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---
library_name: transformers
license: apache-2.0
base_model: aviola/checkpoints
tags:
- generated_from_trainer
datasets:
- temp_domino2
model-index:
- name: detrDominoTest
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. -->
# detrDominoTest
This model is a fine-tuned version of [aviola/checkpoints](https://huggingface.co/aviola/checkpoints) on the temp_domino2 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3298
- Map: 0.7863
- Map 50: 0.9692
- Map 75: 0.9205
- Map Small: 0.6109
- Map Medium: 0.812
- Map Large: 0.875
- Mar 1: 0.5669
- Mar 10: 0.8334
- Mar 100: 0.8334
- Mar Small: 0.65
- Mar Medium: 0.8493
- Mar Large: 0.875
- Map Pip-1: 0.71
- Mar 100 Pip-1: 0.8462
- Map Pip-10: 0.8599
- Mar 100 Pip-10: 0.8762
- Map Pip-11: 0.7842
- Mar 100 Pip-11: 0.8192
- Map Pip-12: 0.8185
- Mar 100 Pip-12: 0.8526
- Map Pip-2: 0.786
- Mar 100 Pip-2: 0.81
- Map Pip-3: 0.8296
- Mar 100 Pip-3: 0.8533
- Map Pip-4: 0.8283
- Mar 100 Pip-4: 0.8524
- Map Pip-5: 0.7819
- Mar 100 Pip-5: 0.8323
- Map Pip-6: 0.7035
- Mar 100 Pip-6: 0.7591
- Map Pip-7: 0.774
- Mar 100 Pip-7: 0.8423
- Map Pip-8: 0.8242
- Mar 100 Pip-8: 0.85
- Map Pip-9: 0.7359
- Mar 100 Pip-9: 0.8067
## 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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 100
### Training results
| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1 | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Pip-1 | Mar 100 Pip-1 | Map Pip-10 | Mar 100 Pip-10 | Map Pip-11 | Mar 100 Pip-11 | Map Pip-12 | Mar 100 Pip-12 | Map Pip-2 | Mar 100 Pip-2 | Map Pip-3 | Mar 100 Pip-3 | Map Pip-4 | Mar 100 Pip-4 | Map Pip-5 | Mar 100 Pip-5 | Map Pip-6 | Mar 100 Pip-6 | Map Pip-7 | Mar 100 Pip-7 | Map Pip-8 | Mar 100 Pip-8 | Map Pip-9 | Mar 100 Pip-9 |
|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:---------:|:-------------:|:----------:|:--------------:|:----------:|:--------------:|:----------:|:--------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|:---------:|:-------------:|
| No log | 1.0 | 39 | 0.9362 | 0.2622 | 0.3462 | 0.3211 | 0.2046 | 0.2809 | 0.45 | 0.2934 | 0.7044 | 0.7078 | 0.3545 | 0.7347 | 0.9 | 0.1387 | 0.4846 | 0.2321 | 0.8048 | 0.2066 | 0.7923 | 0.5483 | 0.7789 | 0.2796 | 0.69 | 0.3749 | 0.6 | 0.4057 | 0.719 | 0.2702 | 0.7355 | 0.2128 | 0.6818 | 0.1976 | 0.7615 | 0.1795 | 0.8188 | 0.1001 | 0.6267 |
| No log | 2.0 | 78 | 0.9001 | 0.2996 | 0.3906 | 0.367 | 0.183 | 0.3225 | 0.5229 | 0.3151 | 0.7181 | 0.7219 | 0.2848 | 0.7576 | 0.9 | 0.1494 | 0.6308 | 0.3324 | 0.8048 | 0.2037 | 0.7923 | 0.4629 | 0.7632 | 0.2023 | 0.66 | 0.3221 | 0.6133 | 0.4458 | 0.7667 | 0.4076 | 0.729 | 0.3035 | 0.6409 | 0.3002 | 0.7615 | 0.3391 | 0.7937 | 0.1267 | 0.7067 |
| No log | 3.0 | 117 | 0.8935 | 0.302 | 0.3952 | 0.3676 | 0.188 | 0.3206 | 0.5688 | 0.2991 | 0.7303 | 0.7303 | 0.3894 | 0.7584 | 0.925 | 0.2405 | 0.6923 | 0.2991 | 0.8238 | 0.2094 | 0.7846 | 0.5095 | 0.7895 | 0.2612 | 0.705 | 0.3566 | 0.6133 | 0.4935 | 0.781 | 0.4116 | 0.7581 | 0.1982 | 0.6273 | 0.3035 | 0.7538 | 0.2173 | 0.7812 | 0.1241 | 0.6533 |
| No log | 4.0 | 156 | 0.8841 | 0.3379 | 0.457 | 0.4223 | 0.2312 | 0.3545 | 0.525 | 0.3314 | 0.7112 | 0.7112 | 0.3879 | 0.7371 | 0.9 | 0.1111 | 0.5538 | 0.4126 | 0.8143 | 0.2313 | 0.7462 | 0.5167 | 0.7316 | 0.2847 | 0.73 | 0.4023 | 0.6133 | 0.5024 | 0.7619 | 0.4869 | 0.7516 | 0.3068 | 0.6864 | 0.4456 | 0.75 | 0.259 | 0.7688 | 0.096 | 0.6267 |
| No log | 5.0 | 195 | 0.8650 | 0.3397 | 0.445 | 0.4157 | 0.261 | 0.36 | 0.4812 | 0.3218 | 0.7311 | 0.7375 | 0.4591 | 0.7579 | 0.925 | 0.1898 | 0.6846 | 0.3634 | 0.8286 | 0.2068 | 0.75 | 0.5362 | 0.7737 | 0.3102 | 0.7 | 0.3851 | 0.6867 | 0.56 | 0.7714 | 0.5066 | 0.7516 | 0.3237 | 0.6727 | 0.2565 | 0.7615 | 0.2875 | 0.7563 | 0.1509 | 0.7133 |
| No log | 6.0 | 234 | 0.8038 | 0.4041 | 0.518 | 0.4961 | 0.2731 | 0.4307 | 0.52 | 0.3774 | 0.7688 | 0.7711 | 0.4439 | 0.8005 | 0.9 | 0.2439 | 0.6462 | 0.4676 | 0.8619 | 0.2524 | 0.8308 | 0.7133 | 0.8211 | 0.4222 | 0.775 | 0.3088 | 0.6733 | 0.5744 | 0.8048 | 0.5619 | 0.7839 | 0.2813 | 0.7182 | 0.4114 | 0.8 | 0.4307 | 0.825 | 0.1819 | 0.7133 |
| No log | 7.0 | 273 | 0.8019 | 0.4302 | 0.5632 | 0.531 | 0.2976 | 0.4594 | 0.4771 | 0.3563 | 0.7714 | 0.7723 | 0.4652 | 0.7954 | 0.925 | 0.341 | 0.7615 | 0.383 | 0.8571 | 0.3183 | 0.7885 | 0.6646 | 0.7842 | 0.4076 | 0.745 | 0.3443 | 0.72 | 0.6563 | 0.781 | 0.5498 | 0.8129 | 0.4036 | 0.7 | 0.4556 | 0.7923 | 0.4472 | 0.8188 | 0.1908 | 0.7067 |
| No log | 8.0 | 312 | 0.7913 | 0.4746 | 0.6391 | 0.5925 | 0.3263 | 0.5029 | 0.45 | 0.3987 | 0.7455 | 0.7523 | 0.5167 | 0.7724 | 0.9 | 0.3745 | 0.7462 | 0.463 | 0.8476 | 0.331 | 0.7885 | 0.6885 | 0.7789 | 0.3832 | 0.72 | 0.365 | 0.64 | 0.6444 | 0.719 | 0.5721 | 0.8032 | 0.4662 | 0.6727 | 0.6009 | 0.7731 | 0.6023 | 0.825 | 0.2047 | 0.7133 |
| No log | 9.0 | 351 | 0.8044 | 0.3934 | 0.522 | 0.487 | 0.2212 | 0.4227 | 0.4625 | 0.3404 | 0.7382 | 0.7418 | 0.3909 | 0.7733 | 0.875 | 0.241 | 0.6077 | 0.4019 | 0.8095 | 0.3689 | 0.7962 | 0.7378 | 0.8211 | 0.4688 | 0.76 | 0.2813 | 0.7333 | 0.6647 | 0.7571 | 0.4544 | 0.6839 | 0.2771 | 0.6864 | 0.3847 | 0.8115 | 0.253 | 0.7812 | 0.1878 | 0.6533 |
| No log | 10.0 | 390 | 0.7538 | 0.4951 | 0.6616 | 0.6058 | 0.3218 | 0.5224 | 0.6313 | 0.4094 | 0.7721 | 0.7744 | 0.4167 | 0.8059 | 0.925 | 0.2972 | 0.6846 | 0.6164 | 0.8143 | 0.5263 | 0.7923 | 0.7265 | 0.8158 | 0.4251 | 0.765 | 0.376 | 0.7533 | 0.6935 | 0.7905 | 0.631 | 0.7806 | 0.411 | 0.7273 | 0.4528 | 0.7923 | 0.5057 | 0.85 | 0.2798 | 0.7267 |
| No log | 11.0 | 429 | 0.7228 | 0.5538 | 0.7174 | 0.6749 | 0.3848 | 0.5849 | 0.55 | 0.4398 | 0.7888 | 0.7917 | 0.6 | 0.8057 | 0.9 | 0.4135 | 0.8462 | 0.6279 | 0.8429 | 0.5532 | 0.7654 | 0.7454 | 0.8211 | 0.3762 | 0.74 | 0.4778 | 0.8 | 0.7301 | 0.7857 | 0.6265 | 0.8065 | 0.5436 | 0.7091 | 0.6735 | 0.8192 | 0.5556 | 0.8313 | 0.3228 | 0.7333 |
| No log | 12.0 | 468 | 0.7286 | 0.5718 | 0.7584 | 0.7098 | 0.4001 | 0.6012 | 0.5562 | 0.4413 | 0.7708 | 0.7712 | 0.5485 | 0.7866 | 0.875 | 0.4846 | 0.7923 | 0.5177 | 0.8381 | 0.6328 | 0.8077 | 0.7259 | 0.7947 | 0.3727 | 0.695 | 0.6026 | 0.7867 | 0.695 | 0.7429 | 0.6792 | 0.7581 | 0.4592 | 0.6682 | 0.6229 | 0.7731 | 0.587 | 0.8375 | 0.4825 | 0.76 |
| 0.9022 | 13.0 | 507 | 0.6494 | 0.6429 | 0.8176 | 0.7812 | 0.5127 | 0.6705 | 0.6458 | 0.4861 | 0.8025 | 0.8031 | 0.6 | 0.8144 | 0.95 | 0.4838 | 0.8 | 0.7672 | 0.881 | 0.6682 | 0.7962 | 0.7252 | 0.7842 | 0.4613 | 0.775 | 0.6484 | 0.8067 | 0.7891 | 0.8238 | 0.6747 | 0.8484 | 0.5756 | 0.7091 | 0.7531 | 0.8154 | 0.6539 | 0.8375 | 0.5147 | 0.76 |
| 0.9022 | 14.0 | 546 | 0.6394 | 0.6366 | 0.8072 | 0.7752 | 0.4262 | 0.663 | 0.8 | 0.4779 | 0.8115 | 0.8141 | 0.6227 | 0.8302 | 0.925 | 0.3229 | 0.8615 | 0.7384 | 0.8333 | 0.6275 | 0.8 | 0.7777 | 0.8263 | 0.4729 | 0.81 | 0.6225 | 0.8133 | 0.7379 | 0.7905 | 0.6644 | 0.8548 | 0.6145 | 0.7455 | 0.7508 | 0.8346 | 0.6853 | 0.8125 | 0.6247 | 0.7867 |
| 0.9022 | 15.0 | 585 | 0.6612 | 0.6178 | 0.8077 | 0.7542 | 0.4459 | 0.6484 | 0.5375 | 0.4549 | 0.7947 | 0.7947 | 0.5606 | 0.8129 | 0.875 | 0.4114 | 0.8308 | 0.6551 | 0.8286 | 0.6663 | 0.7885 | 0.7367 | 0.8105 | 0.404 | 0.8 | 0.6138 | 0.7667 | 0.7344 | 0.7952 | 0.6748 | 0.8129 | 0.5951 | 0.7227 | 0.6905 | 0.7885 | 0.6214 | 0.825 | 0.6097 | 0.7667 |
| 0.9022 | 16.0 | 624 | 0.6289 | 0.6415 | 0.8405 | 0.7828 | 0.4547 | 0.6682 | 0.5833 | 0.4723 | 0.784 | 0.7843 | 0.5106 | 0.8049 | 0.875 | 0.3778 | 0.8154 | 0.7791 | 0.819 | 0.6449 | 0.7692 | 0.7788 | 0.8211 | 0.43 | 0.77 | 0.7358 | 0.7933 | 0.7217 | 0.7762 | 0.6246 | 0.7774 | 0.6273 | 0.7 | 0.6594 | 0.7846 | 0.6883 | 0.8125 | 0.6297 | 0.7733 |
| 0.9022 | 17.0 | 663 | 0.6199 | 0.6546 | 0.8393 | 0.8003 | 0.4895 | 0.6769 | 0.775 | 0.4671 | 0.8012 | 0.8015 | 0.5576 | 0.8202 | 0.9 | 0.4366 | 0.8077 | 0.8065 | 0.8571 | 0.6369 | 0.7962 | 0.7785 | 0.8421 | 0.3859 | 0.78 | 0.7419 | 0.8133 | 0.7614 | 0.8143 | 0.69 | 0.7935 | 0.6143 | 0.7591 | 0.752 | 0.8269 | 0.656 | 0.7875 | 0.5952 | 0.74 |
| 0.9022 | 18.0 | 702 | 0.5863 | 0.6796 | 0.8813 | 0.8427 | 0.5505 | 0.6997 | 0.7625 | 0.5059 | 0.7992 | 0.7992 | 0.6106 | 0.8131 | 0.875 | 0.4688 | 0.7923 | 0.8234 | 0.8571 | 0.6875 | 0.8 | 0.8165 | 0.8263 | 0.3934 | 0.78 | 0.784 | 0.8067 | 0.7653 | 0.8048 | 0.6382 | 0.8161 | 0.6565 | 0.7364 | 0.7668 | 0.8308 | 0.7334 | 0.8 | 0.6219 | 0.74 |
| 0.9022 | 19.0 | 741 | 0.5622 | 0.6857 | 0.8738 | 0.8472 | 0.5016 | 0.7086 | 0.775 | 0.4985 | 0.796 | 0.8028 | 0.5818 | 0.8191 | 0.9 | 0.3994 | 0.8154 | 0.7904 | 0.819 | 0.6796 | 0.7462 | 0.7912 | 0.8211 | 0.4863 | 0.81 | 0.777 | 0.8133 | 0.7474 | 0.7857 | 0.6971 | 0.8226 | 0.6542 | 0.7545 | 0.7625 | 0.8154 | 0.7673 | 0.8375 | 0.6764 | 0.7933 |
| 0.9022 | 20.0 | 780 | 0.5750 | 0.6784 | 0.8895 | 0.8357 | 0.4392 | 0.7025 | 0.9 | 0.4924 | 0.782 | 0.7865 | 0.5379 | 0.8042 | 0.9 | 0.3791 | 0.7923 | 0.7975 | 0.8238 | 0.7156 | 0.7846 | 0.7487 | 0.8053 | 0.4846 | 0.765 | 0.7927 | 0.8067 | 0.7284 | 0.7762 | 0.7216 | 0.7968 | 0.6598 | 0.7273 | 0.7724 | 0.8077 | 0.7612 | 0.8125 | 0.5796 | 0.74 |
| 0.9022 | 21.0 | 819 | 0.5561 | 0.6806 | 0.8913 | 0.8636 | 0.4867 | 0.7023 | 0.775 | 0.4896 | 0.7933 | 0.7933 | 0.5803 | 0.8086 | 0.9 | 0.4817 | 0.8 | 0.8141 | 0.8333 | 0.6578 | 0.7731 | 0.7545 | 0.7842 | 0.4544 | 0.74 | 0.7864 | 0.8333 | 0.7475 | 0.8 | 0.7474 | 0.8161 | 0.6505 | 0.7409 | 0.7311 | 0.8 | 0.7315 | 0.8188 | 0.6107 | 0.78 |
| 0.9022 | 22.0 | 858 | 0.5271 | 0.7096 | 0.9167 | 0.8609 | 0.5075 | 0.7324 | 0.7875 | 0.5133 | 0.8008 | 0.8014 | 0.5985 | 0.8164 | 0.9 | 0.4442 | 0.7769 | 0.813 | 0.8476 | 0.7316 | 0.8115 | 0.7876 | 0.8263 | 0.5668 | 0.815 | 0.8044 | 0.84 | 0.7271 | 0.7762 | 0.7604 | 0.8129 | 0.6894 | 0.7364 | 0.7208 | 0.7769 | 0.8106 | 0.8438 | 0.6589 | 0.7533 |
| 0.9022 | 23.0 | 897 | 0.5370 | 0.6972 | 0.9222 | 0.8612 | 0.4834 | 0.7203 | 0.8125 | 0.5055 | 0.7785 | 0.783 | 0.5712 | 0.7979 | 0.925 | 0.5449 | 0.7846 | 0.7943 | 0.8333 | 0.7089 | 0.7654 | 0.7495 | 0.7895 | 0.4792 | 0.785 | 0.7861 | 0.8067 | 0.726 | 0.7619 | 0.7473 | 0.8065 | 0.6778 | 0.7318 | 0.7131 | 0.7577 | 0.7529 | 0.8 | 0.686 | 0.7733 |
| 0.9022 | 24.0 | 936 | 0.4882 | 0.7306 | 0.9303 | 0.8823 | 0.5371 | 0.7577 | 0.75 | 0.529 | 0.8129 | 0.8129 | 0.6364 | 0.8286 | 0.875 | 0.4988 | 0.7923 | 0.8021 | 0.8333 | 0.7346 | 0.7923 | 0.8143 | 0.8368 | 0.6192 | 0.83 | 0.8021 | 0.8267 | 0.779 | 0.8238 | 0.7537 | 0.8226 | 0.6504 | 0.7409 | 0.7785 | 0.8115 | 0.7799 | 0.8375 | 0.7549 | 0.8067 |
| 0.9022 | 25.0 | 975 | 0.5023 | 0.7171 | 0.919 | 0.8864 | 0.5303 | 0.7389 | 0.675 | 0.5152 | 0.804 | 0.804 | 0.6182 | 0.8163 | 0.95 | 0.5156 | 0.8 | 0.8315 | 0.8476 | 0.6941 | 0.7577 | 0.7982 | 0.8316 | 0.5772 | 0.79 | 0.7642 | 0.8133 | 0.7352 | 0.7762 | 0.7801 | 0.8355 | 0.7022 | 0.7636 | 0.7471 | 0.8077 | 0.7564 | 0.8313 | 0.704 | 0.7933 |
| 0.6786 | 26.0 | 1014 | 0.4948 | 0.722 | 0.9384 | 0.8996 | 0.5667 | 0.7438 | 0.775 | 0.5209 | 0.7963 | 0.7963 | 0.653 | 0.8076 | 0.9 | 0.6071 | 0.7538 | 0.7887 | 0.8238 | 0.7533 | 0.7962 | 0.817 | 0.8421 | 0.5882 | 0.795 | 0.7597 | 0.8133 | 0.766 | 0.8 | 0.7499 | 0.8032 | 0.6956 | 0.7409 | 0.7286 | 0.7962 | 0.7996 | 0.8375 | 0.6099 | 0.7533 |
| 0.6786 | 27.0 | 1053 | 0.4816 | 0.7476 | 0.9431 | 0.9169 | 0.5905 | 0.7687 | 0.9 | 0.53 | 0.8103 | 0.812 | 0.6636 | 0.8234 | 0.9 | 0.603 | 0.7769 | 0.8056 | 0.8381 | 0.781 | 0.8269 | 0.8022 | 0.8474 | 0.6451 | 0.815 | 0.8109 | 0.8333 | 0.7746 | 0.8095 | 0.7619 | 0.8161 | 0.7218 | 0.7545 | 0.7861 | 0.8154 | 0.7776 | 0.8375 | 0.7017 | 0.7733 |
| 0.6786 | 28.0 | 1092 | 0.4870 | 0.7356 | 0.9423 | 0.8977 | 0.5376 | 0.7604 | 0.9 | 0.5244 | 0.7991 | 0.8048 | 0.6152 | 0.8208 | 0.9 | 0.5646 | 0.8077 | 0.8055 | 0.8381 | 0.7764 | 0.8077 | 0.8334 | 0.8632 | 0.6552 | 0.785 | 0.7839 | 0.82 | 0.7783 | 0.8095 | 0.7711 | 0.8226 | 0.6826 | 0.7455 | 0.7304 | 0.7808 | 0.798 | 0.8313 | 0.6481 | 0.7467 |
| 0.6786 | 29.0 | 1131 | 0.4851 | 0.731 | 0.941 | 0.8751 | 0.5297 | 0.7565 | 0.825 | 0.5211 | 0.8034 | 0.8034 | 0.5879 | 0.82 | 0.95 | 0.5738 | 0.7692 | 0.8071 | 0.8476 | 0.7549 | 0.8038 | 0.8006 | 0.8474 | 0.6537 | 0.81 | 0.7582 | 0.8 | 0.7818 | 0.8048 | 0.7843 | 0.8387 | 0.6505 | 0.7273 | 0.7585 | 0.8077 | 0.7424 | 0.8313 | 0.7064 | 0.7533 |
| 0.6786 | 30.0 | 1170 | 0.5000 | 0.7279 | 0.9474 | 0.8932 | 0.6152 | 0.7503 | 0.875 | 0.5234 | 0.8002 | 0.8002 | 0.6667 | 0.811 | 0.875 | 0.6612 | 0.7923 | 0.8065 | 0.8238 | 0.7615 | 0.8038 | 0.8037 | 0.8421 | 0.6528 | 0.795 | 0.8059 | 0.8533 | 0.7627 | 0.8095 | 0.7506 | 0.8258 | 0.655 | 0.7364 | 0.68 | 0.7577 | 0.7761 | 0.8562 | 0.6187 | 0.7067 |
| 0.6786 | 31.0 | 1209 | 0.4517 | 0.7571 | 0.9569 | 0.9348 | 0.6358 | 0.7763 | 0.95 | 0.5324 | 0.8159 | 0.8159 | 0.6576 | 0.829 | 0.95 | 0.6556 | 0.8385 | 0.8096 | 0.8429 | 0.7903 | 0.8308 | 0.7713 | 0.8211 | 0.7024 | 0.775 | 0.7732 | 0.8267 | 0.7892 | 0.8381 | 0.7859 | 0.8355 | 0.6984 | 0.7455 | 0.7847 | 0.8269 | 0.8052 | 0.8438 | 0.72 | 0.7667 |
| 0.6786 | 32.0 | 1248 | 0.4772 | 0.7289 | 0.9531 | 0.8997 | 0.5203 | 0.7524 | 0.875 | 0.5241 | 0.7924 | 0.7924 | 0.5409 | 0.8106 | 0.875 | 0.5988 | 0.7923 | 0.8226 | 0.8476 | 0.7053 | 0.7577 | 0.779 | 0.8211 | 0.6344 | 0.785 | 0.7518 | 0.78 | 0.7425 | 0.7905 | 0.7613 | 0.8226 | 0.7034 | 0.7591 | 0.7753 | 0.8192 | 0.763 | 0.8 | 0.7092 | 0.7333 |
| 0.6786 | 33.0 | 1287 | 0.4593 | 0.7483 | 0.9603 | 0.9117 | 0.5548 | 0.7736 | 0.9 | 0.5338 | 0.803 | 0.803 | 0.5833 | 0.8213 | 0.9 | 0.6751 | 0.8 | 0.8275 | 0.8476 | 0.8018 | 0.8269 | 0.7973 | 0.8421 | 0.6896 | 0.75 | 0.8071 | 0.84 | 0.7902 | 0.8238 | 0.7231 | 0.8065 | 0.6608 | 0.7364 | 0.7471 | 0.7846 | 0.756 | 0.825 | 0.7037 | 0.7533 |
| 0.6786 | 34.0 | 1326 | 0.4421 | 0.7553 | 0.9565 | 0.9227 | 0.5848 | 0.7773 | 0.875 | 0.5434 | 0.81 | 0.8104 | 0.5939 | 0.8284 | 0.875 | 0.6129 | 0.8 | 0.8264 | 0.8476 | 0.7744 | 0.8115 | 0.7986 | 0.8526 | 0.6887 | 0.76 | 0.7765 | 0.8 | 0.8067 | 0.8238 | 0.7452 | 0.8129 | 0.7038 | 0.7682 | 0.7744 | 0.8115 | 0.8192 | 0.85 | 0.7369 | 0.7867 |
| 0.6786 | 35.0 | 1365 | 0.4523 | 0.7303 | 0.9457 | 0.9073 | 0.5988 | 0.7483 | 0.925 | 0.5306 | 0.7999 | 0.7999 | 0.6273 | 0.813 | 0.925 | 0.586 | 0.8154 | 0.8331 | 0.8714 | 0.7545 | 0.8 | 0.8049 | 0.8316 | 0.665 | 0.745 | 0.7613 | 0.8 | 0.784 | 0.8143 | 0.7471 | 0.8161 | 0.6467 | 0.7182 | 0.753 | 0.8077 | 0.793 | 0.8188 | 0.6347 | 0.76 |
| 0.6786 | 36.0 | 1404 | 0.4286 | 0.7604 | 0.9648 | 0.9356 | 0.608 | 0.7789 | 0.9125 | 0.545 | 0.8106 | 0.8106 | 0.6379 | 0.8235 | 0.925 | 0.6649 | 0.8 | 0.8503 | 0.8667 | 0.7721 | 0.7962 | 0.7841 | 0.8211 | 0.7608 | 0.825 | 0.7826 | 0.8067 | 0.7866 | 0.819 | 0.7325 | 0.7839 | 0.6569 | 0.7409 | 0.7888 | 0.8308 | 0.7833 | 0.8438 | 0.7618 | 0.7933 |
| 0.6786 | 37.0 | 1443 | 0.4290 | 0.7533 | 0.9499 | 0.9231 | 0.6076 | 0.7724 | 0.8875 | 0.5435 | 0.8098 | 0.8124 | 0.6318 | 0.8267 | 0.9 | 0.6137 | 0.8231 | 0.8488 | 0.8619 | 0.7509 | 0.7923 | 0.7602 | 0.8158 | 0.7288 | 0.795 | 0.7691 | 0.8267 | 0.795 | 0.8333 | 0.7177 | 0.7806 | 0.7004 | 0.7409 | 0.7938 | 0.8346 | 0.799 | 0.8375 | 0.7623 | 0.8067 |
| 0.6786 | 38.0 | 1482 | 0.4214 | 0.7495 | 0.9525 | 0.9124 | 0.6019 | 0.7685 | 0.9 | 0.5484 | 0.8146 | 0.8146 | 0.6182 | 0.8313 | 0.9 | 0.6166 | 0.8308 | 0.8139 | 0.8429 | 0.7817 | 0.8192 | 0.8033 | 0.8368 | 0.7005 | 0.77 | 0.7987 | 0.8467 | 0.7752 | 0.8143 | 0.7233 | 0.7935 | 0.6943 | 0.7591 | 0.774 | 0.8231 | 0.7712 | 0.825 | 0.7416 | 0.8133 |
| 0.5466 | 39.0 | 1521 | 0.4103 | 0.7607 | 0.9627 | 0.909 | 0.5754 | 0.7827 | 0.8875 | 0.5452 | 0.8089 | 0.8122 | 0.5955 | 0.8293 | 0.9 | 0.6765 | 0.8154 | 0.8356 | 0.8571 | 0.7863 | 0.8154 | 0.7983 | 0.8368 | 0.7394 | 0.8 | 0.7606 | 0.8133 | 0.7896 | 0.8143 | 0.7033 | 0.7613 | 0.692 | 0.7591 | 0.778 | 0.8231 | 0.7987 | 0.8375 | 0.7699 | 0.8133 |
| 0.5466 | 40.0 | 1560 | 0.4556 | 0.7138 | 0.9641 | 0.8826 | 0.5348 | 0.7362 | 0.925 | 0.5205 | 0.7767 | 0.7767 | 0.547 | 0.7932 | 0.925 | 0.6407 | 0.7615 | 0.8009 | 0.8381 | 0.7164 | 0.7538 | 0.7368 | 0.7947 | 0.6745 | 0.765 | 0.7292 | 0.78 | 0.7842 | 0.8238 | 0.7236 | 0.7774 | 0.6276 | 0.6955 | 0.7149 | 0.7846 | 0.7699 | 0.8125 | 0.6469 | 0.7333 |
| 0.5466 | 41.0 | 1599 | 0.4143 | 0.7602 | 0.9569 | 0.9161 | 0.5757 | 0.7811 | 0.925 | 0.5421 | 0.8166 | 0.8172 | 0.5909 | 0.8369 | 0.925 | 0.6323 | 0.8231 | 0.8279 | 0.8476 | 0.7727 | 0.8 | 0.7958 | 0.8368 | 0.734 | 0.78 | 0.7797 | 0.8133 | 0.7932 | 0.8476 | 0.7437 | 0.8161 | 0.6849 | 0.7545 | 0.779 | 0.8308 | 0.8162 | 0.85 | 0.7634 | 0.8067 |
| 0.5466 | 42.0 | 1638 | 0.4050 | 0.7555 | 0.9619 | 0.9173 | 0.5809 | 0.778 | 0.975 | 0.5459 | 0.8126 | 0.8132 | 0.6 | 0.8293 | 0.975 | 0.6287 | 0.7846 | 0.8404 | 0.8762 | 0.7782 | 0.8115 | 0.8092 | 0.8579 | 0.7423 | 0.79 | 0.7815 | 0.8333 | 0.7888 | 0.8286 | 0.7216 | 0.7839 | 0.6803 | 0.7318 | 0.7513 | 0.8115 | 0.808 | 0.8562 | 0.7359 | 0.7933 |
| 0.5466 | 43.0 | 1677 | 0.4172 | 0.7623 | 0.9712 | 0.9144 | 0.5635 | 0.7888 | 0.925 | 0.5506 | 0.8083 | 0.8083 | 0.5985 | 0.8244 | 0.925 | 0.7406 | 0.8462 | 0.8226 | 0.8429 | 0.7738 | 0.8077 | 0.8166 | 0.8474 | 0.7325 | 0.795 | 0.7656 | 0.8067 | 0.7949 | 0.8333 | 0.7708 | 0.8226 | 0.676 | 0.7409 | 0.7077 | 0.7538 | 0.8156 | 0.8438 | 0.7313 | 0.76 |
| 0.5466 | 44.0 | 1716 | 0.4105 | 0.7463 | 0.9669 | 0.8958 | 0.5535 | 0.7726 | 0.925 | 0.5373 | 0.8002 | 0.8002 | 0.5939 | 0.8165 | 0.925 | 0.6276 | 0.7846 | 0.8474 | 0.8619 | 0.7932 | 0.8192 | 0.7962 | 0.8368 | 0.737 | 0.815 | 0.8226 | 0.84 | 0.7522 | 0.8048 | 0.7391 | 0.7903 | 0.6421 | 0.7045 | 0.6956 | 0.7615 | 0.8143 | 0.8375 | 0.6889 | 0.7467 |
| 0.5466 | 45.0 | 1755 | 0.4040 | 0.7587 | 0.9683 | 0.9139 | 0.5739 | 0.7812 | 0.925 | 0.5486 | 0.8102 | 0.8105 | 0.6364 | 0.8245 | 0.925 | 0.7022 | 0.8077 | 0.7968 | 0.8286 | 0.7745 | 0.8115 | 0.8163 | 0.8474 | 0.7548 | 0.805 | 0.7988 | 0.8333 | 0.7879 | 0.8333 | 0.7527 | 0.8032 | 0.6743 | 0.7455 | 0.6754 | 0.7615 | 0.8301 | 0.8625 | 0.7409 | 0.7867 |
| 0.5466 | 46.0 | 1794 | 0.4080 | 0.745 | 0.961 | 0.9085 | 0.5715 | 0.765 | 0.9 | 0.5365 | 0.805 | 0.8085 | 0.6045 | 0.8247 | 0.9 | 0.5779 | 0.7692 | 0.818 | 0.8524 | 0.7925 | 0.8154 | 0.8199 | 0.8632 | 0.7381 | 0.81 | 0.7702 | 0.8133 | 0.7786 | 0.8143 | 0.7424 | 0.8032 | 0.6486 | 0.7318 | 0.7452 | 0.8115 | 0.7982 | 0.8313 | 0.7105 | 0.7867 |
| 0.5466 | 47.0 | 1833 | 0.4010 | 0.7604 | 0.9689 | 0.9325 | 0.5751 | 0.7811 | 0.9 | 0.5423 | 0.8069 | 0.8079 | 0.5879 | 0.8261 | 0.9 | 0.6844 | 0.7692 | 0.8102 | 0.8381 | 0.7791 | 0.8154 | 0.8029 | 0.8421 | 0.7578 | 0.8 | 0.7552 | 0.8 | 0.7804 | 0.8095 | 0.7676 | 0.8161 | 0.6808 | 0.7455 | 0.7607 | 0.8269 | 0.7834 | 0.8188 | 0.762 | 0.8133 |
| 0.5466 | 48.0 | 1872 | 0.3928 | 0.76 | 0.9661 | 0.9234 | 0.5553 | 0.7806 | 0.9 | 0.5456 | 0.8078 | 0.8086 | 0.5833 | 0.8257 | 0.9 | 0.6346 | 0.7538 | 0.8179 | 0.8381 | 0.7901 | 0.8269 | 0.7942 | 0.8263 | 0.7851 | 0.82 | 0.7765 | 0.8133 | 0.7874 | 0.8333 | 0.7624 | 0.8 | 0.6831 | 0.7364 | 0.7571 | 0.8115 | 0.7929 | 0.8438 | 0.7386 | 0.8 |
| 0.5466 | 49.0 | 1911 | 0.3943 | 0.7559 | 0.9691 | 0.9115 | 0.5481 | 0.7829 | 0.9 | 0.5401 | 0.8094 | 0.8094 | 0.6015 | 0.8274 | 0.9 | 0.6942 | 0.8154 | 0.8389 | 0.8619 | 0.7699 | 0.8115 | 0.788 | 0.8211 | 0.7676 | 0.81 | 0.7904 | 0.8267 | 0.7625 | 0.8238 | 0.7611 | 0.8194 | 0.6636 | 0.7227 | 0.7601 | 0.8077 | 0.7815 | 0.8188 | 0.6926 | 0.7733 |
| 0.5466 | 50.0 | 1950 | 0.3823 | 0.7677 | 0.9731 | 0.9357 | 0.5585 | 0.7898 | 0.9 | 0.5434 | 0.8133 | 0.8136 | 0.5985 | 0.8316 | 0.9 | 0.6785 | 0.7692 | 0.8329 | 0.8571 | 0.8053 | 0.8385 | 0.8424 | 0.8632 | 0.7492 | 0.8 | 0.7922 | 0.8333 | 0.7882 | 0.8286 | 0.7502 | 0.7968 | 0.682 | 0.75 | 0.7402 | 0.7962 | 0.807 | 0.8375 | 0.7439 | 0.7933 |
| 0.5466 | 51.0 | 1989 | 0.3936 | 0.7619 | 0.97 | 0.9314 | 0.5623 | 0.7854 | 0.9 | 0.5476 | 0.8116 | 0.8124 | 0.6121 | 0.829 | 0.9 | 0.7085 | 0.8077 | 0.8116 | 0.8524 | 0.7935 | 0.8154 | 0.8189 | 0.8632 | 0.7527 | 0.825 | 0.7712 | 0.8133 | 0.7939 | 0.8333 | 0.7408 | 0.7839 | 0.6586 | 0.7273 | 0.7727 | 0.8115 | 0.8105 | 0.8562 | 0.7097 | 0.76 |
| 0.466 | 52.0 | 2028 | 0.3673 | 0.7935 | 0.9766 | 0.9295 | 0.5822 | 0.8158 | 0.9 | 0.5584 | 0.8335 | 0.8335 | 0.6197 | 0.8535 | 0.9 | 0.7558 | 0.8308 | 0.8354 | 0.8667 | 0.7947 | 0.8308 | 0.8434 | 0.8632 | 0.7799 | 0.81 | 0.8227 | 0.8533 | 0.8109 | 0.8381 | 0.769 | 0.8226 | 0.7184 | 0.7773 | 0.8215 | 0.8654 | 0.786 | 0.8375 | 0.7839 | 0.8067 |
| 0.466 | 53.0 | 2067 | 0.3861 | 0.774 | 0.9697 | 0.9055 | 0.5624 | 0.7998 | 0.925 | 0.554 | 0.8216 | 0.8226 | 0.6045 | 0.8415 | 0.925 | 0.7371 | 0.8308 | 0.8312 | 0.8667 | 0.7972 | 0.8269 | 0.815 | 0.8632 | 0.7704 | 0.81 | 0.8177 | 0.8467 | 0.8047 | 0.8333 | 0.7271 | 0.7871 | 0.7185 | 0.7727 | 0.768 | 0.8231 | 0.788 | 0.8438 | 0.7126 | 0.7667 |
| 0.466 | 54.0 | 2106 | 0.3706 | 0.782 | 0.9733 | 0.9236 | 0.5817 | 0.8052 | 0.9 | 0.5575 | 0.8245 | 0.8245 | 0.6182 | 0.8432 | 0.9 | 0.7472 | 0.8231 | 0.827 | 0.8571 | 0.8121 | 0.8231 | 0.7997 | 0.8474 | 0.7773 | 0.815 | 0.8141 | 0.84 | 0.8158 | 0.8429 | 0.759 | 0.8129 | 0.715 | 0.7727 | 0.7988 | 0.8423 | 0.802 | 0.8375 | 0.7163 | 0.78 |
| 0.466 | 55.0 | 2145 | 0.3731 | 0.7789 | 0.9748 | 0.9221 | 0.5789 | 0.8008 | 0.825 | 0.5541 | 0.8219 | 0.8219 | 0.6424 | 0.8391 | 0.825 | 0.7783 | 0.8231 | 0.8328 | 0.8524 | 0.8131 | 0.8346 | 0.8208 | 0.8526 | 0.772 | 0.81 | 0.7801 | 0.8267 | 0.8059 | 0.8333 | 0.7426 | 0.7935 | 0.7161 | 0.7727 | 0.7768 | 0.8346 | 0.7822 | 0.8562 | 0.7255 | 0.7733 |
| 0.466 | 56.0 | 2184 | 0.3538 | 0.7799 | 0.9759 | 0.9238 | 0.5646 | 0.8041 | 0.9125 | 0.556 | 0.8281 | 0.8281 | 0.6348 | 0.8436 | 0.925 | 0.7497 | 0.8231 | 0.8231 | 0.8524 | 0.8022 | 0.8231 | 0.8295 | 0.8579 | 0.7737 | 0.845 | 0.7931 | 0.8267 | 0.83 | 0.8524 | 0.7472 | 0.8194 | 0.6895 | 0.7727 | 0.7569 | 0.8154 | 0.8245 | 0.8625 | 0.7387 | 0.7867 |
| 0.466 | 57.0 | 2223 | 0.3538 | 0.7802 | 0.9697 | 0.9196 | 0.5662 | 0.8028 | 0.9 | 0.5542 | 0.8262 | 0.8262 | 0.6136 | 0.8454 | 0.9 | 0.7599 | 0.8154 | 0.8443 | 0.8667 | 0.8147 | 0.8385 | 0.8131 | 0.8421 | 0.7627 | 0.81 | 0.8077 | 0.84 | 0.8058 | 0.8429 | 0.7697 | 0.8355 | 0.6596 | 0.7409 | 0.784 | 0.85 | 0.7814 | 0.8125 | 0.7593 | 0.82 |
| 0.466 | 58.0 | 2262 | 0.3565 | 0.783 | 0.9692 | 0.9266 | 0.5768 | 0.8066 | 0.925 | 0.5619 | 0.8306 | 0.8306 | 0.6227 | 0.8479 | 0.925 | 0.736 | 0.8231 | 0.8413 | 0.8714 | 0.8141 | 0.8346 | 0.8151 | 0.8579 | 0.7781 | 0.805 | 0.8197 | 0.8533 | 0.8097 | 0.8429 | 0.7645 | 0.829 | 0.6941 | 0.7591 | 0.8019 | 0.8462 | 0.7672 | 0.825 | 0.7548 | 0.82 |
| 0.466 | 59.0 | 2301 | 0.3644 | 0.7662 | 0.9713 | 0.9305 | 0.5808 | 0.7865 | 0.9 | 0.552 | 0.8161 | 0.8204 | 0.6242 | 0.836 | 0.9 | 0.7297 | 0.8231 | 0.8369 | 0.8714 | 0.787 | 0.8308 | 0.7981 | 0.8421 | 0.7588 | 0.815 | 0.8126 | 0.8467 | 0.7918 | 0.8238 | 0.7571 | 0.8194 | 0.6846 | 0.7364 | 0.743 | 0.8115 | 0.787 | 0.8313 | 0.7075 | 0.7933 |
| 0.466 | 60.0 | 2340 | 0.3569 | 0.7774 | 0.9736 | 0.9185 | 0.5961 | 0.7968 | 0.9 | 0.5604 | 0.824 | 0.8246 | 0.6288 | 0.8401 | 0.9 | 0.7305 | 0.8308 | 0.8354 | 0.8619 | 0.804 | 0.8346 | 0.8049 | 0.8526 | 0.7771 | 0.805 | 0.8094 | 0.84 | 0.7966 | 0.8333 | 0.7779 | 0.8355 | 0.6965 | 0.7455 | 0.7769 | 0.8308 | 0.7694 | 0.8188 | 0.75 | 0.8067 |
| 0.466 | 61.0 | 2379 | 0.3544 | 0.7853 | 0.9767 | 0.9348 | 0.6287 | 0.8021 | 0.875 | 0.5582 | 0.8272 | 0.8299 | 0.6682 | 0.8429 | 0.875 | 0.7822 | 0.8462 | 0.8256 | 0.8619 | 0.8016 | 0.8269 | 0.8334 | 0.8789 | 0.7517 | 0.8 | 0.8096 | 0.84 | 0.8227 | 0.8476 | 0.7515 | 0.8161 | 0.7282 | 0.7727 | 0.8041 | 0.8385 | 0.8091 | 0.8438 | 0.7035 | 0.7867 |
| 0.466 | 62.0 | 2418 | 0.3544 | 0.7773 | 0.9809 | 0.9319 | 0.5939 | 0.7983 | 0.925 | 0.5558 | 0.8205 | 0.8222 | 0.65 | 0.8361 | 0.925 | 0.7641 | 0.8308 | 0.8363 | 0.8667 | 0.7909 | 0.8269 | 0.8188 | 0.8474 | 0.7678 | 0.815 | 0.7954 | 0.8333 | 0.8252 | 0.8476 | 0.7585 | 0.8258 | 0.687 | 0.75 | 0.7807 | 0.8308 | 0.7853 | 0.825 | 0.717 | 0.7667 |
| 0.466 | 63.0 | 2457 | 0.3501 | 0.7801 | 0.9771 | 0.9345 | 0.6037 | 0.8007 | 0.9 | 0.5578 | 0.824 | 0.824 | 0.6242 | 0.8407 | 0.9 | 0.7769 | 0.8385 | 0.8355 | 0.8667 | 0.8102 | 0.8308 | 0.8033 | 0.8526 | 0.7534 | 0.805 | 0.788 | 0.8267 | 0.8272 | 0.8476 | 0.77 | 0.8194 | 0.6957 | 0.75 | 0.7767 | 0.8269 | 0.799 | 0.8375 | 0.7258 | 0.7867 |
| 0.466 | 64.0 | 2496 | 0.3511 | 0.7748 | 0.9659 | 0.9256 | 0.6077 | 0.7936 | 0.9 | 0.5615 | 0.827 | 0.827 | 0.6576 | 0.8421 | 0.9 | 0.6827 | 0.8154 | 0.8486 | 0.881 | 0.8159 | 0.8423 | 0.806 | 0.8474 | 0.7707 | 0.805 | 0.7827 | 0.8267 | 0.7957 | 0.8333 | 0.7682 | 0.8258 | 0.7227 | 0.7773 | 0.7795 | 0.8385 | 0.7818 | 0.825 | 0.7432 | 0.8067 |
| 0.4034 | 65.0 | 2535 | 0.3608 | 0.759 | 0.9682 | 0.9074 | 0.5601 | 0.7841 | 0.9 | 0.554 | 0.8162 | 0.8171 | 0.6152 | 0.8333 | 0.9 | 0.7014 | 0.8385 | 0.847 | 0.8857 | 0.7897 | 0.8308 | 0.7816 | 0.8263 | 0.7418 | 0.79 | 0.7872 | 0.8333 | 0.7927 | 0.8333 | 0.7297 | 0.7935 | 0.6854 | 0.7409 | 0.7637 | 0.8154 | 0.7925 | 0.8438 | 0.6957 | 0.7733 |
| 0.4034 | 66.0 | 2574 | 0.3516 | 0.7682 | 0.9673 | 0.9121 | 0.5835 | 0.7923 | 0.9 | 0.5607 | 0.8218 | 0.8223 | 0.6364 | 0.8374 | 0.9 | 0.6883 | 0.8538 | 0.8502 | 0.881 | 0.7925 | 0.8192 | 0.7966 | 0.8368 | 0.7475 | 0.79 | 0.7774 | 0.82 | 0.8245 | 0.8524 | 0.7515 | 0.8032 | 0.7114 | 0.7682 | 0.7769 | 0.8308 | 0.783 | 0.825 | 0.7187 | 0.7867 |
| 0.4034 | 67.0 | 2613 | 0.3451 | 0.7789 | 0.9729 | 0.9103 | 0.5878 | 0.802 | 0.925 | 0.5616 | 0.8296 | 0.8296 | 0.6348 | 0.8457 | 0.925 | 0.7498 | 0.8615 | 0.8546 | 0.881 | 0.8001 | 0.8269 | 0.8054 | 0.8421 | 0.7408 | 0.785 | 0.7852 | 0.8333 | 0.8224 | 0.8571 | 0.7513 | 0.8097 | 0.7183 | 0.7682 | 0.7863 | 0.8462 | 0.8048 | 0.8438 | 0.7277 | 0.8 |
| 0.4034 | 68.0 | 2652 | 0.3466 | 0.778 | 0.9749 | 0.9207 | 0.568 | 0.8017 | 0.875 | 0.5561 | 0.8241 | 0.8249 | 0.6258 | 0.841 | 0.875 | 0.7531 | 0.8308 | 0.855 | 0.8857 | 0.8017 | 0.8346 | 0.7967 | 0.8263 | 0.7501 | 0.78 | 0.779 | 0.8267 | 0.8168 | 0.8476 | 0.7591 | 0.8161 | 0.7266 | 0.7727 | 0.7767 | 0.8346 | 0.8054 | 0.8438 | 0.7152 | 0.8 |
| 0.4034 | 69.0 | 2691 | 0.3504 | 0.7759 | 0.9744 | 0.9089 | 0.5878 | 0.795 | 0.9 | 0.5575 | 0.8273 | 0.8282 | 0.6212 | 0.8448 | 0.9 | 0.7358 | 0.8462 | 0.8374 | 0.8667 | 0.8009 | 0.8308 | 0.8279 | 0.8579 | 0.7676 | 0.805 | 0.791 | 0.84 | 0.8313 | 0.8524 | 0.7634 | 0.8161 | 0.6989 | 0.7636 | 0.7769 | 0.8423 | 0.8148 | 0.8438 | 0.6653 | 0.7733 |
| 0.4034 | 70.0 | 2730 | 0.3475 | 0.7848 | 0.9763 | 0.9192 | 0.6029 | 0.8065 | 0.875 | 0.5629 | 0.8317 | 0.8323 | 0.6485 | 0.8481 | 0.875 | 0.7359 | 0.8385 | 0.8447 | 0.8714 | 0.7897 | 0.8269 | 0.8201 | 0.8526 | 0.7812 | 0.81 | 0.819 | 0.86 | 0.8345 | 0.8571 | 0.7817 | 0.8355 | 0.708 | 0.7773 | 0.7766 | 0.8346 | 0.8063 | 0.8375 | 0.7204 | 0.7867 |
| 0.4034 | 71.0 | 2769 | 0.3469 | 0.7749 | 0.9732 | 0.9089 | 0.5869 | 0.7999 | 0.9 | 0.5592 | 0.8243 | 0.8243 | 0.6424 | 0.8401 | 0.9 | 0.6823 | 0.8385 | 0.8448 | 0.8714 | 0.8012 | 0.8385 | 0.8083 | 0.8316 | 0.7663 | 0.805 | 0.806 | 0.84 | 0.8237 | 0.8429 | 0.7696 | 0.8161 | 0.6953 | 0.7455 | 0.7824 | 0.8385 | 0.8075 | 0.8375 | 0.7116 | 0.7867 |
| 0.4034 | 72.0 | 2808 | 0.3392 | 0.7839 | 0.9766 | 0.9317 | 0.5902 | 0.8076 | 0.9 | 0.5611 | 0.8283 | 0.8295 | 0.6455 | 0.8456 | 0.9 | 0.7454 | 0.8308 | 0.8455 | 0.8714 | 0.8003 | 0.8269 | 0.8443 | 0.8684 | 0.7574 | 0.805 | 0.7908 | 0.84 | 0.8216 | 0.8429 | 0.7859 | 0.8355 | 0.706 | 0.7682 | 0.787 | 0.8346 | 0.8037 | 0.8438 | 0.7196 | 0.7867 |
| 0.4034 | 73.0 | 2847 | 0.3433 | 0.7729 | 0.9686 | 0.9149 | 0.5782 | 0.7976 | 0.9 | 0.5567 | 0.8229 | 0.8246 | 0.6455 | 0.8396 | 0.9 | 0.6802 | 0.8308 | 0.8431 | 0.8619 | 0.7983 | 0.8231 | 0.8358 | 0.8526 | 0.7688 | 0.825 | 0.7904 | 0.82 | 0.7966 | 0.8429 | 0.7705 | 0.8226 | 0.7136 | 0.7636 | 0.7773 | 0.8423 | 0.794 | 0.8438 | 0.7065 | 0.7667 |
| 0.4034 | 74.0 | 2886 | 0.3398 | 0.7797 | 0.9718 | 0.9239 | 0.5813 | 0.8009 | 0.9 | 0.5627 | 0.828 | 0.8297 | 0.647 | 0.8445 | 0.9 | 0.7071 | 0.8462 | 0.8427 | 0.8667 | 0.7968 | 0.8269 | 0.8379 | 0.8632 | 0.7718 | 0.82 | 0.8011 | 0.8333 | 0.8264 | 0.8476 | 0.7688 | 0.8194 | 0.7035 | 0.7591 | 0.7655 | 0.8308 | 0.8064 | 0.85 | 0.7282 | 0.7933 |
| 0.4034 | 75.0 | 2925 | 0.3479 | 0.7738 | 0.9703 | 0.9063 | 0.5831 | 0.7977 | 0.9 | 0.5603 | 0.8253 | 0.8257 | 0.6364 | 0.8423 | 0.9 | 0.6746 | 0.8385 | 0.841 | 0.8667 | 0.7923 | 0.8154 | 0.818 | 0.8526 | 0.7695 | 0.81 | 0.8178 | 0.8467 | 0.8123 | 0.8381 | 0.7624 | 0.8194 | 0.6934 | 0.7545 | 0.7583 | 0.8308 | 0.8332 | 0.8625 | 0.7133 | 0.7733 |
| 0.4034 | 76.0 | 2964 | 0.3417 | 0.7789 | 0.9699 | 0.9075 | 0.5941 | 0.8004 | 0.9 | 0.5622 | 0.8263 | 0.8269 | 0.6455 | 0.8426 | 0.9 | 0.6989 | 0.8231 | 0.8422 | 0.8667 | 0.794 | 0.8231 | 0.8263 | 0.8526 | 0.7759 | 0.81 | 0.8089 | 0.84 | 0.8315 | 0.8524 | 0.7687 | 0.8226 | 0.7092 | 0.7727 | 0.7587 | 0.8231 | 0.8227 | 0.85 | 0.7101 | 0.7867 |
| 0.3648 | 77.0 | 3003 | 0.3425 | 0.7796 | 0.9637 | 0.9161 | 0.6011 | 0.8033 | 0.9 | 0.5605 | 0.8291 | 0.8291 | 0.653 | 0.8453 | 0.9 | 0.7008 | 0.8385 | 0.8567 | 0.881 | 0.8031 | 0.8269 | 0.8216 | 0.8526 | 0.786 | 0.805 | 0.8336 | 0.8533 | 0.8029 | 0.8429 | 0.769 | 0.8226 | 0.6867 | 0.75 | 0.7862 | 0.8462 | 0.7925 | 0.8375 | 0.7165 | 0.7933 |
| 0.3648 | 78.0 | 3042 | 0.3360 | 0.7853 | 0.9698 | 0.9139 | 0.6046 | 0.8065 | 0.9 | 0.5628 | 0.8317 | 0.8326 | 0.6697 | 0.8469 | 0.9 | 0.7002 | 0.8154 | 0.8547 | 0.8762 | 0.7938 | 0.8269 | 0.8355 | 0.8579 | 0.7809 | 0.815 | 0.8187 | 0.8467 | 0.8107 | 0.8476 | 0.7763 | 0.8355 | 0.7139 | 0.7773 | 0.7843 | 0.8423 | 0.8276 | 0.85 | 0.7266 | 0.8 |
| 0.3648 | 79.0 | 3081 | 0.3356 | 0.7787 | 0.9646 | 0.9087 | 0.5824 | 0.803 | 0.9 | 0.5621 | 0.8304 | 0.8304 | 0.6424 | 0.8478 | 0.9 | 0.6938 | 0.8308 | 0.8426 | 0.8714 | 0.7948 | 0.8269 | 0.8216 | 0.8474 | 0.7887 | 0.82 | 0.8025 | 0.8333 | 0.8027 | 0.8476 | 0.7848 | 0.8323 | 0.7139 | 0.7773 | 0.768 | 0.8346 | 0.8097 | 0.8438 | 0.7209 | 0.8 |
| 0.3648 | 80.0 | 3120 | 0.3408 | 0.7739 | 0.9647 | 0.9058 | 0.6019 | 0.7961 | 0.875 | 0.5604 | 0.8294 | 0.8294 | 0.6545 | 0.8442 | 0.875 | 0.7097 | 0.8385 | 0.8373 | 0.8619 | 0.7962 | 0.8308 | 0.8225 | 0.8526 | 0.7673 | 0.8 | 0.8073 | 0.8467 | 0.8184 | 0.8571 | 0.7526 | 0.8161 | 0.6899 | 0.7682 | 0.7628 | 0.8308 | 0.8134 | 0.85 | 0.7096 | 0.8 |
| 0.3648 | 81.0 | 3159 | 0.3348 | 0.7835 | 0.97 | 0.9237 | 0.6198 | 0.8074 | 0.875 | 0.5606 | 0.8296 | 0.8296 | 0.6591 | 0.8446 | 0.875 | 0.7023 | 0.8308 | 0.8565 | 0.8667 | 0.802 | 0.8346 | 0.8153 | 0.8474 | 0.7687 | 0.8 | 0.8069 | 0.84 | 0.8276 | 0.8476 | 0.7772 | 0.829 | 0.7027 | 0.7591 | 0.7714 | 0.8308 | 0.8217 | 0.8562 | 0.7495 | 0.8133 |
| 0.3648 | 82.0 | 3198 | 0.3350 | 0.7779 | 0.9715 | 0.9228 | 0.6197 | 0.7992 | 0.9 | 0.56 | 0.8275 | 0.8275 | 0.6545 | 0.8426 | 0.9 | 0.7079 | 0.8308 | 0.8471 | 0.8667 | 0.7996 | 0.8308 | 0.806 | 0.8421 | 0.7779 | 0.805 | 0.8032 | 0.8467 | 0.8234 | 0.8429 | 0.7747 | 0.829 | 0.6976 | 0.7636 | 0.7486 | 0.8231 | 0.8227 | 0.85 | 0.7256 | 0.8 |
| 0.3648 | 83.0 | 3237 | 0.3352 | 0.7786 | 0.9706 | 0.9185 | 0.6205 | 0.7985 | 0.9 | 0.5623 | 0.83 | 0.83 | 0.6606 | 0.8445 | 0.9 | 0.6975 | 0.8385 | 0.8469 | 0.8667 | 0.8026 | 0.8346 | 0.807 | 0.8474 | 0.7727 | 0.805 | 0.8139 | 0.84 | 0.821 | 0.8524 | 0.7603 | 0.8226 | 0.703 | 0.7591 | 0.752 | 0.8308 | 0.8341 | 0.8625 | 0.7326 | 0.8 |
| 0.3648 | 84.0 | 3276 | 0.3284 | 0.7859 | 0.9707 | 0.92 | 0.6206 | 0.8083 | 0.9 | 0.5656 | 0.8353 | 0.8353 | 0.6606 | 0.851 | 0.9 | 0.7071 | 0.8538 | 0.8567 | 0.8714 | 0.8011 | 0.8308 | 0.8154 | 0.8526 | 0.7821 | 0.81 | 0.8309 | 0.8533 | 0.8231 | 0.8524 | 0.766 | 0.8226 | 0.7344 | 0.7773 | 0.7583 | 0.8308 | 0.8296 | 0.8687 | 0.7256 | 0.8 |
| 0.3648 | 85.0 | 3315 | 0.3302 | 0.7836 | 0.9705 | 0.9192 | 0.6068 | 0.8074 | 0.9 | 0.5656 | 0.8329 | 0.8329 | 0.647 | 0.8496 | 0.9 | 0.7297 | 0.8615 | 0.8452 | 0.8667 | 0.7998 | 0.8308 | 0.8066 | 0.8474 | 0.7779 | 0.805 | 0.83 | 0.8533 | 0.8249 | 0.8476 | 0.7653 | 0.8226 | 0.7219 | 0.7727 | 0.7748 | 0.85 | 0.8025 | 0.8375 | 0.7245 | 0.8 |
| 0.3648 | 86.0 | 3354 | 0.3333 | 0.7811 | 0.9704 | 0.913 | 0.6227 | 0.8021 | 0.875 | 0.5629 | 0.8274 | 0.8274 | 0.6606 | 0.842 | 0.875 | 0.7227 | 0.8385 | 0.8532 | 0.8714 | 0.7927 | 0.8231 | 0.8101 | 0.8421 | 0.7787 | 0.805 | 0.8296 | 0.8533 | 0.8231 | 0.8476 | 0.7654 | 0.8226 | 0.7084 | 0.7545 | 0.7736 | 0.8462 | 0.7987 | 0.8313 | 0.717 | 0.7933 |
| 0.3648 | 87.0 | 3393 | 0.3290 | 0.787 | 0.9724 | 0.923 | 0.6038 | 0.8096 | 0.9 | 0.5653 | 0.8321 | 0.8321 | 0.6394 | 0.8487 | 0.9 | 0.7308 | 0.8462 | 0.8625 | 0.881 | 0.7929 | 0.8231 | 0.8145 | 0.8474 | 0.7712 | 0.805 | 0.83 | 0.86 | 0.8269 | 0.8476 | 0.7783 | 0.829 | 0.7165 | 0.7591 | 0.7712 | 0.8423 | 0.8081 | 0.8375 | 0.7409 | 0.8067 |
| 0.3648 | 88.0 | 3432 | 0.3279 | 0.7859 | 0.9683 | 0.9194 | 0.6099 | 0.8104 | 0.9 | 0.5656 | 0.8336 | 0.8336 | 0.647 | 0.8498 | 0.9 | 0.7068 | 0.8538 | 0.8555 | 0.8667 | 0.7933 | 0.8231 | 0.8223 | 0.8579 | 0.7725 | 0.805 | 0.83 | 0.86 | 0.8247 | 0.8476 | 0.7808 | 0.829 | 0.713 | 0.7636 | 0.7797 | 0.8462 | 0.8145 | 0.8438 | 0.7383 | 0.8067 |
| 0.3648 | 89.0 | 3471 | 0.3294 | 0.784 | 0.9694 | 0.9177 | 0.6122 | 0.8071 | 0.875 | 0.5642 | 0.8324 | 0.8324 | 0.6515 | 0.8483 | 0.875 | 0.7193 | 0.8538 | 0.8527 | 0.8714 | 0.7934 | 0.8269 | 0.8081 | 0.8474 | 0.772 | 0.805 | 0.8296 | 0.8533 | 0.8289 | 0.8476 | 0.7778 | 0.829 | 0.7055 | 0.7545 | 0.7804 | 0.85 | 0.8175 | 0.85 | 0.7224 | 0.8 |
| 0.3493 | 90.0 | 3510 | 0.3298 | 0.785 | 0.9683 | 0.9229 | 0.6122 | 0.8087 | 0.875 | 0.5649 | 0.8326 | 0.8326 | 0.6515 | 0.8484 | 0.875 | 0.6997 | 0.8462 | 0.8561 | 0.8714 | 0.79 | 0.8231 | 0.8158 | 0.8526 | 0.7721 | 0.8 | 0.8296 | 0.8533 | 0.8287 | 0.8476 | 0.7747 | 0.8258 | 0.7116 | 0.7545 | 0.7863 | 0.8538 | 0.8155 | 0.8562 | 0.7396 | 0.8067 |
| 0.3493 | 91.0 | 3549 | 0.3285 | 0.7825 | 0.9701 | 0.9213 | 0.6122 | 0.8067 | 0.875 | 0.5632 | 0.8306 | 0.8306 | 0.6515 | 0.8462 | 0.875 | 0.7207 | 0.8462 | 0.8507 | 0.8714 | 0.7855 | 0.8192 | 0.8041 | 0.8421 | 0.7751 | 0.805 | 0.8307 | 0.8533 | 0.8197 | 0.8429 | 0.7753 | 0.829 | 0.7082 | 0.7591 | 0.7761 | 0.8423 | 0.8207 | 0.8562 | 0.7235 | 0.8 |
| 0.3493 | 92.0 | 3588 | 0.3271 | 0.7853 | 0.9706 | 0.9215 | 0.6099 | 0.8091 | 0.875 | 0.565 | 0.8317 | 0.8317 | 0.647 | 0.8477 | 0.875 | 0.7181 | 0.8462 | 0.8596 | 0.8762 | 0.7856 | 0.8192 | 0.8121 | 0.8526 | 0.7751 | 0.805 | 0.8296 | 0.8533 | 0.8289 | 0.8476 | 0.7785 | 0.8258 | 0.7098 | 0.7591 | 0.7721 | 0.8385 | 0.8169 | 0.85 | 0.7371 | 0.8067 |
| 0.3493 | 93.0 | 3627 | 0.3270 | 0.7859 | 0.9712 | 0.9228 | 0.6031 | 0.8114 | 0.875 | 0.5642 | 0.8303 | 0.8303 | 0.6424 | 0.8465 | 0.875 | 0.7215 | 0.8385 | 0.8534 | 0.8714 | 0.7913 | 0.8231 | 0.8121 | 0.8526 | 0.7737 | 0.8 | 0.8307 | 0.8533 | 0.8278 | 0.8476 | 0.7763 | 0.8258 | 0.7102 | 0.7591 | 0.775 | 0.8423 | 0.8225 | 0.8438 | 0.7359 | 0.8067 |
| 0.3493 | 94.0 | 3666 | 0.3291 | 0.7866 | 0.9698 | 0.9178 | 0.6099 | 0.8121 | 0.9 | 0.5668 | 0.8326 | 0.8326 | 0.647 | 0.8485 | 0.9 | 0.7154 | 0.8462 | 0.8588 | 0.8762 | 0.784 | 0.8192 | 0.8167 | 0.8526 | 0.7865 | 0.81 | 0.8296 | 0.8533 | 0.8278 | 0.8476 | 0.785 | 0.8323 | 0.701 | 0.7545 | 0.7759 | 0.8423 | 0.8242 | 0.85 | 0.7347 | 0.8067 |
| 0.3493 | 95.0 | 3705 | 0.3278 | 0.7867 | 0.97 | 0.9211 | 0.6109 | 0.8119 | 0.9 | 0.5661 | 0.8326 | 0.8326 | 0.65 | 0.8481 | 0.9 | 0.7134 | 0.8385 | 0.8588 | 0.8762 | 0.783 | 0.8192 | 0.8167 | 0.8526 | 0.7865 | 0.81 | 0.8296 | 0.8533 | 0.8263 | 0.8476 | 0.7864 | 0.8355 | 0.7051 | 0.7591 | 0.7747 | 0.8423 | 0.8242 | 0.85 | 0.7359 | 0.8067 |
| 0.3493 | 96.0 | 3744 | 0.3276 | 0.7863 | 0.9694 | 0.9206 | 0.6132 | 0.8111 | 0.9 | 0.5663 | 0.8331 | 0.8331 | 0.6545 | 0.8484 | 0.9 | 0.71 | 0.8462 | 0.8599 | 0.8762 | 0.7842 | 0.8192 | 0.8185 | 0.8526 | 0.7769 | 0.805 | 0.8296 | 0.8533 | 0.8269 | 0.8476 | 0.7869 | 0.8355 | 0.7052 | 0.7591 | 0.7779 | 0.8462 | 0.8242 | 0.85 | 0.7359 | 0.8067 |
| 0.3493 | 97.0 | 3783 | 0.3286 | 0.7867 | 0.9693 | 0.9205 | 0.6109 | 0.8119 | 0.9 | 0.5672 | 0.8336 | 0.8336 | 0.65 | 0.8493 | 0.9 | 0.71 | 0.8462 | 0.8599 | 0.8762 | 0.7842 | 0.8192 | 0.8185 | 0.8526 | 0.786 | 0.81 | 0.8296 | 0.8533 | 0.8283 | 0.8524 | 0.7864 | 0.8355 | 0.7052 | 0.7591 | 0.7729 | 0.8423 | 0.8242 | 0.85 | 0.7359 | 0.8067 |
| 0.3493 | 98.0 | 3822 | 0.3296 | 0.7865 | 0.969 | 0.9204 | 0.6132 | 0.8119 | 0.875 | 0.5669 | 0.8337 | 0.8337 | 0.6545 | 0.8493 | 0.875 | 0.71 | 0.8462 | 0.8599 | 0.8762 | 0.7842 | 0.8192 | 0.8185 | 0.8526 | 0.786 | 0.81 | 0.8296 | 0.8533 | 0.8283 | 0.8524 | 0.7819 | 0.8323 | 0.7035 | 0.7591 | 0.7762 | 0.8462 | 0.8242 | 0.85 | 0.7359 | 0.8067 |
| 0.3493 | 99.0 | 3861 | 0.3296 | 0.7862 | 0.969 | 0.9204 | 0.6109 | 0.8119 | 0.875 | 0.5669 | 0.8334 | 0.8334 | 0.65 | 0.8493 | 0.875 | 0.71 | 0.8462 | 0.8599 | 0.8762 | 0.7842 | 0.8192 | 0.8185 | 0.8526 | 0.786 | 0.81 | 0.8296 | 0.8533 | 0.8283 | 0.8524 | 0.7819 | 0.8323 | 0.7035 | 0.7591 | 0.7729 | 0.8423 | 0.8242 | 0.85 | 0.7359 | 0.8067 |
| 0.3493 | 100.0 | 3900 | 0.3298 | 0.7863 | 0.9692 | 0.9205 | 0.6109 | 0.812 | 0.875 | 0.5669 | 0.8334 | 0.8334 | 0.65 | 0.8493 | 0.875 | 0.71 | 0.8462 | 0.8599 | 0.8762 | 0.7842 | 0.8192 | 0.8185 | 0.8526 | 0.786 | 0.81 | 0.8296 | 0.8533 | 0.8283 | 0.8524 | 0.7819 | 0.8323 | 0.7035 | 0.7591 | 0.774 | 0.8423 | 0.8242 | 0.85 | 0.7359 | 0.8067 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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