 |
3.6133 | 2.72 | 56200 | 6.1544 | 0.8401 | 0.7269 | 0.6760 | 0.8753 | 0.8726 |
3.6689 | 2.72 | 56300 | 6.1700 | 0.8383 | 0.7195 | 0.6851 | 0.8699 | 0.8733 |
3.6315 | 2.73 | 56400 | 6.0109 | 0.8461 | 0.7312 | 0.6948 | 0.8803 | 0.8769 |
3.6283 | 2.73 | 56500 | 6.1158 | 0.8404 | 0.7213 | 0.6815 | 0.8777 | 0.8710 |
3.6158 | 2.74 | 56600 | 5.9731 | 0.8507 | 0.7412 | 0.7030 | 0.8832 | 0.8812 |
3.6553 | 2.74 | 56700 | 6.0415 | 0.8457 | 0.7252 | 0.6901 | 0.8814 | 0.8774 |
3.6045 | 2.75 | 56800 | 6.0858 | 0.8450 | 0.7386 | 0.7012 | 0.8767 | 0.8744 |
3.5732 | 2.75 | 56900 | 6.0744 | 0.8437 | 0.7185 | 0.6908 | 0.8799 | 0.8754 |
3.6409 | 2.76 | 57000 | 6.1229 | 0.8369 | 0.6983 | 0.6753 | 0.8741 | 0.8731 |
3.6395 | 2.76 | 57100 | 6.0379 | 0.8412 | 0.7145 | 0.6794 | 0.8779 | 0.8749 |
3.6317 | 2.77 | 57200 | 6.0528 | 0.8411 | 0.7130 | 0.6836 | 0.8754 | 0.8765 |
3.6429 | 2.77 | 57300 | 6.0377 | 0.8419 | 0.7077 | 0.6820 | 0.8787 | 0.8770 |
3.6734 | 2.78 | 57400 | 6.0779 | 0.8390 | 0.7112 | 0.6873 | 0.8727 | 0.8735 |
3.6232 | 2.78 | 57500 | 6.1171 | 0.8395 | 0.7256 | 0.6888 | 0.8751 | 0.8685 |
3.6592 | 2.79 | 57600 | 5.9794 | 0.8454 | 0.7259 | 0.6929 | 0.8825 | 0.8747 |
3.5929 | 2.79 | 57700 | 6.1623 | 0.8349 | 0.7102 | 0.6789 | 0.8668 | 0.8715 |
3.6523 | 2.8 | 57800 | 6.0135 | 0.8454 | 0.7176 | 0.6848 | 0.8809 | 0.8803 |
3.6287 | 2.8 | 57900 | 6.1051 | 0.8411 | 0.7150 | 0.6884 | 0.8767 | 0.8735 |
3.6787 | 2.81 | 58000 | 6.1061 | 0.8416 | 0.7188 | 0.6836 | 0.8791 | 0.8726 |
3.6695 | 2.81 | 58100 | 6.0800 | 0.8399 | 0.7125 | 0.6721 | 0.8774 | 0.8745 |
3.6393 | 2.82 | 58200 | 5.9825 | 0.8481 | 0.7256 | 0.6873 | 0.8834 | 0.8820 |
3.5909 | 2.82 | 58300 | 6.1276 | 0.8402 | 0.7207 | 0.6891 | 0.8758 | 0.8708 |
3.6414 | 2.83 | 58400 | 6.1567 | 0.8366 | 0.7006 | 0.6726 | 0.8738 | 0.8728 |
3.6869 | 2.83 | 58500 | 6.0186 | 0.8428 | 0.7064 | 0.6731 | 0.8801 | 0.8803 |
3.6006 | 2.84 | 58600 | 6.0983 | 0.8392 | 0.7092 | 0.6721 | 0.8758 | 0.8752 |
3.5523 | 2.84 | 58700 | 6.1792 | 0.8332 | 0.6955 | 0.6626 | 0.8723 | 0.8693 |
3.6725 | 2.85 | 58800 | 6.0421 | 0.8427 | 0.7006 | 0.6762 | 0.8802 | 0.8806 |
3.6094 | 2.85 | 58900 | 6.1323 | 0.8379 | 0.6944 | 0.6664 | 0.8782 | 0.8745 |
3.6632 | 2.85 | 59000 | 6.0621 | 0.8424 | 0.7070 | 0.6710 | 0.8807 | 0.8790 |
3.663 | 2.86 | 59100 | 6.1047 | 0.8407 | 0.7136 | 0.6745 | 0.8753 | 0.8777 |
3.6468 | 2.86 | 59200 | 6.1394 | 0.8387 | 0.7028 | 0.6767 | 0.8753 | 0.8750 |
3.6194 | 2.87 | 59300 | 6.1741 | 0.8351 | 0.6851 | 0.6617 | 0.8763 | 0.8728 |
3.7017 | 2.87 | 59400 | 6.1892 | 0.8343 | 0.6985 | 0.6676 | 0.8731 | 0.8694 |
3.6099 | 2.88 | 59500 | 6.1451 | 0.8377 | 0.6966 | 0.6700 | 0.8777 | 0.8731 |
3.6547 | 2.88 | 59600 | 6.1705 | 0.8366 | 0.7002 | 0.6732 | 0.8751 | 0.8712 |
3.6961 | 2.89 | 59700 | 6.0730 | 0.8431 | 0.7136 | 0.6892 | 0.8796 | 0.8757 |
3.597 | 2.89 | 59800 | 6.0376 | 0.8452 | 0.7127 | 0.6856 | 0.8834 | 0.8782 |
3.6011 | 2.9 | 59900 | 6.0850 | 0.8409 | 0.7075 | 0.6698 | 0.8794 | 0.8768 |
3.638 | 2.9 | 60000 | 6.1108 | 0.8415 | 0.7184 | 0.6864 | 0.8761 | 0.8748 |
3.6557 | 2.91 | 60100 | 6.0272 | 0.8439 | 0.7102 | 0.6791 | 0.8803 | 0.8804 |
3.6277 | 2.91 | 60200 | 6.1364 | 0.8380 | 0.7026 | 0.6751 | 0.8760 | 0.8729 |
3.639 | 2.92 | 60300 | 6.0610 | 0.8433 | 0.7107 | 0.6874 | 0.8778 | 0.8792 |
3.6554 | 2.92 | 60400 | 6.1450 | 0.8394 | 0.7127 | 0.6820 | 0.8746 | 0.8735 |
3.6074 | 2.93 | 60500 | 6.0894 | 0.8427 | 0.7170 | 0.6848 | 0.8784 | 0.8764 |
3.6397 | 2.93 | 60600 | 6.0727 | 0.8439 | 0.7195 | 0.6894 | 0.8796 | 0.8763 |
3.6278 | 2.94 | 60700 | 6.1070 | 0.8415 | 0.7188 | 0.6831 | 0.8766 | 0.8751 |
3.6305 | 2.94 | 60800 | 6.0354 | 0.8435 | 0.7087 | 0.6778 | 0.8807 | 0.8798 |
3.6398 | 2.95 | 60900 | 6.1629 | 0.8372 | 0.7042 | 0.6767 | 0.8726 | 0.8735 |
3.5754 | 2.95 | 61000 | 6.1593 | 0.8372 | 0.7052 | 0.6716 | 0.8739 | 0.8731 |
3.6162 | 2.96 | 61100 | 6.1231 | 0.8403 | 0.7130 | 0.6749 | 0.8764 | 0.8757 |
3.6207 | 2.96 | 61200 | 6.1234 | 0.8406 | 0.7093 | 0.6764 | 0.8772 | 0.8761 |
3.6295 | 2.97 | 61300 | 6.0516 | 0.8442 | 0.7141 | 0.6805 | 0.8813 | 0.8790 |
3.6482 | 2.97 | 61400 | 6.0852 | 0.8429 | 0.7146 | 0.6811 | 0.8795 | 0.8773 |
3.6223 | 2.98 | 61500 | 6.1148 | 0.8415 | 0.7146 | 0.6807 | 0.8773 | 0.8760 |
3.6209 | 2.98 | 61600 | 6.0961 | 0.8430 | 0.7175 | 0.6821 | 0.8793 | 0.8768 |
3.6329 | 2.99 | 61700 | 6.0858 | 0.8436 | 0.7173 | 0.6850 | 0.8794 | 0.8773 |
3.6826 | 2.99 | 61800 | 6.0794 | 0.8443 | 0.7201 | 0.6848 | 0.8802 | 0.8778 |
3.5935 | 3.0 | 61900 | 6.0795 | 0.8442 | 0.7179 | 0.6827 | 0.8804 | 0.8783 |
3.6721 | 3.0 | 62000 | 6.0841 | 0.8439 | 0.7168 | 0.6826 | 0.8803 | 0.8781 |
Framework versions
- Transformers 4.29.2
- Pytorch 2.0.1+cu117
- Datasets 2.12.0
- Tokenizers 0.13.3