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---
license: other
base_model: nvidia/mit-b0
tags:
- generated_from_trainer
model-index:
- name: segformer-b0_DsMetalDam_Cropped
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# segformer-b0_DsMetalDam_Cropped
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3309
- Mean Iou: 0.6312
- Mean Accuracy: 0.7104
- Overall Accuracy: 0.9042
- Accuracy Matrix: 0.8962
- Accuracy Austenite: 0.9377
- Accuracy Martensite/austenite: 0.7848
- Accuracy Precipitate: 0.0238
- Accuracy Defect: 0.9095
- Iou Matrix: 0.7932
- Iou Austenite: 0.8867
- Iou Martensite/austenite: 0.6391
- Iou Precipitate: 0.0235
- Iou Defect: 0.8134
## 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: 6e-05
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 200
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Matrix | Accuracy Austenite | Accuracy Martensite/austenite | Accuracy Precipitate | Accuracy Defect | Iou Matrix | Iou Austenite | Iou Martensite/austenite | Iou Precipitate | Iou Defect |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:---------------:|:------------------:|:-----------------------------:|:--------------------:|:---------------:|:----------:|:-------------:|:------------------------:|:---------------:|:----------:|
| 1.0587 | 1.0 | 31 | 1.4211 | 0.3165 | 0.4213 | 0.6797 | 0.9192 | 0.6004 | 0.2790 | 0.0 | 0.3079 | 0.5281 | 0.5732 | 0.1896 | 0.0 | 0.2917 |
| 0.7494 | 2.0 | 62 | 0.8296 | 0.4457 | 0.5918 | 0.7917 | 0.8842 | 0.7985 | 0.4044 | 0.0 | 0.8718 | 0.6446 | 0.7549 | 0.2581 | 0.0 | 0.5710 |
| 0.6899 | 3.0 | 93 | 0.6045 | 0.4630 | 0.6072 | 0.8321 | 0.8853 | 0.8693 | 0.4065 | 0.0 | 0.8749 | 0.6870 | 0.8067 | 0.3224 | 0.0 | 0.4986 |
| 0.5674 | 4.0 | 124 | 0.5558 | 0.4880 | 0.6016 | 0.8397 | 0.9109 | 0.8684 | 0.4005 | 0.0 | 0.8280 | 0.6978 | 0.8122 | 0.3421 | 0.0 | 0.5879 |
| 0.502 | 5.0 | 155 | 0.5607 | 0.4955 | 0.6356 | 0.8295 | 0.8603 | 0.8499 | 0.6263 | 0.0 | 0.8414 | 0.6855 | 0.8085 | 0.3777 | 0.0 | 0.6061 |
| 0.3986 | 6.0 | 186 | 0.4665 | 0.5226 | 0.6215 | 0.8566 | 0.8929 | 0.9040 | 0.4372 | 0.0 | 0.8733 | 0.7180 | 0.8334 | 0.3882 | 0.0 | 0.6731 |
| 0.331 | 7.0 | 217 | 0.4544 | 0.5277 | 0.6452 | 0.8582 | 0.8766 | 0.8989 | 0.5666 | 0.0 | 0.8838 | 0.7185 | 0.8371 | 0.4417 | 0.0 | 0.6413 |
| 0.4161 | 8.0 | 248 | 0.4218 | 0.5425 | 0.6514 | 0.8629 | 0.8599 | 0.9150 | 0.5838 | 0.0 | 0.8982 | 0.7206 | 0.8436 | 0.4604 | 0.0 | 0.6879 |
| 0.4733 | 9.0 | 279 | 0.4175 | 0.5496 | 0.6539 | 0.8637 | 0.8721 | 0.9020 | 0.6363 | 0.0 | 0.8592 | 0.7251 | 0.8431 | 0.4791 | 0.0 | 0.7007 |
| 0.3915 | 10.0 | 310 | 0.3994 | 0.5530 | 0.6416 | 0.8669 | 0.8790 | 0.9120 | 0.5754 | 0.0 | 0.8414 | 0.7279 | 0.8477 | 0.4695 | 0.0 | 0.7197 |
| 0.3029 | 11.0 | 341 | 0.3929 | 0.5468 | 0.6503 | 0.8668 | 0.8554 | 0.9306 | 0.5384 | 0.0 | 0.9268 | 0.7253 | 0.8478 | 0.4538 | 0.0 | 0.7071 |
| 0.3332 | 12.0 | 372 | 0.3976 | 0.5591 | 0.6596 | 0.8635 | 0.8651 | 0.9019 | 0.6651 | 0.0 | 0.8658 | 0.7218 | 0.8477 | 0.4762 | 0.0 | 0.7496 |
| 0.3069 | 13.0 | 403 | 0.3913 | 0.5592 | 0.6602 | 0.8644 | 0.8258 | 0.9217 | 0.7095 | 0.0 | 0.8440 | 0.7162 | 0.8498 | 0.4928 | 0.0 | 0.7372 |
| 0.3755 | 14.0 | 434 | 0.3747 | 0.5724 | 0.6605 | 0.8736 | 0.8952 | 0.9076 | 0.6185 | 0.0 | 0.8811 | 0.7388 | 0.8522 | 0.5152 | 0.0 | 0.7557 |
| 0.292 | 15.0 | 465 | 0.3751 | 0.5728 | 0.6601 | 0.8706 | 0.8702 | 0.9087 | 0.6860 | 0.0 | 0.8355 | 0.7305 | 0.8531 | 0.5146 | 0.0 | 0.7657 |
| 0.2111 | 16.0 | 496 | 0.3670 | 0.5689 | 0.6799 | 0.8715 | 0.8415 | 0.9221 | 0.7232 | 0.0 | 0.9129 | 0.7279 | 0.8560 | 0.5230 | 0.0 | 0.7376 |
| 0.2375 | 17.0 | 527 | 0.3548 | 0.5779 | 0.6576 | 0.8782 | 0.8709 | 0.9309 | 0.6174 | 0.0 | 0.8688 | 0.7427 | 0.8584 | 0.5247 | 0.0 | 0.7639 |
| 0.2418 | 18.0 | 558 | 0.3560 | 0.5811 | 0.6669 | 0.8781 | 0.8806 | 0.9206 | 0.6467 | 0.0 | 0.8867 | 0.7442 | 0.8582 | 0.5329 | 0.0 | 0.7700 |
| 0.3302 | 19.0 | 589 | 0.3519 | 0.5831 | 0.6659 | 0.8793 | 0.8848 | 0.9203 | 0.6464 | 0.0 | 0.8781 | 0.7474 | 0.8588 | 0.5361 | 0.0 | 0.7730 |
| 0.3702 | 20.0 | 620 | 0.3597 | 0.5780 | 0.6814 | 0.8723 | 0.8481 | 0.9163 | 0.7475 | 0.0 | 0.8952 | 0.7299 | 0.8579 | 0.5278 | 0.0 | 0.7745 |
| 0.2315 | 21.0 | 651 | 0.3551 | 0.5801 | 0.6866 | 0.8744 | 0.8595 | 0.9108 | 0.7622 | 0.0 | 0.9003 | 0.7378 | 0.8573 | 0.5383 | 0.0 | 0.7673 |
| 0.2709 | 22.0 | 682 | 0.3446 | 0.5849 | 0.6870 | 0.8792 | 0.8549 | 0.9252 | 0.7403 | 0.0 | 0.9144 | 0.7430 | 0.8620 | 0.5532 | 0.0 | 0.7664 |
| 0.2355 | 23.0 | 713 | 0.3531 | 0.5799 | 0.6873 | 0.8738 | 0.8370 | 0.9227 | 0.7696 | 0.0 | 0.9074 | 0.7325 | 0.8600 | 0.5319 | 0.0 | 0.7750 |
| 0.288 | 24.0 | 744 | 0.3389 | 0.5922 | 0.6829 | 0.8825 | 0.8742 | 0.9248 | 0.6995 | 0.0 | 0.9161 | 0.7505 | 0.8622 | 0.5644 | 0.0 | 0.7840 |
| 0.2938 | 25.0 | 775 | 0.3420 | 0.5881 | 0.6854 | 0.8804 | 0.8576 | 0.9266 | 0.7337 | 0.0 | 0.9091 | 0.7453 | 0.8637 | 0.5521 | 0.0 | 0.7796 |
| 0.2376 | 26.0 | 806 | 0.3422 | 0.5954 | 0.6808 | 0.8841 | 0.8984 | 0.9131 | 0.6979 | 0.0 | 0.8948 | 0.7559 | 0.8617 | 0.5772 | 0.0 | 0.7824 |
| 0.1839 | 27.0 | 837 | 0.3377 | 0.5944 | 0.6752 | 0.8847 | 0.8745 | 0.9317 | 0.6777 | 0.0 | 0.8923 | 0.7546 | 0.8641 | 0.5646 | 0.0 | 0.7887 |
| 0.3215 | 28.0 | 868 | 0.3465 | 0.5892 | 0.6883 | 0.8789 | 0.8837 | 0.9049 | 0.7560 | 0.0 | 0.8968 | 0.7472 | 0.8606 | 0.5559 | 0.0 | 0.7821 |
| 0.2257 | 29.0 | 899 | 0.3307 | 0.5968 | 0.6807 | 0.8862 | 0.8814 | 0.9227 | 0.7331 | 0.0 | 0.8663 | 0.7581 | 0.8663 | 0.5817 | 0.0 | 0.7779 |
| 0.233 | 30.0 | 930 | 0.3336 | 0.5996 | 0.6844 | 0.8856 | 0.8732 | 0.9259 | 0.7377 | 0.0 | 0.8852 | 0.7559 | 0.8666 | 0.5782 | 0.0 | 0.7974 |
| 0.233 | 31.0 | 961 | 0.3289 | 0.5976 | 0.6888 | 0.8861 | 0.8823 | 0.9225 | 0.7267 | 0.0 | 0.9125 | 0.7583 | 0.8674 | 0.5744 | 0.0 | 0.7880 |
| 0.4085 | 32.0 | 992 | 0.3288 | 0.6014 | 0.6930 | 0.8881 | 0.8829 | 0.9228 | 0.7471 | 0.0 | 0.9124 | 0.7631 | 0.8685 | 0.5853 | 0.0 | 0.79 |
| 0.2231 | 33.0 | 1023 | 0.3352 | 0.5911 | 0.6922 | 0.8862 | 0.8789 | 0.9271 | 0.7076 | 0.0 | 0.9476 | 0.7588 | 0.8677 | 0.5683 | 0.0 | 0.7607 |
| 0.2222 | 34.0 | 1054 | 0.3245 | 0.6057 | 0.6880 | 0.8909 | 0.8830 | 0.9309 | 0.7256 | 0.0 | 0.9003 | 0.7674 | 0.8705 | 0.5947 | 0.0 | 0.7959 |
| 0.2053 | 35.0 | 1085 | 0.3241 | 0.6028 | 0.6917 | 0.8889 | 0.8756 | 0.9278 | 0.7545 | 0.0 | 0.9004 | 0.7628 | 0.8707 | 0.5868 | 0.0 | 0.7936 |
| 0.2542 | 36.0 | 1116 | 0.3207 | 0.6006 | 0.6788 | 0.8881 | 0.8633 | 0.9382 | 0.7266 | 0.0 | 0.8659 | 0.7591 | 0.8698 | 0.5800 | 0.0 | 0.7940 |
| 0.2055 | 37.0 | 1147 | 0.3236 | 0.5998 | 0.7014 | 0.8913 | 0.8748 | 0.9331 | 0.7474 | 0.0 | 0.9515 | 0.7676 | 0.8721 | 0.5966 | 0.0 | 0.7627 |
| 0.1689 | 38.0 | 1178 | 0.3321 | 0.6024 | 0.6916 | 0.8866 | 0.8882 | 0.9154 | 0.7593 | 0.0 | 0.8948 | 0.7603 | 0.8679 | 0.5824 | 0.0 | 0.8015 |
| 0.2576 | 39.0 | 1209 | 0.3345 | 0.5969 | 0.7014 | 0.8845 | 0.8504 | 0.9277 | 0.8100 | 0.0 | 0.9187 | 0.7530 | 0.8695 | 0.5735 | 0.0 | 0.7886 |
| 0.222 | 40.0 | 1240 | 0.3254 | 0.6053 | 0.6889 | 0.8913 | 0.8976 | 0.9232 | 0.7209 | 0.0 | 0.9030 | 0.7691 | 0.8718 | 0.5928 | 0.0 | 0.7927 |
| 0.1623 | 41.0 | 1271 | 0.3276 | 0.6016 | 0.6884 | 0.8908 | 0.8969 | 0.9243 | 0.7087 | 0.0 | 0.9121 | 0.7679 | 0.8708 | 0.5909 | 0.0 | 0.7783 |
| 0.2704 | 42.0 | 1302 | 0.3244 | 0.6044 | 0.6899 | 0.8909 | 0.8955 | 0.9210 | 0.7416 | 0.0 | 0.8912 | 0.7690 | 0.8710 | 0.5956 | 0.0 | 0.7866 |
| 0.1908 | 43.0 | 1333 | 0.3228 | 0.6047 | 0.6934 | 0.8916 | 0.8731 | 0.9344 | 0.7533 | 0.0 | 0.9065 | 0.7673 | 0.8727 | 0.5990 | 0.0 | 0.7844 |
| 0.1495 | 44.0 | 1364 | 0.3240 | 0.6030 | 0.6865 | 0.8910 | 0.8858 | 0.9283 | 0.7337 | 0.0 | 0.8845 | 0.7676 | 0.8732 | 0.5867 | 0.0 | 0.7875 |
| 0.2101 | 45.0 | 1395 | 0.3168 | 0.6081 | 0.6901 | 0.8922 | 0.8709 | 0.9355 | 0.7636 | 0.0 | 0.8803 | 0.7674 | 0.8745 | 0.5994 | 0.0 | 0.7994 |
| 0.1346 | 46.0 | 1426 | 0.3185 | 0.6035 | 0.6883 | 0.8923 | 0.8869 | 0.9276 | 0.7503 | 0.0 | 0.8767 | 0.7699 | 0.8737 | 0.5993 | 0.0 | 0.7744 |
| 0.117 | 47.0 | 1457 | 0.3196 | 0.6018 | 0.6847 | 0.8917 | 0.8838 | 0.9261 | 0.7708 | 0.0 | 0.8427 | 0.7688 | 0.8736 | 0.6002 | 0.0 | 0.7666 |
| 0.2403 | 48.0 | 1488 | 0.3146 | 0.6081 | 0.6978 | 0.8937 | 0.8683 | 0.9374 | 0.7792 | 0.0 | 0.9042 | 0.7704 | 0.8751 | 0.6115 | 0.0 | 0.7834 |
| 0.1426 | 49.0 | 1519 | 0.3208 | 0.6100 | 0.6979 | 0.8922 | 0.9028 | 0.9154 | 0.7652 | 0.0 | 0.9059 | 0.7713 | 0.8712 | 0.6122 | 0.0 | 0.7955 |
| 0.178 | 50.0 | 1550 | 0.3180 | 0.6075 | 0.6948 | 0.8939 | 0.8856 | 0.9323 | 0.7410 | 0.0 | 0.9152 | 0.7719 | 0.8757 | 0.6033 | 0.0 | 0.7867 |
| 0.1789 | 51.0 | 1581 | 0.3262 | 0.6108 | 0.6945 | 0.8931 | 0.9031 | 0.9175 | 0.7619 | 0.0 | 0.8902 | 0.7733 | 0.8727 | 0.6115 | 0.0 | 0.7968 |
| 0.252 | 52.0 | 1612 | 0.3312 | 0.6075 | 0.6922 | 0.8911 | 0.8984 | 0.9174 | 0.7581 | 0.0 | 0.8872 | 0.7701 | 0.8723 | 0.5944 | 0.0 | 0.8007 |
| 0.1836 | 53.0 | 1643 | 0.3247 | 0.6026 | 0.6882 | 0.8907 | 0.8891 | 0.9207 | 0.7724 | 0.0 | 0.8589 | 0.7692 | 0.8725 | 0.5925 | 0.0 | 0.7789 |
| 0.2154 | 54.0 | 1674 | 0.3210 | 0.6108 | 0.6994 | 0.8951 | 0.8846 | 0.9309 | 0.7711 | 0.0 | 0.9103 | 0.7757 | 0.8757 | 0.6141 | 0.0 | 0.7887 |
| 0.1304 | 55.0 | 1705 | 0.3182 | 0.6132 | 0.6950 | 0.8961 | 0.8969 | 0.9298 | 0.7377 | 0.0 | 0.9107 | 0.7779 | 0.8767 | 0.6113 | 0.0 | 0.8000 |
| 0.2055 | 56.0 | 1736 | 0.3201 | 0.6147 | 0.6934 | 0.8958 | 0.9017 | 0.9249 | 0.7482 | 0.0 | 0.8923 | 0.7775 | 0.8762 | 0.6135 | 0.0 | 0.8064 |
| 0.1814 | 57.0 | 1767 | 0.3180 | 0.6143 | 0.6863 | 0.8961 | 0.8855 | 0.9370 | 0.7389 | 0.0 | 0.8701 | 0.7765 | 0.8772 | 0.6095 | 0.0 | 0.8082 |
| 0.1822 | 58.0 | 1798 | 0.3221 | 0.6095 | 0.6973 | 0.8957 | 0.8946 | 0.9305 | 0.7361 | 0.0 | 0.9254 | 0.7766 | 0.8769 | 0.6089 | 0.0 | 0.7850 |
| 0.1751 | 59.0 | 1829 | 0.3258 | 0.6113 | 0.7014 | 0.8932 | 0.8857 | 0.9251 | 0.7846 | 0.0 | 0.9115 | 0.7721 | 0.8760 | 0.6022 | 0.0 | 0.8060 |
| 0.1616 | 60.0 | 1860 | 0.3242 | 0.6118 | 0.6999 | 0.8942 | 0.8838 | 0.9297 | 0.7722 | 0.0 | 0.9138 | 0.7729 | 0.8772 | 0.6039 | 0.0 | 0.8051 |
| 0.1791 | 61.0 | 1891 | 0.3302 | 0.6126 | 0.7045 | 0.8924 | 0.9016 | 0.9130 | 0.7898 | 0.0 | 0.9182 | 0.7733 | 0.8722 | 0.6099 | 0.0 | 0.8075 |
| 0.1588 | 62.0 | 1922 | 0.3178 | 0.6173 | 0.6918 | 0.8984 | 0.9007 | 0.9327 | 0.7299 | 0.0 | 0.8958 | 0.7818 | 0.8791 | 0.6182 | 0.0 | 0.8072 |
| 0.1893 | 63.0 | 1953 | 0.3127 | 0.6115 | 0.6924 | 0.8959 | 0.8765 | 0.9395 | 0.7565 | 0.0 | 0.8897 | 0.7747 | 0.8790 | 0.6063 | 0.0 | 0.7975 |
| 0.1459 | 64.0 | 1984 | 0.3227 | 0.6097 | 0.7049 | 0.8940 | 0.8810 | 0.9285 | 0.7891 | 0.0 | 0.9258 | 0.7731 | 0.8768 | 0.6060 | 0.0 | 0.7928 |
| 0.2339 | 65.0 | 2015 | 0.3242 | 0.6122 | 0.7011 | 0.8961 | 0.9014 | 0.9244 | 0.7549 | 0.0 | 0.9251 | 0.7782 | 0.8763 | 0.6178 | 0.0 | 0.7886 |
| 0.198 | 66.0 | 2046 | 0.3216 | 0.6132 | 0.6978 | 0.8954 | 0.8864 | 0.9270 | 0.7973 | 0.0 | 0.8782 | 0.7765 | 0.8765 | 0.6174 | 0.0 | 0.7953 |
| 0.1759 | 67.0 | 2077 | 0.3191 | 0.6153 | 0.7001 | 0.8965 | 0.8936 | 0.9294 | 0.7599 | 0.0 | 0.9175 | 0.7781 | 0.8785 | 0.6126 | 0.0 | 0.8072 |
| 0.1246 | 68.0 | 2108 | 0.3206 | 0.6141 | 0.7029 | 0.8957 | 0.8860 | 0.9299 | 0.7789 | 0.0 | 0.9198 | 0.7763 | 0.8787 | 0.6087 | 0.0 | 0.8068 |
| 0.1876 | 69.0 | 2139 | 0.3232 | 0.6154 | 0.6972 | 0.8968 | 0.9042 | 0.9262 | 0.7401 | 0.0 | 0.9154 | 0.7805 | 0.8770 | 0.6139 | 0.0 | 0.8055 |
| 0.1843 | 70.0 | 2170 | 0.3238 | 0.6124 | 0.7039 | 0.8949 | 0.8931 | 0.9235 | 0.7834 | 0.0 | 0.9196 | 0.7760 | 0.8770 | 0.6101 | 0.0 | 0.7987 |
| 0.1631 | 71.0 | 2201 | 0.3194 | 0.6130 | 0.7007 | 0.8954 | 0.8851 | 0.9295 | 0.7832 | 0.0 | 0.9056 | 0.7750 | 0.8786 | 0.6104 | 0.0 | 0.8009 |
| 0.1753 | 72.0 | 2232 | 0.3112 | 0.6170 | 0.6973 | 0.8990 | 0.8904 | 0.9361 | 0.7574 | 0.0 | 0.9027 | 0.7826 | 0.8802 | 0.6226 | 0.0 | 0.7997 |
| 0.1663 | 73.0 | 2263 | 0.3222 | 0.6164 | 0.6948 | 0.8979 | 0.8997 | 0.9304 | 0.7443 | 0.0 | 0.8994 | 0.7814 | 0.8799 | 0.6126 | 0.0 | 0.8083 |
| 0.1602 | 74.0 | 2294 | 0.3213 | 0.6170 | 0.6970 | 0.8975 | 0.9024 | 0.9256 | 0.7614 | 0.0 | 0.8957 | 0.7817 | 0.8786 | 0.6165 | 0.0 | 0.8081 |
| 0.1749 | 75.0 | 2325 | 0.3278 | 0.6127 | 0.7030 | 0.8948 | 0.8887 | 0.9253 | 0.7901 | 0.0 | 0.9107 | 0.7754 | 0.8781 | 0.6063 | 0.0 | 0.8039 |
| 0.1681 | 76.0 | 2356 | 0.3172 | 0.6183 | 0.7025 | 0.8997 | 0.8948 | 0.9342 | 0.7603 | 0.0 | 0.9231 | 0.7845 | 0.8805 | 0.6281 | 0.0 | 0.7981 |
| 0.2078 | 77.0 | 2387 | 0.3265 | 0.6157 | 0.6951 | 0.8976 | 0.9031 | 0.9239 | 0.7731 | 0.0 | 0.8755 | 0.7823 | 0.8783 | 0.6206 | 0.0 | 0.7971 |
| 0.2475 | 78.0 | 2418 | 0.3201 | 0.6167 | 0.6968 | 0.8984 | 0.8890 | 0.9361 | 0.7561 | 0.0 | 0.9029 | 0.7812 | 0.8798 | 0.6196 | 0.0 | 0.8031 |
| 0.1696 | 79.0 | 2449 | 0.3209 | 0.6165 | 0.6985 | 0.8991 | 0.8926 | 0.9367 | 0.7442 | 0.0 | 0.9189 | 0.7826 | 0.8808 | 0.6187 | 0.0 | 0.8004 |
| 0.1625 | 80.0 | 2480 | 0.3263 | 0.6110 | 0.6949 | 0.8952 | 0.8801 | 0.9316 | 0.7902 | 0.0 | 0.8728 | 0.7762 | 0.8783 | 0.6056 | 0.0 | 0.7952 |
| 0.1801 | 81.0 | 2511 | 0.3213 | 0.6133 | 0.6952 | 0.8969 | 0.8920 | 0.9296 | 0.7735 | 0.0 | 0.8808 | 0.7789 | 0.8795 | 0.6145 | 0.0 | 0.7937 |
| 0.1679 | 82.0 | 2542 | 0.3209 | 0.6150 | 0.7005 | 0.8984 | 0.8902 | 0.9346 | 0.7624 | 0.0 | 0.9154 | 0.7819 | 0.8808 | 0.6168 | 0.0 | 0.7956 |
| 0.1827 | 83.0 | 2573 | 0.3273 | 0.6169 | 0.6968 | 0.8980 | 0.9039 | 0.9266 | 0.7543 | 0.0 | 0.8993 | 0.7821 | 0.8792 | 0.6189 | 0.0 | 0.8042 |
| 0.1576 | 84.0 | 2604 | 0.3241 | 0.6116 | 0.7069 | 0.8979 | 0.8960 | 0.9299 | 0.7605 | 0.0 | 0.9483 | 0.7816 | 0.8801 | 0.6149 | 0.0 | 0.7812 |
| 0.1845 | 85.0 | 2635 | 0.3181 | 0.6179 | 0.6952 | 0.8993 | 0.8991 | 0.9344 | 0.7349 | 0.0 | 0.9075 | 0.7844 | 0.8813 | 0.6128 | 0.0 | 0.8110 |
| 0.122 | 86.0 | 2666 | 0.3233 | 0.6169 | 0.6967 | 0.8988 | 0.8992 | 0.9315 | 0.7496 | 0.0 | 0.9034 | 0.7834 | 0.8808 | 0.6153 | 0.0 | 0.8050 |
| 0.142 | 87.0 | 2697 | 0.3220 | 0.6163 | 0.6982 | 0.8981 | 0.8966 | 0.9282 | 0.7775 | 0.0 | 0.8887 | 0.7820 | 0.8804 | 0.6192 | 0.0 | 0.8001 |
| 0.1839 | 88.0 | 2728 | 0.3211 | 0.6106 | 0.6895 | 0.8971 | 0.8823 | 0.9350 | 0.7813 | 0.0 | 0.8490 | 0.7795 | 0.8800 | 0.6120 | 0.0 | 0.7816 |
| 0.1716 | 89.0 | 2759 | 0.3240 | 0.6201 | 0.7013 | 0.8999 | 0.9046 | 0.9277 | 0.7663 | 0.0 | 0.9079 | 0.7858 | 0.8808 | 0.6284 | 0.0 | 0.8054 |
| 0.1356 | 90.0 | 2790 | 0.3270 | 0.6181 | 0.6962 | 0.8987 | 0.9068 | 0.9261 | 0.7536 | 0.0 | 0.8945 | 0.7839 | 0.8794 | 0.6218 | 0.0 | 0.8054 |
| 0.1338 | 91.0 | 2821 | 0.3233 | 0.6200 | 0.7061 | 0.8995 | 0.9033 | 0.9260 | 0.7786 | 0.0 | 0.9227 | 0.7852 | 0.8809 | 0.6268 | 0.0 | 0.8069 |
| 0.1509 | 92.0 | 2852 | 0.3197 | 0.6194 | 0.6991 | 0.9008 | 0.8954 | 0.9368 | 0.7537 | 0.0 | 0.9098 | 0.7862 | 0.8833 | 0.6237 | 0.0 | 0.8041 |
| 0.1421 | 93.0 | 2883 | 0.3212 | 0.6176 | 0.7027 | 0.8994 | 0.8820 | 0.9394 | 0.7758 | 0.0 | 0.9164 | 0.7821 | 0.8825 | 0.6217 | 0.0 | 0.8018 |
| 0.1461 | 94.0 | 2914 | 0.3260 | 0.6148 | 0.7042 | 0.8965 | 0.8872 | 0.9274 | 0.8033 | 0.0 | 0.9029 | 0.7782 | 0.8812 | 0.6095 | 0.0 | 0.8052 |
| 0.1412 | 95.0 | 2945 | 0.3251 | 0.6116 | 0.7042 | 0.8948 | 0.8702 | 0.9330 | 0.8171 | 0.0 | 0.9009 | 0.7739 | 0.8810 | 0.6000 | 0.0 | 0.8032 |
| 0.1244 | 96.0 | 2976 | 0.3144 | 0.6192 | 0.6993 | 0.9007 | 0.8930 | 0.9365 | 0.7654 | 0.0 | 0.9017 | 0.7868 | 0.8821 | 0.6271 | 0.0 | 0.7999 |
| 0.1734 | 97.0 | 3007 | 0.3198 | 0.6191 | 0.7002 | 0.8999 | 0.9025 | 0.9301 | 0.7592 | 0.0001 | 0.9090 | 0.7859 | 0.8808 | 0.6264 | 0.0001 | 0.8026 |
| 0.154 | 98.0 | 3038 | 0.3171 | 0.6178 | 0.7013 | 0.9005 | 0.8937 | 0.9363 | 0.7614 | 0.0 | 0.9150 | 0.7864 | 0.8819 | 0.6270 | 0.0 | 0.7937 |
| 0.1866 | 99.0 | 3069 | 0.3227 | 0.6213 | 0.7011 | 0.9006 | 0.9023 | 0.9315 | 0.7580 | 0.0000 | 0.9137 | 0.7868 | 0.8817 | 0.6279 | 0.0000 | 0.8099 |
| 0.1751 | 100.0 | 3100 | 0.3208 | 0.6191 | 0.7039 | 0.9004 | 0.8813 | 0.9422 | 0.7706 | 0.0 | 0.9255 | 0.7841 | 0.8827 | 0.6265 | 0.0 | 0.8020 |
| 0.1078 | 101.0 | 3131 | 0.3304 | 0.6177 | 0.7015 | 0.9013 | 0.9189 | 0.9279 | 0.7176 | 0.0 | 0.9431 | 0.7898 | 0.8820 | 0.6233 | 0.0 | 0.7935 |
| 0.1679 | 102.0 | 3162 | 0.3162 | 0.6196 | 0.6978 | 0.9006 | 0.8923 | 0.9355 | 0.7755 | 0.0001 | 0.8856 | 0.7862 | 0.8836 | 0.6234 | 0.0001 | 0.8050 |
| 0.1005 | 103.0 | 3193 | 0.3241 | 0.6161 | 0.7076 | 0.8984 | 0.8835 | 0.9336 | 0.7977 | 0.0000 | 0.9232 | 0.7815 | 0.8821 | 0.6178 | 0.0000 | 0.7992 |
| 0.1232 | 104.0 | 3224 | 0.3285 | 0.6154 | 0.7034 | 0.8970 | 0.8966 | 0.9237 | 0.7951 | 0.0000 | 0.9016 | 0.7810 | 0.8801 | 0.6130 | 0.0000 | 0.8029 |
| 0.1524 | 105.0 | 3255 | 0.3228 | 0.6201 | 0.7009 | 0.9015 | 0.8919 | 0.9392 | 0.7608 | 0.0001 | 0.9124 | 0.7873 | 0.8834 | 0.6298 | 0.0001 | 0.8000 |
| 0.154 | 106.0 | 3286 | 0.3226 | 0.6212 | 0.6972 | 0.9018 | 0.9006 | 0.9367 | 0.7438 | 0.0001 | 0.9048 | 0.7893 | 0.8835 | 0.6250 | 0.0001 | 0.8080 |
| 0.1818 | 107.0 | 3317 | 0.3237 | 0.6227 | 0.7025 | 0.9013 | 0.9015 | 0.9333 | 0.7574 | 0.0002 | 0.9201 | 0.7888 | 0.8824 | 0.6283 | 0.0002 | 0.8138 |
| 0.1238 | 108.0 | 3348 | 0.3187 | 0.6212 | 0.6999 | 0.9015 | 0.8949 | 0.9374 | 0.7612 | 0.0001 | 0.9061 | 0.7884 | 0.8837 | 0.6252 | 0.0001 | 0.8087 |
| 0.2181 | 109.0 | 3379 | 0.3235 | 0.6205 | 0.7012 | 0.9018 | 0.8998 | 0.9360 | 0.7523 | 0.0002 | 0.9176 | 0.7893 | 0.8834 | 0.6276 | 0.0002 | 0.8022 |
| 0.165 | 110.0 | 3410 | 0.3220 | 0.6185 | 0.7003 | 0.8997 | 0.8848 | 0.9362 | 0.7919 | 0.0002 | 0.8882 | 0.7842 | 0.8825 | 0.6238 | 0.0002 | 0.8019 |
| 0.1889 | 111.0 | 3441 | 0.3178 | 0.6197 | 0.6966 | 0.9011 | 0.8929 | 0.9362 | 0.7745 | 0.0003 | 0.8789 | 0.7873 | 0.8832 | 0.6283 | 0.0003 | 0.7992 |
| 0.1767 | 112.0 | 3472 | 0.3239 | 0.6205 | 0.7075 | 0.8999 | 0.8875 | 0.9349 | 0.7901 | 0.0002 | 0.9247 | 0.7848 | 0.8829 | 0.6235 | 0.0002 | 0.8111 |
| 0.1143 | 113.0 | 3503 | 0.3264 | 0.6217 | 0.7030 | 0.9006 | 0.8978 | 0.9329 | 0.7686 | 0.0002 | 0.9154 | 0.7866 | 0.8827 | 0.6257 | 0.0002 | 0.8132 |
| 0.1224 | 114.0 | 3534 | 0.3247 | 0.6211 | 0.7038 | 0.9003 | 0.8968 | 0.9317 | 0.7779 | 0.0004 | 0.9120 | 0.7862 | 0.8828 | 0.6245 | 0.0004 | 0.8115 |
| 0.1811 | 115.0 | 3565 | 0.3269 | 0.6216 | 0.7006 | 0.9010 | 0.8899 | 0.9382 | 0.7713 | 0.0004 | 0.9029 | 0.7866 | 0.8840 | 0.6242 | 0.0004 | 0.8129 |
| 0.1454 | 116.0 | 3596 | 0.3226 | 0.6241 | 0.6999 | 0.9025 | 0.8950 | 0.9378 | 0.7708 | 0.0007 | 0.8950 | 0.7899 | 0.8842 | 0.6344 | 0.0007 | 0.8112 |
| 0.1171 | 117.0 | 3627 | 0.3200 | 0.6233 | 0.7021 | 0.9026 | 0.8924 | 0.9409 | 0.7599 | 0.0004 | 0.9167 | 0.7897 | 0.8851 | 0.6288 | 0.0004 | 0.8123 |
| 0.207 | 118.0 | 3658 | 0.3268 | 0.6221 | 0.6987 | 0.9016 | 0.8970 | 0.9359 | 0.7634 | 0.0002 | 0.8969 | 0.7881 | 0.8844 | 0.6251 | 0.0002 | 0.8128 |
| 0.1439 | 119.0 | 3689 | 0.3248 | 0.6212 | 0.7082 | 0.9011 | 0.8888 | 0.9359 | 0.7920 | 0.0008 | 0.9236 | 0.7867 | 0.8839 | 0.6293 | 0.0008 | 0.8053 |
| 0.166 | 120.0 | 3720 | 0.3292 | 0.6205 | 0.7069 | 0.9000 | 0.8925 | 0.9313 | 0.7958 | 0.0014 | 0.9133 | 0.7855 | 0.8829 | 0.6257 | 0.0014 | 0.8073 |
| 0.101 | 121.0 | 3751 | 0.3322 | 0.6178 | 0.7031 | 0.8989 | 0.8968 | 0.9273 | 0.7919 | 0.0010 | 0.8986 | 0.7839 | 0.8814 | 0.6218 | 0.0010 | 0.8008 |
| 0.1808 | 122.0 | 3782 | 0.3190 | 0.6206 | 0.7010 | 0.9009 | 0.8873 | 0.9379 | 0.7839 | 0.0023 | 0.8936 | 0.7860 | 0.8838 | 0.6272 | 0.0023 | 0.8036 |
| 0.1685 | 123.0 | 3813 | 0.3256 | 0.6214 | 0.6977 | 0.9030 | 0.8997 | 0.9391 | 0.7465 | 0.0017 | 0.9017 | 0.7912 | 0.8852 | 0.6292 | 0.0017 | 0.7999 |
| 0.119 | 124.0 | 3844 | 0.3226 | 0.6233 | 0.6982 | 0.9033 | 0.8990 | 0.9381 | 0.7618 | 0.0011 | 0.8910 | 0.7921 | 0.8848 | 0.6354 | 0.0011 | 0.8031 |
| 0.1356 | 125.0 | 3875 | 0.3210 | 0.6230 | 0.7076 | 0.9016 | 0.8922 | 0.9351 | 0.7891 | 0.0013 | 0.9202 | 0.7881 | 0.8845 | 0.6291 | 0.0013 | 0.8118 |
| 0.1519 | 126.0 | 3906 | 0.3222 | 0.6254 | 0.7047 | 0.9038 | 0.9030 | 0.9363 | 0.7602 | 0.0016 | 0.9224 | 0.7930 | 0.8856 | 0.6363 | 0.0016 | 0.8105 |
| 0.1492 | 127.0 | 3937 | 0.3224 | 0.6228 | 0.7042 | 0.9022 | 0.8926 | 0.9369 | 0.7835 | 0.0019 | 0.9062 | 0.7895 | 0.8842 | 0.6335 | 0.0019 | 0.8047 |
| 0.1248 | 128.0 | 3968 | 0.3205 | 0.6245 | 0.7014 | 0.9038 | 0.9000 | 0.9389 | 0.7560 | 0.0023 | 0.9096 | 0.7931 | 0.8853 | 0.6358 | 0.0023 | 0.8060 |
| 0.1599 | 129.0 | 3999 | 0.3239 | 0.6243 | 0.7040 | 0.9026 | 0.9009 | 0.9346 | 0.7682 | 0.0014 | 0.9151 | 0.7909 | 0.8848 | 0.6317 | 0.0014 | 0.8126 |
| 0.174 | 130.0 | 4030 | 0.3217 | 0.6243 | 0.7037 | 0.9027 | 0.8938 | 0.9370 | 0.7843 | 0.0034 | 0.9000 | 0.7901 | 0.8859 | 0.6319 | 0.0034 | 0.8101 |
| 0.1679 | 131.0 | 4061 | 0.3264 | 0.6223 | 0.6965 | 0.9028 | 0.8929 | 0.9395 | 0.7734 | 0.0039 | 0.8727 | 0.7907 | 0.8847 | 0.6346 | 0.0039 | 0.7974 |
| 0.1344 | 132.0 | 4092 | 0.3233 | 0.6243 | 0.7001 | 0.9034 | 0.8971 | 0.9377 | 0.7737 | 0.0041 | 0.8878 | 0.7920 | 0.8849 | 0.6383 | 0.0041 | 0.8022 |
| 0.1841 | 133.0 | 4123 | 0.3266 | 0.6231 | 0.7053 | 0.9025 | 0.8999 | 0.9352 | 0.7664 | 0.0032 | 0.9218 | 0.7906 | 0.8845 | 0.6319 | 0.0032 | 0.8050 |
| 0.1372 | 134.0 | 4154 | 0.3306 | 0.6224 | 0.7051 | 0.9015 | 0.9018 | 0.9303 | 0.7803 | 0.0052 | 0.9078 | 0.7889 | 0.8830 | 0.6332 | 0.0051 | 0.8019 |
| 0.1457 | 135.0 | 4185 | 0.3270 | 0.6249 | 0.7026 | 0.9032 | 0.9065 | 0.9326 | 0.7646 | 0.0038 | 0.9055 | 0.7921 | 0.8847 | 0.6365 | 0.0038 | 0.8076 |
| 0.1708 | 136.0 | 4216 | 0.3278 | 0.6223 | 0.7006 | 0.9028 | 0.8932 | 0.9392 | 0.7721 | 0.0025 | 0.8962 | 0.7901 | 0.8853 | 0.6331 | 0.0025 | 0.8004 |
| 0.1442 | 137.0 | 4247 | 0.3284 | 0.6216 | 0.7009 | 0.9029 | 0.9065 | 0.9334 | 0.7555 | 0.0046 | 0.9046 | 0.7923 | 0.8838 | 0.6349 | 0.0045 | 0.7925 |
| 0.1242 | 138.0 | 4278 | 0.3228 | 0.6195 | 0.7033 | 0.9015 | 0.8872 | 0.9383 | 0.7888 | 0.0048 | 0.8974 | 0.7878 | 0.8851 | 0.6264 | 0.0048 | 0.7937 |
| 0.1716 | 139.0 | 4309 | 0.3249 | 0.6237 | 0.6992 | 0.9037 | 0.8983 | 0.9393 | 0.7608 | 0.0064 | 0.8911 | 0.7928 | 0.8851 | 0.6374 | 0.0064 | 0.7968 |
| 0.1714 | 140.0 | 4340 | 0.3274 | 0.6238 | 0.6993 | 0.9030 | 0.8983 | 0.9371 | 0.7679 | 0.0047 | 0.8884 | 0.7913 | 0.8854 | 0.6320 | 0.0047 | 0.8054 |
| 0.1334 | 141.0 | 4371 | 0.3261 | 0.6250 | 0.7028 | 0.9032 | 0.8935 | 0.9388 | 0.7788 | 0.0061 | 0.8968 | 0.7913 | 0.8855 | 0.6355 | 0.0061 | 0.8068 |
| 0.1355 | 142.0 | 4402 | 0.3280 | 0.6250 | 0.6974 | 0.9035 | 0.9057 | 0.9345 | 0.7600 | 0.0046 | 0.8824 | 0.7929 | 0.8851 | 0.6354 | 0.0046 | 0.8071 |
| 0.1104 | 143.0 | 4433 | 0.3239 | 0.6264 | 0.7024 | 0.9039 | 0.9004 | 0.9377 | 0.7642 | 0.0077 | 0.9020 | 0.7929 | 0.8856 | 0.6381 | 0.0077 | 0.8075 |
| 0.1335 | 144.0 | 4464 | 0.3295 | 0.6249 | 0.7048 | 0.9024 | 0.8990 | 0.9336 | 0.7812 | 0.0059 | 0.9043 | 0.7901 | 0.8850 | 0.6328 | 0.0059 | 0.8107 |
| 0.1255 | 145.0 | 4495 | 0.3340 | 0.6238 | 0.7053 | 0.9015 | 0.8969 | 0.9321 | 0.7906 | 0.0065 | 0.9002 | 0.7884 | 0.8842 | 0.6309 | 0.0065 | 0.8090 |
| 0.1631 | 146.0 | 4526 | 0.3336 | 0.6245 | 0.7008 | 0.9023 | 0.9021 | 0.9319 | 0.7792 | 0.0084 | 0.8822 | 0.7906 | 0.8840 | 0.6346 | 0.0084 | 0.8048 |
| 0.1259 | 147.0 | 4557 | 0.3300 | 0.6258 | 0.7052 | 0.9033 | 0.9039 | 0.9324 | 0.7800 | 0.0065 | 0.9030 | 0.7924 | 0.8852 | 0.6381 | 0.0065 | 0.8065 |
| 0.1512 | 148.0 | 4588 | 0.3257 | 0.6229 | 0.7031 | 0.9022 | 0.8882 | 0.9393 | 0.7857 | 0.0090 | 0.8932 | 0.7885 | 0.8854 | 0.6307 | 0.0090 | 0.8007 |
| 0.1487 | 149.0 | 4619 | 0.3272 | 0.6250 | 0.7018 | 0.9037 | 0.9014 | 0.9366 | 0.7664 | 0.0076 | 0.8971 | 0.7929 | 0.8854 | 0.6377 | 0.0076 | 0.8012 |
| 0.1185 | 150.0 | 4650 | 0.3302 | 0.6256 | 0.7049 | 0.9027 | 0.9022 | 0.9327 | 0.7764 | 0.0136 | 0.8998 | 0.7909 | 0.8848 | 0.6344 | 0.0135 | 0.8043 |
| 0.1345 | 151.0 | 4681 | 0.3288 | 0.6260 | 0.7026 | 0.9035 | 0.9006 | 0.9363 | 0.7694 | 0.0087 | 0.8982 | 0.7926 | 0.8851 | 0.6378 | 0.0087 | 0.8060 |
| 0.1453 | 152.0 | 4712 | 0.3324 | 0.6250 | 0.7020 | 0.9027 | 0.8970 | 0.9354 | 0.7808 | 0.0127 | 0.8841 | 0.7904 | 0.8852 | 0.6333 | 0.0126 | 0.8036 |
| 0.182 | 153.0 | 4743 | 0.3322 | 0.6259 | 0.7071 | 0.9034 | 0.9007 | 0.9355 | 0.7710 | 0.0114 | 0.9171 | 0.7921 | 0.8855 | 0.6355 | 0.0113 | 0.8051 |
| 0.1527 | 154.0 | 4774 | 0.3326 | 0.6271 | 0.7046 | 0.9029 | 0.9037 | 0.9324 | 0.7758 | 0.0153 | 0.8958 | 0.7918 | 0.8847 | 0.6358 | 0.0151 | 0.8082 |
| 0.1712 | 155.0 | 4805 | 0.3297 | 0.6262 | 0.7054 | 0.9028 | 0.8952 | 0.9369 | 0.7792 | 0.0134 | 0.9023 | 0.7904 | 0.8857 | 0.6324 | 0.0133 | 0.8092 |
| 0.1386 | 156.0 | 4836 | 0.3275 | 0.6276 | 0.7044 | 0.9037 | 0.8986 | 0.9374 | 0.7712 | 0.0111 | 0.9037 | 0.7922 | 0.8859 | 0.6369 | 0.0111 | 0.8117 |
| 0.1251 | 157.0 | 4867 | 0.3278 | 0.6266 | 0.7045 | 0.9030 | 0.8967 | 0.9368 | 0.7754 | 0.0171 | 0.8966 | 0.7909 | 0.8859 | 0.6317 | 0.0169 | 0.8077 |
| 0.1141 | 158.0 | 4898 | 0.3275 | 0.6268 | 0.7030 | 0.9034 | 0.9004 | 0.9350 | 0.7778 | 0.0175 | 0.8841 | 0.7924 | 0.8856 | 0.6362 | 0.0173 | 0.8025 |
| 0.1759 | 159.0 | 4929 | 0.3262 | 0.6279 | 0.7027 | 0.9036 | 0.8911 | 0.9424 | 0.7677 | 0.0224 | 0.8897 | 0.7915 | 0.8861 | 0.6348 | 0.0221 | 0.8047 |
| 0.1564 | 160.0 | 4960 | 0.3321 | 0.6254 | 0.7010 | 0.9030 | 0.9013 | 0.9343 | 0.7745 | 0.0131 | 0.8818 | 0.7916 | 0.8851 | 0.6345 | 0.0130 | 0.8030 |
| 0.1035 | 161.0 | 4991 | 0.3254 | 0.6287 | 0.7066 | 0.9040 | 0.8941 | 0.9389 | 0.7844 | 0.0157 | 0.8997 | 0.7926 | 0.8866 | 0.6388 | 0.0156 | 0.8098 |
| 0.1407 | 162.0 | 5022 | 0.3269 | 0.6295 | 0.7079 | 0.9034 | 0.9022 | 0.9342 | 0.7743 | 0.0236 | 0.9054 | 0.7923 | 0.8858 | 0.6353 | 0.0232 | 0.8110 |
| 0.1596 | 163.0 | 5053 | 0.3316 | 0.6274 | 0.7033 | 0.9037 | 0.8985 | 0.9370 | 0.7755 | 0.0132 | 0.8923 | 0.7927 | 0.8862 | 0.6352 | 0.0131 | 0.8100 |
| 0.1571 | 164.0 | 5084 | 0.3307 | 0.6288 | 0.7055 | 0.9039 | 0.9006 | 0.9355 | 0.7790 | 0.0162 | 0.8964 | 0.7932 | 0.8861 | 0.6381 | 0.0161 | 0.8105 |
| 0.14 | 165.0 | 5115 | 0.3324 | 0.6281 | 0.7063 | 0.9028 | 0.8966 | 0.9352 | 0.7837 | 0.0204 | 0.8955 | 0.7909 | 0.8850 | 0.6342 | 0.0202 | 0.8100 |
| 0.0965 | 166.0 | 5146 | 0.3288 | 0.6293 | 0.7070 | 0.9040 | 0.9009 | 0.9359 | 0.7759 | 0.0168 | 0.9055 | 0.7936 | 0.8862 | 0.6376 | 0.0167 | 0.8124 |
| 0.1059 | 167.0 | 5177 | 0.3295 | 0.6295 | 0.7104 | 0.9037 | 0.8924 | 0.9393 | 0.7844 | 0.0189 | 0.9171 | 0.7919 | 0.8867 | 0.6363 | 0.0187 | 0.8137 |
| 0.143 | 168.0 | 5208 | 0.3301 | 0.6304 | 0.7055 | 0.9044 | 0.9025 | 0.9363 | 0.7720 | 0.0177 | 0.8988 | 0.7943 | 0.8865 | 0.6396 | 0.0175 | 0.8142 |
| 0.1239 | 169.0 | 5239 | 0.3292 | 0.6292 | 0.7056 | 0.9034 | 0.8933 | 0.9387 | 0.7825 | 0.0234 | 0.8903 | 0.7915 | 0.8860 | 0.6362 | 0.0230 | 0.8092 |
| 0.0995 | 170.0 | 5270 | 0.3293 | 0.6292 | 0.7089 | 0.9041 | 0.8958 | 0.9382 | 0.7824 | 0.0175 | 0.9106 | 0.7931 | 0.8864 | 0.6385 | 0.0174 | 0.8105 |
| 0.1647 | 171.0 | 5301 | 0.3303 | 0.6284 | 0.7025 | 0.9037 | 0.9006 | 0.9360 | 0.7740 | 0.0196 | 0.8824 | 0.7928 | 0.8857 | 0.6378 | 0.0194 | 0.8062 |
| 0.1578 | 172.0 | 5332 | 0.3303 | 0.6289 | 0.7056 | 0.9041 | 0.8945 | 0.9390 | 0.7834 | 0.0166 | 0.8944 | 0.7930 | 0.8863 | 0.6397 | 0.0164 | 0.8091 |
| 0.1099 | 173.0 | 5363 | 0.3310 | 0.6298 | 0.7067 | 0.9044 | 0.8998 | 0.9373 | 0.7760 | 0.0171 | 0.9035 | 0.7941 | 0.8864 | 0.6406 | 0.0170 | 0.8110 |
| 0.0889 | 174.0 | 5394 | 0.3305 | 0.6289 | 0.7058 | 0.9038 | 0.8997 | 0.9358 | 0.7794 | 0.0182 | 0.8957 | 0.7929 | 0.8860 | 0.6374 | 0.0181 | 0.8099 |
| 0.1303 | 175.0 | 5425 | 0.3325 | 0.6298 | 0.7087 | 0.9041 | 0.8976 | 0.9371 | 0.7820 | 0.0208 | 0.9060 | 0.7934 | 0.8863 | 0.6396 | 0.0206 | 0.8093 |
| 0.1573 | 176.0 | 5456 | 0.3334 | 0.6292 | 0.7072 | 0.9039 | 0.8978 | 0.9371 | 0.7800 | 0.0188 | 0.9024 | 0.7932 | 0.8863 | 0.6373 | 0.0187 | 0.8106 |
| 0.1404 | 177.0 | 5487 | 0.3287 | 0.6303 | 0.7070 | 0.9043 | 0.8970 | 0.9389 | 0.7748 | 0.0206 | 0.9034 | 0.7937 | 0.8864 | 0.6391 | 0.0204 | 0.8117 |
| 0.1799 | 178.0 | 5518 | 0.3316 | 0.6285 | 0.7083 | 0.9038 | 0.8969 | 0.9373 | 0.7802 | 0.0165 | 0.9106 | 0.7926 | 0.8865 | 0.6361 | 0.0163 | 0.8108 |
| 0.0879 | 179.0 | 5549 | 0.3289 | 0.6300 | 0.7088 | 0.9042 | 0.8928 | 0.9407 | 0.7785 | 0.0238 | 0.9082 | 0.7930 | 0.8868 | 0.6375 | 0.0235 | 0.8091 |
| 0.1317 | 180.0 | 5580 | 0.3280 | 0.6291 | 0.7076 | 0.9037 | 0.8930 | 0.9389 | 0.7852 | 0.0204 | 0.9007 | 0.7921 | 0.8867 | 0.6356 | 0.0202 | 0.8107 |
| 0.1395 | 181.0 | 5611 | 0.3302 | 0.6299 | 0.7070 | 0.9045 | 0.8975 | 0.9385 | 0.7777 | 0.0189 | 0.9022 | 0.7941 | 0.8865 | 0.6400 | 0.0188 | 0.8099 |
| 0.1051 | 182.0 | 5642 | 0.3297 | 0.6300 | 0.7062 | 0.9044 | 0.8965 | 0.9392 | 0.7762 | 0.0193 | 0.8996 | 0.7936 | 0.8865 | 0.6393 | 0.0191 | 0.8113 |
| 0.2123 | 183.0 | 5673 | 0.3348 | 0.6297 | 0.7065 | 0.9043 | 0.9009 | 0.9367 | 0.7732 | 0.0185 | 0.9032 | 0.7938 | 0.8864 | 0.6387 | 0.0184 | 0.8111 |
| 0.1431 | 184.0 | 5704 | 0.3319 | 0.6302 | 0.7050 | 0.9046 | 0.9018 | 0.9370 | 0.7708 | 0.0200 | 0.8955 | 0.7944 | 0.8865 | 0.6404 | 0.0198 | 0.8101 |
| 0.1264 | 185.0 | 5735 | 0.3316 | 0.6301 | 0.7062 | 0.9045 | 0.8968 | 0.9386 | 0.7801 | 0.0191 | 0.8962 | 0.7937 | 0.8868 | 0.6403 | 0.0189 | 0.8108 |
| 0.1029 | 186.0 | 5766 | 0.3312 | 0.6299 | 0.7073 | 0.9038 | 0.8951 | 0.9382 | 0.7828 | 0.0232 | 0.8971 | 0.7924 | 0.8865 | 0.6372 | 0.0229 | 0.8105 |
| 0.1144 | 187.0 | 5797 | 0.3315 | 0.6294 | 0.7033 | 0.9045 | 0.8978 | 0.9391 | 0.7729 | 0.0194 | 0.8874 | 0.7938 | 0.8868 | 0.6391 | 0.0192 | 0.8082 |
| 0.1373 | 188.0 | 5828 | 0.3325 | 0.6305 | 0.7075 | 0.9043 | 0.8958 | 0.9391 | 0.7783 | 0.0237 | 0.9006 | 0.7932 | 0.8868 | 0.6391 | 0.0234 | 0.8102 |
| 0.1334 | 189.0 | 5859 | 0.3323 | 0.6314 | 0.7091 | 0.9040 | 0.8972 | 0.9375 | 0.7803 | 0.0265 | 0.9040 | 0.7929 | 0.8865 | 0.6383 | 0.0261 | 0.8132 |
| 0.1361 | 190.0 | 5890 | 0.3321 | 0.6317 | 0.7090 | 0.9045 | 0.8983 | 0.9383 | 0.7754 | 0.0254 | 0.9077 | 0.7938 | 0.8869 | 0.6397 | 0.0250 | 0.8131 |
| 0.1067 | 191.0 | 5921 | 0.3309 | 0.6307 | 0.7115 | 0.9038 | 0.8934 | 0.9382 | 0.7876 | 0.0253 | 0.9131 | 0.7920 | 0.8867 | 0.6368 | 0.0249 | 0.8128 |
| 0.1238 | 192.0 | 5952 | 0.3337 | 0.6309 | 0.7068 | 0.9046 | 0.9031 | 0.9365 | 0.7682 | 0.0203 | 0.9059 | 0.7945 | 0.8865 | 0.6397 | 0.0201 | 0.8136 |
| 0.1503 | 193.0 | 5983 | 0.3316 | 0.6309 | 0.7094 | 0.9044 | 0.8943 | 0.9400 | 0.7794 | 0.0225 | 0.9111 | 0.7932 | 0.8869 | 0.6398 | 0.0222 | 0.8123 |
| 0.1565 | 194.0 | 6014 | 0.3331 | 0.6307 | 0.7069 | 0.9043 | 0.9012 | 0.9363 | 0.7756 | 0.0193 | 0.9022 | 0.7938 | 0.8866 | 0.6395 | 0.0191 | 0.8145 |
| 0.1635 | 195.0 | 6045 | 0.3324 | 0.6311 | 0.7080 | 0.9045 | 0.9001 | 0.9371 | 0.7759 | 0.0213 | 0.9054 | 0.7940 | 0.8867 | 0.6401 | 0.0211 | 0.8136 |
| 0.1269 | 196.0 | 6076 | 0.3324 | 0.6315 | 0.7089 | 0.9045 | 0.8980 | 0.9384 | 0.7763 | 0.0239 | 0.9081 | 0.7939 | 0.8868 | 0.6399 | 0.0236 | 0.8134 |
| 0.1467 | 197.0 | 6107 | 0.3311 | 0.6317 | 0.7100 | 0.9045 | 0.8972 | 0.9384 | 0.7787 | 0.0254 | 0.9103 | 0.7937 | 0.8868 | 0.6398 | 0.0251 | 0.8132 |
| 0.1446 | 198.0 | 6138 | 0.3317 | 0.6316 | 0.7073 | 0.9046 | 0.9006 | 0.9374 | 0.7731 | 0.0231 | 0.9022 | 0.7942 | 0.8867 | 0.6400 | 0.0228 | 0.8144 |
| 0.1641 | 199.0 | 6169 | 0.3307 | 0.6312 | 0.7061 | 0.9045 | 0.8974 | 0.9388 | 0.7764 | 0.0235 | 0.8943 | 0.7938 | 0.8868 | 0.6399 | 0.0232 | 0.8125 |
| 0.1013 | 200.0 | 6200 | 0.3309 | 0.6312 | 0.7104 | 0.9042 | 0.8962 | 0.9377 | 0.7848 | 0.0238 | 0.9095 | 0.7932 | 0.8867 | 0.6391 | 0.0235 | 0.8134 |
### Framework versions
- Transformers 4.33.2
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3
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