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---
library_name: transformers
license: apache-2.0
base_model: aviola/detrDominoTest
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/detrDominoTest](https://huggingface.co/aviola/detrDominoTest) on the temp_domino2 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3054
- Map: 0.795
- Map 50: 0.9644
- Map 75: 0.9489
- Map Small: 0.6649
- Map Medium: 0.8058
- Map Large: 0.875
- Mar 1: 0.563
- Mar 10: 0.8475
- Mar 100: 0.8475
- Mar Small: 0.7197
- Mar Medium: 0.8572
- Mar Large: 0.875
- Map Pip-1: 0.7408
- Mar 100 Pip-1: 0.8615
- Map Pip-10: 0.8189
- Mar 100 Pip-10: 0.8524
- Map Pip-11: 0.8134
- Mar 100 Pip-11: 0.8462
- Map Pip-12: 0.8307
- Mar 100 Pip-12: 0.8579
- Map Pip-2: 0.841
- Mar 100 Pip-2: 0.855
- Map Pip-3: 0.7812
- Mar 100 Pip-3: 0.8533
- Map Pip-4: 0.8175
- Mar 100 Pip-4: 0.8429
- Map Pip-5: 0.7701
- Mar 100 Pip-5: 0.8355
- Map Pip-6: 0.7159
- Mar 100 Pip-6: 0.7682
- Map Pip-7: 0.8037
- Mar 100 Pip-7: 0.8692
- Map Pip-8: 0.843
- Mar 100 Pip-8: 0.8813
- Map Pip-9: 0.7638
- Mar 100 Pip-9: 0.8467
## 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 | 0.3831 | 0.7707 | 0.9684 | 0.927 | 0.5938 | 0.792 | 0.8 | 0.5445 | 0.8254 | 0.8283 | 0.6727 | 0.8425 | 0.925 | 0.6593 | 0.8154 | 0.8327 | 0.8476 | 0.7972 | 0.85 | 0.8122 | 0.8421 | 0.7815 | 0.84 | 0.8186 | 0.86 | 0.7848 | 0.819 | 0.7498 | 0.8097 | 0.7032 | 0.7727 | 0.7729 | 0.8385 | 0.7822 | 0.8375 | 0.7537 | 0.8067 |
| No log | 2.0 | 78 | 0.3396 | 0.7759 | 0.9671 | 0.935 | 0.5735 | 0.7961 | 0.95 | 0.552 | 0.8251 | 0.8251 | 0.5955 | 0.8415 | 0.95 | 0.7095 | 0.8 | 0.8458 | 0.8762 | 0.7965 | 0.8269 | 0.8161 | 0.8526 | 0.7549 | 0.795 | 0.7708 | 0.8333 | 0.7731 | 0.7952 | 0.7655 | 0.8226 | 0.6989 | 0.7682 | 0.7717 | 0.8423 | 0.8346 | 0.875 | 0.7732 | 0.8133 |
| No log | 3.0 | 117 | 0.3413 | 0.7665 | 0.9736 | 0.945 | 0.6044 | 0.7818 | 0.95 | 0.5434 | 0.8206 | 0.8216 | 0.6561 | 0.8315 | 0.95 | 0.6818 | 0.8154 | 0.8044 | 0.8381 | 0.763 | 0.8038 | 0.814 | 0.8368 | 0.8183 | 0.855 | 0.7968 | 0.8267 | 0.7756 | 0.8143 | 0.773 | 0.829 | 0.6994 | 0.75 | 0.7752 | 0.8538 | 0.7946 | 0.8562 | 0.7014 | 0.78 |
| No log | 4.0 | 156 | 0.3630 | 0.7517 | 0.9697 | 0.9465 | 0.6005 | 0.7677 | 0.9 | 0.534 | 0.8094 | 0.8094 | 0.6439 | 0.8207 | 0.9 | 0.6363 | 0.7692 | 0.8175 | 0.8476 | 0.7821 | 0.8192 | 0.7616 | 0.8053 | 0.776 | 0.815 | 0.7621 | 0.82 | 0.7999 | 0.819 | 0.7593 | 0.8194 | 0.6738 | 0.7409 | 0.7666 | 0.8462 | 0.7832 | 0.8313 | 0.7022 | 0.78 |
| No log | 5.0 | 195 | 0.3685 | 0.7546 | 0.9572 | 0.9281 | 0.5432 | 0.7767 | 0.7625 | 0.5394 | 0.8172 | 0.8187 | 0.6152 | 0.8331 | 0.875 | 0.6488 | 0.8231 | 0.8343 | 0.8619 | 0.7554 | 0.8077 | 0.784 | 0.8474 | 0.7966 | 0.845 | 0.7246 | 0.82 | 0.8225 | 0.8476 | 0.7397 | 0.8065 | 0.7159 | 0.7545 | 0.7259 | 0.8 | 0.7993 | 0.8438 | 0.708 | 0.7667 |
| No log | 6.0 | 234 | 0.3723 | 0.7631 | 0.9685 | 0.9171 | 0.6247 | 0.7764 | 0.925 | 0.5454 | 0.8146 | 0.8146 | 0.6773 | 0.8233 | 0.925 | 0.7055 | 0.8385 | 0.7739 | 0.8048 | 0.7866 | 0.8192 | 0.7976 | 0.8368 | 0.786 | 0.82 | 0.746 | 0.8133 | 0.8275 | 0.8476 | 0.7449 | 0.7968 | 0.7101 | 0.75 | 0.7107 | 0.7923 | 0.8261 | 0.8562 | 0.7418 | 0.8 |
| No log | 7.0 | 273 | 0.3554 | 0.7663 | 0.9724 | 0.9386 | 0.6053 | 0.7857 | 0.925 | 0.5409 | 0.8192 | 0.8198 | 0.6591 | 0.8314 | 0.925 | 0.7293 | 0.8308 | 0.8056 | 0.8476 | 0.7934 | 0.8269 | 0.8256 | 0.8526 | 0.7477 | 0.795 | 0.751 | 0.8333 | 0.8182 | 0.8524 | 0.7572 | 0.8129 | 0.7043 | 0.7591 | 0.746 | 0.7923 | 0.8267 | 0.875 | 0.6905 | 0.76 |
| No log | 8.0 | 312 | 0.3772 | 0.753 | 0.961 | 0.9144 | 0.5717 | 0.774 | 0.925 | 0.5344 | 0.8075 | 0.8084 | 0.6303 | 0.8232 | 0.925 | 0.7172 | 0.8 | 0.7985 | 0.8238 | 0.7954 | 0.8346 | 0.7836 | 0.8211 | 0.7747 | 0.815 | 0.7661 | 0.8467 | 0.7922 | 0.8238 | 0.7433 | 0.8032 | 0.6735 | 0.7455 | 0.6932 | 0.7885 | 0.7621 | 0.8125 | 0.7359 | 0.7867 |
| No log | 9.0 | 351 | 0.3680 | 0.7603 | 0.9688 | 0.9231 | 0.605 | 0.7738 | 0.9 | 0.5446 | 0.8082 | 0.8088 | 0.6455 | 0.82 | 0.9 | 0.7341 | 0.8231 | 0.8035 | 0.8476 | 0.7777 | 0.8115 | 0.8294 | 0.8474 | 0.7754 | 0.81 | 0.7356 | 0.8 | 0.8142 | 0.8333 | 0.7692 | 0.8226 | 0.6743 | 0.7409 | 0.7332 | 0.7962 | 0.7726 | 0.8125 | 0.7042 | 0.76 |
| No log | 10.0 | 390 | 0.3842 | 0.7361 | 0.9719 | 0.9261 | 0.5901 | 0.7512 | 0.875 | 0.53 | 0.7929 | 0.7932 | 0.6364 | 0.8044 | 0.9 | 0.7093 | 0.7615 | 0.7597 | 0.8143 | 0.7931 | 0.8231 | 0.7435 | 0.7947 | 0.7316 | 0.765 | 0.7113 | 0.8067 | 0.7918 | 0.8238 | 0.7465 | 0.8032 | 0.6395 | 0.7045 | 0.7224 | 0.7885 | 0.7574 | 0.8125 | 0.7269 | 0.82 |
| No log | 11.0 | 429 | 0.3707 | 0.7449 | 0.9691 | 0.932 | 0.5949 | 0.7595 | 0.975 | 0.5337 | 0.806 | 0.8063 | 0.6379 | 0.8169 | 0.975 | 0.7366 | 0.8462 | 0.7883 | 0.8333 | 0.7493 | 0.7962 | 0.7859 | 0.8158 | 0.7558 | 0.8 | 0.7327 | 0.8267 | 0.773 | 0.8095 | 0.7741 | 0.829 | 0.6793 | 0.7409 | 0.7383 | 0.8231 | 0.7239 | 0.7812 | 0.7013 | 0.7733 |
| No log | 12.0 | 468 | 0.3725 | 0.7494 | 0.9619 | 0.9344 | 0.6046 | 0.7639 | 0.9 | 0.5368 | 0.8088 | 0.8095 | 0.6545 | 0.8202 | 0.9 | 0.7211 | 0.8308 | 0.7904 | 0.819 | 0.7713 | 0.8115 | 0.7896 | 0.8368 | 0.7352 | 0.765 | 0.7698 | 0.8133 | 0.781 | 0.8286 | 0.7739 | 0.8323 | 0.6444 | 0.7318 | 0.7599 | 0.8308 | 0.7156 | 0.7875 | 0.7401 | 0.8267 |
| 0.3708 | 13.0 | 507 | 0.3603 | 0.7604 | 0.9737 | 0.9428 | 0.6148 | 0.7774 | 0.9 | 0.5354 | 0.8098 | 0.8102 | 0.65 | 0.8218 | 0.9 | 0.7263 | 0.7923 | 0.787 | 0.8333 | 0.7927 | 0.8346 | 0.7742 | 0.8316 | 0.7697 | 0.8 | 0.76 | 0.7933 | 0.7854 | 0.8286 | 0.7544 | 0.8161 | 0.6845 | 0.7455 | 0.7327 | 0.7962 | 0.7767 | 0.8313 | 0.7808 | 0.82 |
| 0.3708 | 14.0 | 546 | 0.3518 | 0.7604 | 0.9671 | 0.9351 | 0.6309 | 0.7722 | 0.95 | 0.5431 | 0.8149 | 0.8159 | 0.6606 | 0.8254 | 0.95 | 0.7241 | 0.8231 | 0.8124 | 0.8238 | 0.7864 | 0.8154 | 0.8048 | 0.8316 | 0.7808 | 0.825 | 0.7626 | 0.8267 | 0.778 | 0.819 | 0.7292 | 0.7903 | 0.6355 | 0.7136 | 0.7794 | 0.8654 | 0.7803 | 0.85 | 0.7509 | 0.8067 |
| 0.3708 | 15.0 | 585 | 0.3711 | 0.7405 | 0.9639 | 0.896 | 0.5804 | 0.7557 | 0.95 | 0.5378 | 0.8032 | 0.8032 | 0.6121 | 0.8161 | 0.95 | 0.6714 | 0.8154 | 0.7787 | 0.8143 | 0.7892 | 0.8192 | 0.739 | 0.8 | 0.7384 | 0.79 | 0.7617 | 0.8267 | 0.7737 | 0.8048 | 0.7659 | 0.8258 | 0.602 | 0.6773 | 0.7855 | 0.8538 | 0.767 | 0.8313 | 0.7131 | 0.78 |
| 0.3708 | 16.0 | 624 | 0.3562 | 0.7587 | 0.9622 | 0.9351 | 0.5894 | 0.7776 | 0.925 | 0.5471 | 0.8182 | 0.8193 | 0.6364 | 0.8322 | 0.925 | 0.6482 | 0.8385 | 0.8094 | 0.8429 | 0.7884 | 0.8115 | 0.8029 | 0.8263 | 0.7913 | 0.82 | 0.7394 | 0.8 | 0.7939 | 0.8333 | 0.7428 | 0.829 | 0.6968 | 0.7591 | 0.7733 | 0.8269 | 0.7765 | 0.8375 | 0.7413 | 0.8067 |
| 0.3708 | 17.0 | 663 | 0.3939 | 0.7434 | 0.963 | 0.9271 | 0.6029 | 0.7557 | 0.925 | 0.5355 | 0.7964 | 0.7975 | 0.6455 | 0.8072 | 0.925 | 0.687 | 0.7769 | 0.7825 | 0.8143 | 0.7534 | 0.7808 | 0.7847 | 0.8211 | 0.7474 | 0.795 | 0.7514 | 0.8 | 0.7445 | 0.7905 | 0.7378 | 0.8258 | 0.7045 | 0.7545 | 0.734 | 0.7923 | 0.7368 | 0.825 | 0.7574 | 0.7933 |
| 0.3708 | 18.0 | 702 | 0.3832 | 0.7299 | 0.9633 | 0.8936 | 0.5973 | 0.7443 | 0.925 | 0.5284 | 0.7942 | 0.7945 | 0.6258 | 0.8045 | 0.925 | 0.6571 | 0.8154 | 0.7968 | 0.8286 | 0.7588 | 0.7885 | 0.7437 | 0.7737 | 0.723 | 0.78 | 0.7491 | 0.8 | 0.7686 | 0.8095 | 0.7393 | 0.8097 | 0.6504 | 0.7273 | 0.7116 | 0.7962 | 0.767 | 0.8188 | 0.6931 | 0.7867 |
| 0.3708 | 19.0 | 741 | 0.3596 | 0.756 | 0.9635 | 0.9066 | 0.5885 | 0.7727 | 0.875 | 0.541 | 0.8184 | 0.8184 | 0.6621 | 0.8296 | 0.875 | 0.7242 | 0.8538 | 0.821 | 0.8476 | 0.777 | 0.8038 | 0.7652 | 0.8105 | 0.7732 | 0.82 | 0.7665 | 0.82 | 0.7971 | 0.8381 | 0.7583 | 0.8194 | 0.6624 | 0.7455 | 0.7384 | 0.8308 | 0.7717 | 0.8313 | 0.7173 | 0.8 |
| 0.3708 | 20.0 | 780 | 0.3683 | 0.7612 | 0.9639 | 0.9358 | 0.631 | 0.779 | 0.7375 | 0.5374 | 0.8183 | 0.8197 | 0.6833 | 0.8311 | 0.85 | 0.689 | 0.8154 | 0.8223 | 0.8381 | 0.7803 | 0.8038 | 0.8172 | 0.8263 | 0.7537 | 0.8 | 0.7671 | 0.8133 | 0.7806 | 0.8333 | 0.7725 | 0.8355 | 0.6862 | 0.7591 | 0.7538 | 0.8538 | 0.7661 | 0.8375 | 0.7454 | 0.82 |
| 0.3708 | 21.0 | 819 | 0.3645 | 0.7675 | 0.9677 | 0.9265 | 0.5878 | 0.7858 | 0.85 | 0.5424 | 0.8246 | 0.8252 | 0.6682 | 0.8384 | 0.85 | 0.7228 | 0.8308 | 0.7889 | 0.8238 | 0.7897 | 0.8115 | 0.7997 | 0.8474 | 0.7476 | 0.805 | 0.802 | 0.84 | 0.7969 | 0.8333 | 0.7595 | 0.8065 | 0.6952 | 0.7818 | 0.7647 | 0.8462 | 0.7934 | 0.8562 | 0.75 | 0.82 |
| 0.3708 | 22.0 | 858 | 0.3777 | 0.7607 | 0.9619 | 0.93 | 0.6276 | 0.776 | 0.9 | 0.5388 | 0.8223 | 0.8249 | 0.697 | 0.8348 | 0.9 | 0.6858 | 0.8538 | 0.7868 | 0.8238 | 0.7764 | 0.8077 | 0.8306 | 0.8526 | 0.7746 | 0.83 | 0.7922 | 0.84 | 0.8176 | 0.8476 | 0.746 | 0.8032 | 0.6699 | 0.7636 | 0.7264 | 0.8269 | 0.78 | 0.85 | 0.7416 | 0.8 |
| 0.3708 | 23.0 | 897 | 0.3532 | 0.7677 | 0.9615 | 0.9309 | 0.6114 | 0.7815 | 0.875 | 0.5458 | 0.8214 | 0.8217 | 0.6652 | 0.8335 | 0.875 | 0.6714 | 0.8077 | 0.7988 | 0.8238 | 0.7901 | 0.8269 | 0.842 | 0.8579 | 0.7779 | 0.82 | 0.7714 | 0.8133 | 0.8097 | 0.8381 | 0.7556 | 0.8129 | 0.691 | 0.75 | 0.77 | 0.8462 | 0.7881 | 0.8375 | 0.7469 | 0.8267 |
| 0.3708 | 24.0 | 936 | 0.3546 | 0.7696 | 0.9681 | 0.9385 | 0.6058 | 0.7819 | 0.9 | 0.5429 | 0.8229 | 0.8233 | 0.6788 | 0.8331 | 0.9 | 0.7156 | 0.8154 | 0.792 | 0.8286 | 0.8082 | 0.8462 | 0.8238 | 0.8526 | 0.7677 | 0.815 | 0.7925 | 0.8267 | 0.782 | 0.8238 | 0.7649 | 0.8226 | 0.7122 | 0.7682 | 0.7567 | 0.8231 | 0.7703 | 0.8438 | 0.749 | 0.8133 |
| 0.3708 | 25.0 | 975 | 0.3651 | 0.764 | 0.963 | 0.9319 | 0.5945 | 0.7788 | 0.925 | 0.5363 | 0.819 | 0.8213 | 0.6576 | 0.8332 | 0.925 | 0.6889 | 0.8154 | 0.7908 | 0.8381 | 0.8041 | 0.8346 | 0.8226 | 0.8526 | 0.7512 | 0.8 | 0.7845 | 0.8267 | 0.7923 | 0.8143 | 0.757 | 0.8194 | 0.7231 | 0.7955 | 0.7693 | 0.8269 | 0.7477 | 0.8188 | 0.7362 | 0.8133 |
| 0.3647 | 26.0 | 1014 | 0.3579 | 0.7522 | 0.9627 | 0.9224 | 0.5684 | 0.7718 | 0.7875 | 0.5353 | 0.8172 | 0.8193 | 0.647 | 0.8316 | 0.9 | 0.65 | 0.8231 | 0.7766 | 0.8286 | 0.7873 | 0.8192 | 0.798 | 0.8316 | 0.7617 | 0.825 | 0.7624 | 0.8133 | 0.7986 | 0.8381 | 0.7514 | 0.8226 | 0.7005 | 0.7773 | 0.7357 | 0.8231 | 0.8009 | 0.8562 | 0.7037 | 0.7733 |
| 0.3647 | 27.0 | 1053 | 0.3478 | 0.7722 | 0.9654 | 0.9393 | 0.5952 | 0.7921 | 0.9 | 0.542 | 0.8329 | 0.8329 | 0.6515 | 0.8486 | 0.9 | 0.6669 | 0.8308 | 0.8077 | 0.8333 | 0.7836 | 0.8192 | 0.8066 | 0.8368 | 0.8162 | 0.86 | 0.8172 | 0.86 | 0.8157 | 0.8381 | 0.7643 | 0.8323 | 0.6787 | 0.7727 | 0.763 | 0.8423 | 0.8063 | 0.8562 | 0.7401 | 0.8133 |
| 0.3647 | 28.0 | 1092 | 0.3548 | 0.7622 | 0.9605 | 0.9301 | 0.5752 | 0.7805 | 0.8781 | 0.5393 | 0.8186 | 0.8195 | 0.6394 | 0.8329 | 0.9 | 0.6486 | 0.8231 | 0.8143 | 0.8429 | 0.7778 | 0.8077 | 0.7877 | 0.8158 | 0.7795 | 0.815 | 0.8061 | 0.8533 | 0.7792 | 0.8095 | 0.7595 | 0.8419 | 0.6903 | 0.7682 | 0.7596 | 0.8192 | 0.7893 | 0.8375 | 0.754 | 0.8 |
| 0.3647 | 29.0 | 1131 | 0.3761 | 0.7473 | 0.9562 | 0.9307 | 0.6266 | 0.7609 | 0.875 | 0.5315 | 0.8078 | 0.8089 | 0.6667 | 0.8193 | 0.875 | 0.6492 | 0.8308 | 0.7912 | 0.8238 | 0.7703 | 0.8038 | 0.7751 | 0.8 | 0.7692 | 0.795 | 0.7556 | 0.82 | 0.7916 | 0.8238 | 0.7694 | 0.8194 | 0.6874 | 0.75 | 0.7689 | 0.8423 | 0.7746 | 0.8375 | 0.6649 | 0.76 |
| 0.3647 | 30.0 | 1170 | 0.3424 | 0.7624 | 0.9653 | 0.9307 | 0.6605 | 0.7723 | 0.8833 | 0.5458 | 0.8201 | 0.8201 | 0.697 | 0.829 | 0.9 | 0.6695 | 0.8385 | 0.7992 | 0.8238 | 0.793 | 0.8192 | 0.7972 | 0.8211 | 0.7894 | 0.825 | 0.7615 | 0.82 | 0.789 | 0.8238 | 0.7719 | 0.829 | 0.6836 | 0.7318 | 0.7466 | 0.8269 | 0.804 | 0.8687 | 0.7442 | 0.8133 |
| 0.3647 | 31.0 | 1209 | 0.3459 | 0.7745 | 0.9651 | 0.9226 | 0.6118 | 0.7894 | 0.9 | 0.541 | 0.8231 | 0.8239 | 0.6561 | 0.8369 | 0.9 | 0.6797 | 0.8154 | 0.8204 | 0.8381 | 0.7959 | 0.8269 | 0.8347 | 0.8526 | 0.7722 | 0.815 | 0.7904 | 0.8267 | 0.803 | 0.8286 | 0.7616 | 0.8194 | 0.7078 | 0.7545 | 0.763 | 0.8346 | 0.8241 | 0.8687 | 0.7414 | 0.8067 |
| 0.3647 | 32.0 | 1248 | 0.3604 | 0.7687 | 0.9698 | 0.9452 | 0.606 | 0.784 | 0.825 | 0.5444 | 0.8159 | 0.8159 | 0.6591 | 0.8285 | 0.825 | 0.7222 | 0.8385 | 0.7988 | 0.8286 | 0.7875 | 0.8115 | 0.7993 | 0.8263 | 0.7737 | 0.81 | 0.8202 | 0.8467 | 0.7956 | 0.8143 | 0.7673 | 0.8129 | 0.7102 | 0.7682 | 0.7578 | 0.8308 | 0.782 | 0.85 | 0.71 | 0.7533 |
| 0.3647 | 33.0 | 1287 | 0.3488 | 0.7746 | 0.9719 | 0.9411 | 0.635 | 0.7886 | 0.825 | 0.5467 | 0.8234 | 0.8239 | 0.6848 | 0.8356 | 0.825 | 0.7174 | 0.8077 | 0.8026 | 0.8286 | 0.8074 | 0.8385 | 0.8236 | 0.8526 | 0.7782 | 0.815 | 0.789 | 0.8333 | 0.8001 | 0.8286 | 0.7664 | 0.8226 | 0.7297 | 0.7864 | 0.7594 | 0.8308 | 0.765 | 0.85 | 0.7566 | 0.7933 |
| 0.3647 | 34.0 | 1326 | 0.3774 | 0.7615 | 0.9606 | 0.9323 | 0.6755 | 0.7723 | 0.825 | 0.535 | 0.8195 | 0.8199 | 0.7303 | 0.8276 | 0.825 | 0.6784 | 0.8154 | 0.7705 | 0.8095 | 0.7803 | 0.8115 | 0.8217 | 0.8579 | 0.7548 | 0.8 | 0.7654 | 0.8133 | 0.7767 | 0.819 | 0.7505 | 0.8194 | 0.7157 | 0.7818 | 0.7716 | 0.8423 | 0.8356 | 0.8687 | 0.7173 | 0.8 |
| 0.3647 | 35.0 | 1365 | 0.3671 | 0.7461 | 0.9647 | 0.8973 | 0.5755 | 0.764 | 0.85 | 0.5404 | 0.8079 | 0.8079 | 0.6167 | 0.8233 | 0.85 | 0.6925 | 0.8077 | 0.7819 | 0.8143 | 0.7778 | 0.8077 | 0.7873 | 0.8158 | 0.7288 | 0.8 | 0.7817 | 0.8067 | 0.7738 | 0.8095 | 0.7303 | 0.8129 | 0.6881 | 0.7682 | 0.7126 | 0.8038 | 0.7963 | 0.8687 | 0.7026 | 0.78 |
| 0.3647 | 36.0 | 1404 | 0.3604 | 0.7603 | 0.9628 | 0.9211 | 0.5709 | 0.7786 | 0.85 | 0.5435 | 0.8112 | 0.8112 | 0.6303 | 0.8268 | 0.85 | 0.7226 | 0.8308 | 0.7665 | 0.7905 | 0.8099 | 0.8385 | 0.8065 | 0.8316 | 0.7669 | 0.815 | 0.7489 | 0.8 | 0.789 | 0.8048 | 0.7648 | 0.8161 | 0.7246 | 0.7864 | 0.7536 | 0.8231 | 0.7548 | 0.825 | 0.7152 | 0.7733 |
| 0.3647 | 37.0 | 1443 | 0.3428 | 0.7776 | 0.9712 | 0.9339 | 0.6261 | 0.7926 | 0.9 | 0.5532 | 0.8306 | 0.8313 | 0.6848 | 0.8446 | 0.9 | 0.7509 | 0.8615 | 0.7924 | 0.8238 | 0.8001 | 0.8346 | 0.8503 | 0.8684 | 0.7855 | 0.825 | 0.8124 | 0.8467 | 0.8012 | 0.8286 | 0.7723 | 0.8194 | 0.7011 | 0.7727 | 0.7839 | 0.85 | 0.749 | 0.8313 | 0.7321 | 0.8133 |
| 0.3647 | 38.0 | 1482 | 0.3478 | 0.7699 | 0.962 | 0.9428 | 0.6391 | 0.7855 | 0.9 | 0.5478 | 0.8235 | 0.8235 | 0.6682 | 0.8371 | 0.9 | 0.6912 | 0.8308 | 0.7782 | 0.8 | 0.8063 | 0.8308 | 0.8305 | 0.8579 | 0.7655 | 0.805 | 0.7891 | 0.8333 | 0.7948 | 0.8333 | 0.7555 | 0.8161 | 0.7119 | 0.7773 | 0.7909 | 0.8423 | 0.795 | 0.8687 | 0.7301 | 0.7867 |
| 0.3448 | 39.0 | 1521 | 0.3364 | 0.7651 | 0.9705 | 0.9359 | 0.6459 | 0.7773 | 0.875 | 0.5441 | 0.8202 | 0.8205 | 0.6879 | 0.8314 | 0.875 | 0.736 | 0.8385 | 0.7913 | 0.8143 | 0.8102 | 0.8423 | 0.8351 | 0.8526 | 0.7775 | 0.815 | 0.7768 | 0.8467 | 0.7973 | 0.8286 | 0.7415 | 0.8161 | 0.6688 | 0.7364 | 0.7834 | 0.8577 | 0.7613 | 0.8313 | 0.7018 | 0.7667 |
| 0.3448 | 40.0 | 1560 | 0.3587 | 0.7637 | 0.9703 | 0.9207 | 0.6239 | 0.7762 | 0.925 | 0.5447 | 0.8144 | 0.8144 | 0.6682 | 0.8239 | 0.925 | 0.7714 | 0.8538 | 0.7711 | 0.8095 | 0.8072 | 0.8231 | 0.8018 | 0.8263 | 0.7764 | 0.825 | 0.7827 | 0.82 | 0.764 | 0.7952 | 0.745 | 0.8226 | 0.6794 | 0.7636 | 0.7655 | 0.8308 | 0.8111 | 0.8562 | 0.6887 | 0.7467 |
| 0.3448 | 41.0 | 1599 | 0.3255 | 0.7904 | 0.9805 | 0.962 | 0.6426 | 0.8061 | 0.9 | 0.5546 | 0.8325 | 0.8331 | 0.6985 | 0.8436 | 0.9 | 0.7856 | 0.8462 | 0.8096 | 0.8286 | 0.8266 | 0.85 | 0.8263 | 0.8421 | 0.8067 | 0.86 | 0.7991 | 0.84 | 0.7951 | 0.8333 | 0.7505 | 0.8129 | 0.7429 | 0.7818 | 0.7766 | 0.8462 | 0.8191 | 0.8562 | 0.7468 | 0.8 |
| 0.3448 | 42.0 | 1638 | 0.3370 | 0.7869 | 0.9703 | 0.9425 | 0.6512 | 0.7984 | 0.925 | 0.557 | 0.8354 | 0.8354 | 0.697 | 0.846 | 0.925 | 0.7076 | 0.8231 | 0.7993 | 0.8333 | 0.8252 | 0.8462 | 0.8316 | 0.8579 | 0.8062 | 0.845 | 0.8117 | 0.86 | 0.7905 | 0.819 | 0.7614 | 0.8258 | 0.7499 | 0.8045 | 0.7784 | 0.8269 | 0.8097 | 0.8562 | 0.7711 | 0.8267 |
| 0.3448 | 43.0 | 1677 | 0.3588 | 0.7607 | 0.9568 | 0.9296 | 0.6168 | 0.7724 | 0.875 | 0.548 | 0.8159 | 0.8159 | 0.653 | 0.8267 | 0.875 | 0.7101 | 0.8462 | 0.7958 | 0.8095 | 0.7779 | 0.8115 | 0.7812 | 0.8053 | 0.7649 | 0.795 | 0.7917 | 0.8467 | 0.7927 | 0.819 | 0.7425 | 0.8226 | 0.7341 | 0.7773 | 0.7517 | 0.8269 | 0.7666 | 0.8438 | 0.7194 | 0.7867 |
| 0.3448 | 44.0 | 1716 | 0.3477 | 0.7795 | 0.9678 | 0.9398 | 0.61 | 0.7952 | 0.875 | 0.5486 | 0.8234 | 0.8238 | 0.6697 | 0.8381 | 0.875 | 0.8197 | 0.8538 | 0.7896 | 0.8238 | 0.8269 | 0.8462 | 0.8326 | 0.8579 | 0.7767 | 0.81 | 0.7852 | 0.8333 | 0.8019 | 0.8238 | 0.7393 | 0.8065 | 0.6834 | 0.7636 | 0.7739 | 0.8308 | 0.8006 | 0.8625 | 0.7235 | 0.7733 |
| 0.3448 | 45.0 | 1755 | 0.3447 | 0.7744 | 0.9709 | 0.9261 | 0.6342 | 0.7876 | 0.9 | 0.551 | 0.8255 | 0.8255 | 0.6758 | 0.8388 | 0.9 | 0.7865 | 0.8308 | 0.7672 | 0.8 | 0.8035 | 0.8346 | 0.8338 | 0.8579 | 0.7888 | 0.825 | 0.7846 | 0.86 | 0.7846 | 0.819 | 0.7549 | 0.8194 | 0.7213 | 0.7955 | 0.7713 | 0.8462 | 0.7688 | 0.8313 | 0.7278 | 0.7867 |
| 0.3448 | 46.0 | 1794 | 0.3430 | 0.7741 | 0.9704 | 0.9294 | 0.6212 | 0.7883 | 0.925 | 0.5513 | 0.8192 | 0.8205 | 0.6697 | 0.8326 | 0.925 | 0.7891 | 0.8231 | 0.7791 | 0.819 | 0.8068 | 0.8269 | 0.8379 | 0.8579 | 0.7579 | 0.795 | 0.7864 | 0.8467 | 0.7933 | 0.8143 | 0.7645 | 0.8355 | 0.6911 | 0.7682 | 0.7841 | 0.8423 | 0.7769 | 0.8438 | 0.722 | 0.7733 |
| 0.3448 | 47.0 | 1833 | 0.3547 | 0.7624 | 0.9709 | 0.9265 | 0.6266 | 0.7786 | 0.9 | 0.5453 | 0.817 | 0.817 | 0.6864 | 0.8279 | 0.9 | 0.7801 | 0.8615 | 0.7803 | 0.8048 | 0.8041 | 0.8308 | 0.7921 | 0.8263 | 0.7849 | 0.815 | 0.7573 | 0.8267 | 0.7775 | 0.8 | 0.7644 | 0.8323 | 0.6757 | 0.7591 | 0.7818 | 0.8423 | 0.7467 | 0.8188 | 0.7045 | 0.7867 |
| 0.3448 | 48.0 | 1872 | 0.3337 | 0.7789 | 0.9694 | 0.9436 | 0.6685 | 0.7908 | 0.9 | 0.5532 | 0.8315 | 0.8319 | 0.7212 | 0.8408 | 0.9 | 0.7529 | 0.8385 | 0.8186 | 0.8524 | 0.827 | 0.8462 | 0.8253 | 0.8474 | 0.7835 | 0.83 | 0.7971 | 0.8467 | 0.7951 | 0.8286 | 0.7789 | 0.8484 | 0.675 | 0.7591 | 0.7713 | 0.8231 | 0.7884 | 0.8687 | 0.7333 | 0.7933 |
| 0.3448 | 49.0 | 1911 | 0.3230 | 0.7799 | 0.9706 | 0.9481 | 0.6638 | 0.7912 | 0.9 | 0.5525 | 0.8289 | 0.8293 | 0.7015 | 0.8402 | 0.9 | 0.7015 | 0.8231 | 0.7753 | 0.8048 | 0.8337 | 0.8538 | 0.8148 | 0.8368 | 0.7871 | 0.82 | 0.8297 | 0.8667 | 0.7949 | 0.8238 | 0.7769 | 0.8387 | 0.7055 | 0.7773 | 0.7986 | 0.85 | 0.7769 | 0.8562 | 0.7639 | 0.8 |
| 0.3448 | 50.0 | 1950 | 0.3338 | 0.7779 | 0.9668 | 0.9304 | 0.6896 | 0.7882 | 0.9 | 0.5514 | 0.8258 | 0.8287 | 0.7242 | 0.8375 | 0.9 | 0.7171 | 0.8462 | 0.7719 | 0.8143 | 0.8369 | 0.8615 | 0.8328 | 0.8526 | 0.7718 | 0.81 | 0.7655 | 0.8133 | 0.7822 | 0.819 | 0.7728 | 0.8323 | 0.7233 | 0.7591 | 0.8051 | 0.8615 | 0.8148 | 0.8813 | 0.7404 | 0.7933 |
| 0.3448 | 51.0 | 1989 | 0.3329 | 0.7742 | 0.9633 | 0.9366 | 0.6585 | 0.7849 | 0.9 | 0.5551 | 0.8314 | 0.8314 | 0.7045 | 0.8412 | 0.9 | 0.7177 | 0.8385 | 0.7831 | 0.8381 | 0.8298 | 0.8577 | 0.7877 | 0.8421 | 0.7898 | 0.835 | 0.7565 | 0.8267 | 0.7795 | 0.8238 | 0.7742 | 0.8355 | 0.7239 | 0.7636 | 0.7991 | 0.8538 | 0.8084 | 0.8687 | 0.741 | 0.7933 |
| 0.3244 | 52.0 | 2028 | 0.3387 | 0.7726 | 0.9641 | 0.9352 | 0.6517 | 0.7867 | 0.9 | 0.5514 | 0.8285 | 0.8285 | 0.697 | 0.8386 | 0.9 | 0.7406 | 0.8538 | 0.8301 | 0.8667 | 0.8229 | 0.8462 | 0.7583 | 0.8158 | 0.8058 | 0.85 | 0.7491 | 0.8 | 0.7802 | 0.8143 | 0.7618 | 0.8323 | 0.7198 | 0.7636 | 0.7965 | 0.85 | 0.7871 | 0.8562 | 0.7196 | 0.7933 |
| 0.3244 | 53.0 | 2067 | 0.3371 | 0.7832 | 0.9671 | 0.9449 | 0.6874 | 0.7952 | 0.9 | 0.5569 | 0.8328 | 0.8331 | 0.7333 | 0.8412 | 0.9 | 0.7871 | 0.8615 | 0.7975 | 0.8286 | 0.816 | 0.85 | 0.8129 | 0.8421 | 0.7926 | 0.83 | 0.7737 | 0.8333 | 0.799 | 0.8286 | 0.7682 | 0.8323 | 0.702 | 0.7545 | 0.8012 | 0.8423 | 0.8436 | 0.8875 | 0.7049 | 0.8067 |
| 0.3244 | 54.0 | 2106 | 0.3511 | 0.7682 | 0.9667 | 0.9373 | 0.6718 | 0.7788 | 0.9 | 0.5493 | 0.8221 | 0.8225 | 0.7197 | 0.8302 | 0.9 | 0.7665 | 0.8231 | 0.7621 | 0.8095 | 0.8072 | 0.8346 | 0.8005 | 0.8316 | 0.7891 | 0.835 | 0.755 | 0.82 | 0.7594 | 0.8143 | 0.7664 | 0.829 | 0.7 | 0.7682 | 0.7882 | 0.8423 | 0.8087 | 0.8687 | 0.7147 | 0.7933 |
| 0.3244 | 55.0 | 2145 | 0.3340 | 0.7674 | 0.9672 | 0.9298 | 0.6237 | 0.7799 | 0.9 | 0.5504 | 0.8273 | 0.8276 | 0.7152 | 0.8359 | 0.9 | 0.7155 | 0.8231 | 0.7725 | 0.8095 | 0.8097 | 0.8308 | 0.7913 | 0.8316 | 0.7796 | 0.835 | 0.7677 | 0.8333 | 0.7688 | 0.8095 | 0.7588 | 0.8387 | 0.7163 | 0.7909 | 0.7751 | 0.8346 | 0.8289 | 0.8875 | 0.7247 | 0.8067 |
| 0.3244 | 56.0 | 2184 | 0.3461 | 0.7747 | 0.9619 | 0.9308 | 0.6657 | 0.7857 | 0.9 | 0.557 | 0.8247 | 0.8251 | 0.7106 | 0.834 | 0.9 | 0.7096 | 0.8308 | 0.8014 | 0.8286 | 0.821 | 0.8423 | 0.7874 | 0.8158 | 0.8007 | 0.83 | 0.8116 | 0.8533 | 0.7689 | 0.8095 | 0.7625 | 0.829 | 0.7082 | 0.7727 | 0.8057 | 0.8538 | 0.8221 | 0.875 | 0.697 | 0.76 |
| 0.3244 | 57.0 | 2223 | 0.3470 | 0.7747 | 0.9593 | 0.943 | 0.6614 | 0.786 | 0.9 | 0.5548 | 0.8299 | 0.8299 | 0.7182 | 0.8383 | 0.9 | 0.7153 | 0.8385 | 0.7961 | 0.8333 | 0.8345 | 0.8538 | 0.7896 | 0.8421 | 0.7963 | 0.83 | 0.8181 | 0.8467 | 0.7944 | 0.8286 | 0.7582 | 0.829 | 0.6994 | 0.7682 | 0.8031 | 0.8654 | 0.7977 | 0.8562 | 0.6936 | 0.7667 |
| 0.3244 | 58.0 | 2262 | 0.3367 | 0.7766 | 0.9662 | 0.9395 | 0.6466 | 0.7903 | 0.7875 | 0.5509 | 0.8302 | 0.8302 | 0.6924 | 0.8405 | 0.9 | 0.7642 | 0.8385 | 0.7876 | 0.8286 | 0.8196 | 0.8462 | 0.8063 | 0.8474 | 0.7951 | 0.825 | 0.777 | 0.84 | 0.7838 | 0.8238 | 0.7518 | 0.8355 | 0.7024 | 0.7636 | 0.7848 | 0.8462 | 0.8286 | 0.875 | 0.7181 | 0.7933 |
| 0.3244 | 59.0 | 2301 | 0.3343 | 0.7839 | 0.9692 | 0.9297 | 0.6242 | 0.8023 | 0.7875 | 0.5508 | 0.8327 | 0.8347 | 0.6788 | 0.8473 | 0.9 | 0.7949 | 0.8538 | 0.823 | 0.8524 | 0.8115 | 0.8423 | 0.8057 | 0.8421 | 0.7891 | 0.84 | 0.7982 | 0.8467 | 0.7915 | 0.8333 | 0.7713 | 0.8258 | 0.698 | 0.7682 | 0.8114 | 0.8692 | 0.8257 | 0.8687 | 0.6864 | 0.7733 |
| 0.3244 | 60.0 | 2340 | 0.3160 | 0.7843 | 0.9699 | 0.9412 | 0.6567 | 0.7996 | 0.875 | 0.5588 | 0.8369 | 0.8369 | 0.7015 | 0.8484 | 0.875 | 0.7567 | 0.8462 | 0.8036 | 0.8476 | 0.8449 | 0.8654 | 0.8155 | 0.8474 | 0.8116 | 0.84 | 0.7813 | 0.84 | 0.777 | 0.819 | 0.7591 | 0.8258 | 0.7329 | 0.7864 | 0.8063 | 0.8692 | 0.8221 | 0.8687 | 0.7011 | 0.7867 |
| 0.3244 | 61.0 | 2379 | 0.3186 | 0.7788 | 0.97 | 0.9377 | 0.6608 | 0.7902 | 0.875 | 0.5533 | 0.8332 | 0.8336 | 0.6985 | 0.8458 | 0.875 | 0.7187 | 0.8308 | 0.7957 | 0.8333 | 0.8303 | 0.8577 | 0.831 | 0.8526 | 0.8094 | 0.84 | 0.8014 | 0.8333 | 0.785 | 0.8333 | 0.7568 | 0.8226 | 0.7048 | 0.7682 | 0.7863 | 0.85 | 0.8166 | 0.875 | 0.7092 | 0.8067 |
| 0.3244 | 62.0 | 2418 | 0.3139 | 0.7736 | 0.9665 | 0.9358 | 0.6263 | 0.7854 | 0.9 | 0.5528 | 0.8299 | 0.8314 | 0.697 | 0.8418 | 0.9 | 0.7243 | 0.8308 | 0.7997 | 0.8333 | 0.7954 | 0.8269 | 0.8232 | 0.8526 | 0.8103 | 0.835 | 0.754 | 0.8267 | 0.7928 | 0.819 | 0.7659 | 0.829 | 0.7033 | 0.7727 | 0.7879 | 0.8615 | 0.8047 | 0.8687 | 0.722 | 0.82 |
| 0.3244 | 63.0 | 2457 | 0.3227 | 0.7887 | 0.9736 | 0.9476 | 0.6921 | 0.799 | 0.9 | 0.5551 | 0.8387 | 0.8387 | 0.7424 | 0.8467 | 0.9 | 0.7834 | 0.8615 | 0.8091 | 0.8476 | 0.8349 | 0.8577 | 0.8292 | 0.8526 | 0.7917 | 0.835 | 0.8085 | 0.86 | 0.7871 | 0.8143 | 0.7692 | 0.8419 | 0.7118 | 0.7773 | 0.8088 | 0.8731 | 0.7981 | 0.85 | 0.7325 | 0.7933 |
| 0.3244 | 64.0 | 2496 | 0.3161 | 0.7804 | 0.9686 | 0.9448 | 0.6907 | 0.789 | 0.9 | 0.5544 | 0.8354 | 0.8362 | 0.7409 | 0.8438 | 0.9 | 0.7723 | 0.8692 | 0.7887 | 0.8333 | 0.8127 | 0.8423 | 0.7941 | 0.8368 | 0.7913 | 0.835 | 0.788 | 0.8533 | 0.8054 | 0.8333 | 0.7517 | 0.829 | 0.7488 | 0.7909 | 0.7987 | 0.8615 | 0.7913 | 0.8562 | 0.7217 | 0.7933 |
| 0.2973 | 65.0 | 2535 | 0.3186 | 0.7846 | 0.9666 | 0.9405 | 0.6644 | 0.7976 | 0.85 | 0.5538 | 0.8374 | 0.8374 | 0.7273 | 0.8467 | 0.85 | 0.8024 | 0.8538 | 0.7887 | 0.8238 | 0.8159 | 0.8423 | 0.8234 | 0.8526 | 0.812 | 0.86 | 0.7879 | 0.8533 | 0.7942 | 0.8238 | 0.7602 | 0.8323 | 0.7184 | 0.7818 | 0.8023 | 0.8769 | 0.8258 | 0.875 | 0.6846 | 0.7733 |
| 0.2973 | 66.0 | 2574 | 0.3230 | 0.7824 | 0.9629 | 0.9384 | 0.659 | 0.7941 | 0.875 | 0.5561 | 0.8418 | 0.8423 | 0.7258 | 0.8513 | 0.875 | 0.7691 | 0.8769 | 0.807 | 0.8381 | 0.7975 | 0.8385 | 0.825 | 0.8474 | 0.8294 | 0.87 | 0.7628 | 0.8467 | 0.8065 | 0.8333 | 0.7636 | 0.8355 | 0.7133 | 0.7773 | 0.7965 | 0.8692 | 0.8084 | 0.875 | 0.7098 | 0.8 |
| 0.2973 | 67.0 | 2613 | 0.3210 | 0.7839 | 0.9637 | 0.9361 | 0.6755 | 0.7947 | 0.875 | 0.5596 | 0.8434 | 0.8434 | 0.7273 | 0.8533 | 0.875 | 0.7315 | 0.8692 | 0.815 | 0.8524 | 0.8115 | 0.85 | 0.8449 | 0.8684 | 0.8356 | 0.87 | 0.7724 | 0.8467 | 0.8201 | 0.8429 | 0.751 | 0.8194 | 0.707 | 0.7636 | 0.7984 | 0.8692 | 0.8127 | 0.8687 | 0.7063 | 0.8 |
| 0.2973 | 68.0 | 2652 | 0.3237 | 0.7861 | 0.9655 | 0.9493 | 0.682 | 0.7961 | 0.875 | 0.5601 | 0.8426 | 0.8433 | 0.7364 | 0.8517 | 0.875 | 0.7583 | 0.8846 | 0.8046 | 0.8381 | 0.813 | 0.85 | 0.8225 | 0.8421 | 0.8129 | 0.855 | 0.7957 | 0.8533 | 0.8048 | 0.8381 | 0.7667 | 0.8387 | 0.722 | 0.7727 | 0.7927 | 0.8654 | 0.828 | 0.875 | 0.7118 | 0.8067 |
| 0.2973 | 69.0 | 2691 | 0.3199 | 0.7825 | 0.9684 | 0.9462 | 0.6812 | 0.7922 | 0.875 | 0.5576 | 0.8384 | 0.8403 | 0.75 | 0.8469 | 0.875 | 0.7381 | 0.8692 | 0.8035 | 0.8333 | 0.7955 | 0.8385 | 0.8152 | 0.8368 | 0.8194 | 0.865 | 0.772 | 0.8333 | 0.8116 | 0.8333 | 0.7617 | 0.8194 | 0.7319 | 0.8 | 0.8026 | 0.8731 | 0.8295 | 0.8813 | 0.7093 | 0.8 |
| 0.2973 | 70.0 | 2730 | 0.3144 | 0.7844 | 0.9671 | 0.9439 | 0.6711 | 0.794 | 0.875 | 0.5592 | 0.8409 | 0.8428 | 0.7409 | 0.8508 | 0.875 | 0.7423 | 0.8615 | 0.8172 | 0.8429 | 0.8043 | 0.8423 | 0.8186 | 0.8474 | 0.8122 | 0.855 | 0.7951 | 0.84 | 0.7987 | 0.8286 | 0.7633 | 0.829 | 0.7176 | 0.7864 | 0.7947 | 0.8731 | 0.8172 | 0.8938 | 0.7312 | 0.8133 |
| 0.2973 | 71.0 | 2769 | 0.3160 | 0.7883 | 0.9743 | 0.9428 | 0.6638 | 0.7998 | 0.875 | 0.5575 | 0.8407 | 0.8424 | 0.7227 | 0.8517 | 0.875 | 0.7803 | 0.8692 | 0.828 | 0.8571 | 0.8113 | 0.8462 | 0.8335 | 0.8526 | 0.8126 | 0.855 | 0.7893 | 0.84 | 0.7934 | 0.8238 | 0.759 | 0.8258 | 0.7196 | 0.7864 | 0.8123 | 0.8769 | 0.7994 | 0.8562 | 0.7208 | 0.82 |
| 0.2973 | 72.0 | 2808 | 0.3126 | 0.7862 | 0.9724 | 0.9444 | 0.6806 | 0.7953 | 0.875 | 0.5582 | 0.841 | 0.8424 | 0.7409 | 0.85 | 0.875 | 0.7453 | 0.8615 | 0.8237 | 0.8524 | 0.7994 | 0.8308 | 0.8224 | 0.8474 | 0.8292 | 0.86 | 0.7968 | 0.84 | 0.7884 | 0.8238 | 0.7712 | 0.8419 | 0.7228 | 0.7864 | 0.8025 | 0.8692 | 0.8052 | 0.875 | 0.7281 | 0.82 |
| 0.2973 | 73.0 | 2847 | 0.3082 | 0.7896 | 0.9708 | 0.9463 | 0.6745 | 0.8021 | 0.875 | 0.5595 | 0.8444 | 0.8454 | 0.7288 | 0.8548 | 0.875 | 0.7778 | 0.8769 | 0.8244 | 0.8571 | 0.7996 | 0.8385 | 0.8326 | 0.8579 | 0.8208 | 0.85 | 0.763 | 0.8467 | 0.7888 | 0.8238 | 0.7714 | 0.8355 | 0.7132 | 0.7864 | 0.8152 | 0.8769 | 0.8191 | 0.875 | 0.7498 | 0.82 |
| 0.2973 | 74.0 | 2886 | 0.3101 | 0.7935 | 0.9729 | 0.9513 | 0.6723 | 0.8077 | 0.875 | 0.5598 | 0.8458 | 0.8469 | 0.7333 | 0.8562 | 0.875 | 0.8075 | 0.8692 | 0.8271 | 0.8571 | 0.8077 | 0.8423 | 0.8319 | 0.8579 | 0.8345 | 0.86 | 0.7732 | 0.8533 | 0.8136 | 0.8429 | 0.7574 | 0.829 | 0.7122 | 0.7864 | 0.8045 | 0.8692 | 0.8001 | 0.8687 | 0.7522 | 0.8267 |
| 0.2973 | 75.0 | 2925 | 0.3094 | 0.7829 | 0.9619 | 0.9425 | 0.6697 | 0.7952 | 0.875 | 0.5573 | 0.8418 | 0.8418 | 0.7182 | 0.852 | 0.875 | 0.7548 | 0.8692 | 0.8009 | 0.8429 | 0.8063 | 0.8423 | 0.8228 | 0.8474 | 0.8045 | 0.835 | 0.7582 | 0.84 | 0.7975 | 0.8286 | 0.7637 | 0.8323 | 0.7199 | 0.7864 | 0.7981 | 0.8692 | 0.8077 | 0.8687 | 0.7605 | 0.84 |
| 0.2973 | 76.0 | 2964 | 0.3021 | 0.7847 | 0.9702 | 0.9443 | 0.6618 | 0.7977 | 0.875 | 0.5604 | 0.8437 | 0.844 | 0.7152 | 0.8551 | 0.875 | 0.7506 | 0.8538 | 0.8136 | 0.8524 | 0.8015 | 0.8385 | 0.8289 | 0.8526 | 0.8311 | 0.855 | 0.77 | 0.8533 | 0.7943 | 0.8286 | 0.7766 | 0.8387 | 0.7137 | 0.7818 | 0.791 | 0.8654 | 0.8005 | 0.875 | 0.7442 | 0.8333 |
| 0.2728 | 77.0 | 3003 | 0.3078 | 0.7897 | 0.9675 | 0.9508 | 0.6532 | 0.8038 | 0.875 | 0.5568 | 0.8426 | 0.8426 | 0.7091 | 0.8536 | 0.875 | 0.7906 | 0.8538 | 0.807 | 0.8381 | 0.8039 | 0.8423 | 0.8284 | 0.8526 | 0.844 | 0.87 | 0.7799 | 0.86 | 0.7876 | 0.819 | 0.7775 | 0.8419 | 0.7118 | 0.7727 | 0.7916 | 0.8577 | 0.7997 | 0.8625 | 0.7546 | 0.84 |
| 0.2728 | 78.0 | 3042 | 0.3073 | 0.7935 | 0.9634 | 0.9439 | 0.6684 | 0.8063 | 0.875 | 0.5638 | 0.8491 | 0.8491 | 0.7136 | 0.8601 | 0.875 | 0.756 | 0.8692 | 0.812 | 0.8524 | 0.8189 | 0.85 | 0.8361 | 0.8632 | 0.8104 | 0.845 | 0.7815 | 0.8467 | 0.8143 | 0.8476 | 0.774 | 0.8323 | 0.7187 | 0.7727 | 0.8152 | 0.8808 | 0.8068 | 0.8625 | 0.7782 | 0.8667 |
| 0.2728 | 79.0 | 3081 | 0.3117 | 0.7861 | 0.9667 | 0.946 | 0.6695 | 0.7963 | 0.875 | 0.561 | 0.8446 | 0.8446 | 0.7288 | 0.8532 | 0.875 | 0.7423 | 0.8615 | 0.803 | 0.8476 | 0.805 | 0.8346 | 0.8163 | 0.8421 | 0.816 | 0.85 | 0.783 | 0.8667 | 0.808 | 0.8429 | 0.7622 | 0.8258 | 0.725 | 0.7864 | 0.7987 | 0.8692 | 0.8362 | 0.8813 | 0.7377 | 0.8267 |
| 0.2728 | 80.0 | 3120 | 0.3131 | 0.7875 | 0.9621 | 0.9428 | 0.6658 | 0.7993 | 0.875 | 0.5599 | 0.8436 | 0.8436 | 0.7197 | 0.8528 | 0.875 | 0.7455 | 0.8615 | 0.816 | 0.8619 | 0.82 | 0.85 | 0.8177 | 0.8526 | 0.8289 | 0.85 | 0.7627 | 0.8533 | 0.8057 | 0.8381 | 0.7692 | 0.8355 | 0.7129 | 0.7727 | 0.7961 | 0.8654 | 0.8306 | 0.875 | 0.7452 | 0.8067 |
| 0.2728 | 81.0 | 3159 | 0.3104 | 0.792 | 0.9635 | 0.9457 | 0.6798 | 0.8009 | 0.875 | 0.5609 | 0.8476 | 0.8476 | 0.7318 | 0.8563 | 0.875 | 0.7586 | 0.8769 | 0.8082 | 0.8476 | 0.8082 | 0.8462 | 0.8404 | 0.8632 | 0.8343 | 0.85 | 0.7755 | 0.8533 | 0.7909 | 0.8286 | 0.775 | 0.8323 | 0.7231 | 0.7818 | 0.8079 | 0.8769 | 0.8322 | 0.875 | 0.7496 | 0.84 |
| 0.2728 | 82.0 | 3198 | 0.3063 | 0.7931 | 0.9639 | 0.9469 | 0.6657 | 0.8033 | 0.875 | 0.5593 | 0.8485 | 0.8485 | 0.7288 | 0.8573 | 0.875 | 0.746 | 0.8615 | 0.818 | 0.8524 | 0.8034 | 0.8423 | 0.8448 | 0.8684 | 0.8299 | 0.855 | 0.7792 | 0.8533 | 0.8002 | 0.8286 | 0.7654 | 0.8323 | 0.719 | 0.7818 | 0.82 | 0.8846 | 0.8302 | 0.875 | 0.7612 | 0.8467 |
| 0.2728 | 83.0 | 3237 | 0.3069 | 0.7947 | 0.965 | 0.9489 | 0.6776 | 0.8044 | 0.875 | 0.5604 | 0.847 | 0.847 | 0.7333 | 0.8559 | 0.875 | 0.7467 | 0.8538 | 0.8142 | 0.8476 | 0.8142 | 0.8462 | 0.8436 | 0.8684 | 0.8185 | 0.84 | 0.7807 | 0.86 | 0.8182 | 0.8429 | 0.7604 | 0.8355 | 0.726 | 0.7773 | 0.8124 | 0.8769 | 0.8389 | 0.875 | 0.7624 | 0.84 |
| 0.2728 | 84.0 | 3276 | 0.3071 | 0.7929 | 0.9646 | 0.9484 | 0.6733 | 0.8028 | 0.875 | 0.5605 | 0.8447 | 0.8452 | 0.7242 | 0.8542 | 0.875 | 0.7446 | 0.8615 | 0.811 | 0.8476 | 0.8129 | 0.8462 | 0.839 | 0.8632 | 0.8409 | 0.855 | 0.7704 | 0.84 | 0.8199 | 0.8476 | 0.7642 | 0.8194 | 0.7101 | 0.7682 | 0.8087 | 0.8731 | 0.8384 | 0.8813 | 0.7546 | 0.84 |
| 0.2728 | 85.0 | 3315 | 0.3051 | 0.7919 | 0.9642 | 0.9484 | 0.671 | 0.8025 | 0.875 | 0.5622 | 0.8473 | 0.8473 | 0.7197 | 0.8566 | 0.875 | 0.748 | 0.8692 | 0.8187 | 0.8476 | 0.8167 | 0.8462 | 0.8329 | 0.8632 | 0.8233 | 0.845 | 0.7791 | 0.86 | 0.7975 | 0.8333 | 0.7671 | 0.829 | 0.7133 | 0.7727 | 0.8028 | 0.8731 | 0.8397 | 0.8813 | 0.7637 | 0.8467 |
| 0.2728 | 86.0 | 3354 | 0.3082 | 0.7922 | 0.964 | 0.9479 | 0.6935 | 0.8011 | 0.875 | 0.5605 | 0.8453 | 0.8453 | 0.7424 | 0.8529 | 0.875 | 0.7513 | 0.8692 | 0.8101 | 0.8429 | 0.8079 | 0.8423 | 0.8271 | 0.8526 | 0.84 | 0.855 | 0.7738 | 0.8533 | 0.7953 | 0.8333 | 0.767 | 0.8258 | 0.7192 | 0.7773 | 0.8104 | 0.8769 | 0.8517 | 0.8813 | 0.7529 | 0.8333 |
| 0.2728 | 87.0 | 3393 | 0.3085 | 0.7917 | 0.9631 | 0.9476 | 0.6712 | 0.8034 | 0.875 | 0.562 | 0.8456 | 0.8461 | 0.7212 | 0.8559 | 0.875 | 0.7538 | 0.8692 | 0.8173 | 0.8476 | 0.8139 | 0.8462 | 0.831 | 0.8579 | 0.8095 | 0.845 | 0.7788 | 0.8533 | 0.8002 | 0.8381 | 0.7672 | 0.8226 | 0.7228 | 0.7727 | 0.813 | 0.8731 | 0.8356 | 0.8813 | 0.7572 | 0.8467 |
| 0.2728 | 88.0 | 3432 | 0.3055 | 0.7929 | 0.9628 | 0.9472 | 0.669 | 0.8052 | 0.875 | 0.562 | 0.8473 | 0.8473 | 0.7242 | 0.8574 | 0.875 | 0.7436 | 0.8538 | 0.8254 | 0.8571 | 0.8197 | 0.8538 | 0.8304 | 0.8579 | 0.8236 | 0.85 | 0.7707 | 0.8533 | 0.8037 | 0.8429 | 0.7703 | 0.8323 | 0.7142 | 0.7682 | 0.8185 | 0.8769 | 0.8355 | 0.875 | 0.7595 | 0.8467 |
| 0.2728 | 89.0 | 3471 | 0.3054 | 0.7939 | 0.9633 | 0.9475 | 0.6657 | 0.8064 | 0.875 | 0.5628 | 0.8472 | 0.8472 | 0.7106 | 0.8579 | 0.875 | 0.7378 | 0.8538 | 0.8267 | 0.8571 | 0.8183 | 0.85 | 0.8361 | 0.8632 | 0.8213 | 0.85 | 0.7731 | 0.8533 | 0.8028 | 0.8381 | 0.7727 | 0.8355 | 0.7163 | 0.7682 | 0.8122 | 0.8692 | 0.843 | 0.8813 | 0.7662 | 0.8467 |
| 0.2674 | 90.0 | 3510 | 0.3074 | 0.7927 | 0.9634 | 0.9479 | 0.6694 | 0.8042 | 0.875 | 0.5623 | 0.8466 | 0.8466 | 0.7197 | 0.857 | 0.875 | 0.7378 | 0.8538 | 0.815 | 0.8476 | 0.8143 | 0.8462 | 0.8293 | 0.8579 | 0.8305 | 0.855 | 0.7732 | 0.8533 | 0.8143 | 0.8429 | 0.7654 | 0.8323 | 0.7197 | 0.7727 | 0.8058 | 0.8692 | 0.8438 | 0.8813 | 0.7629 | 0.8467 |
| 0.2674 | 91.0 | 3549 | 0.3062 | 0.7949 | 0.9644 | 0.9491 | 0.6722 | 0.8053 | 0.875 | 0.5626 | 0.8476 | 0.8476 | 0.7288 | 0.8565 | 0.875 | 0.7415 | 0.8615 | 0.8163 | 0.8524 | 0.8095 | 0.8423 | 0.8264 | 0.8526 | 0.8404 | 0.855 | 0.7812 | 0.8533 | 0.8162 | 0.8476 | 0.77 | 0.8323 | 0.7203 | 0.7727 | 0.8099 | 0.8731 | 0.8431 | 0.8813 | 0.7641 | 0.8467 |
| 0.2674 | 92.0 | 3588 | 0.3069 | 0.7931 | 0.9637 | 0.9483 | 0.6626 | 0.8049 | 0.875 | 0.5623 | 0.846 | 0.846 | 0.7152 | 0.8559 | 0.875 | 0.7433 | 0.8615 | 0.8252 | 0.8571 | 0.8134 | 0.8462 | 0.8343 | 0.8632 | 0.823 | 0.85 | 0.7856 | 0.8533 | 0.8143 | 0.8381 | 0.7699 | 0.8355 | 0.717 | 0.7682 | 0.7917 | 0.8577 | 0.8431 | 0.8813 | 0.7563 | 0.84 |
| 0.2674 | 93.0 | 3627 | 0.3068 | 0.7936 | 0.9637 | 0.9483 | 0.6672 | 0.8048 | 0.875 | 0.5635 | 0.8472 | 0.8472 | 0.7152 | 0.8572 | 0.875 | 0.7415 | 0.8615 | 0.8198 | 0.8571 | 0.8152 | 0.8462 | 0.8306 | 0.8579 | 0.8245 | 0.85 | 0.7753 | 0.8533 | 0.8154 | 0.8429 | 0.7694 | 0.8323 | 0.7154 | 0.7682 | 0.8075 | 0.8692 | 0.8431 | 0.8813 | 0.7652 | 0.8467 |
| 0.2674 | 94.0 | 3666 | 0.3064 | 0.7939 | 0.9637 | 0.9483 | 0.6611 | 0.8056 | 0.875 | 0.563 | 0.8472 | 0.8472 | 0.7106 | 0.8578 | 0.875 | 0.7378 | 0.8538 | 0.821 | 0.8571 | 0.8152 | 0.8462 | 0.8308 | 0.8579 | 0.8301 | 0.85 | 0.7753 | 0.8533 | 0.8166 | 0.8429 | 0.7701 | 0.8355 | 0.7138 | 0.7682 | 0.8089 | 0.8731 | 0.8431 | 0.8813 | 0.7641 | 0.8467 |
| 0.2674 | 95.0 | 3705 | 0.3051 | 0.7949 | 0.9644 | 0.9489 | 0.6634 | 0.806 | 0.875 | 0.5634 | 0.8475 | 0.8475 | 0.7152 | 0.8578 | 0.875 | 0.7371 | 0.8538 | 0.8202 | 0.8571 | 0.8154 | 0.8462 | 0.831 | 0.8579 | 0.8319 | 0.85 | 0.781 | 0.8533 | 0.8183 | 0.8429 | 0.7704 | 0.8355 | 0.7154 | 0.7682 | 0.8116 | 0.8769 | 0.8431 | 0.8813 | 0.7629 | 0.8467 |
| 0.2674 | 96.0 | 3744 | 0.3059 | 0.7941 | 0.9644 | 0.9491 | 0.6619 | 0.8052 | 0.875 | 0.5625 | 0.8466 | 0.8466 | 0.7152 | 0.8566 | 0.875 | 0.7408 | 0.8615 | 0.8181 | 0.8524 | 0.8154 | 0.8462 | 0.8307 | 0.8579 | 0.8416 | 0.855 | 0.7812 | 0.8533 | 0.8183 | 0.8429 | 0.7657 | 0.8323 | 0.7159 | 0.7682 | 0.7938 | 0.8615 | 0.8431 | 0.8813 | 0.7641 | 0.8467 |
| 0.2674 | 97.0 | 3783 | 0.3058 | 0.7939 | 0.9644 | 0.9491 | 0.6665 | 0.8049 | 0.875 | 0.5629 | 0.8466 | 0.8466 | 0.7152 | 0.8566 | 0.875 | 0.7408 | 0.8615 | 0.8176 | 0.8524 | 0.8134 | 0.8462 | 0.8312 | 0.8579 | 0.8419 | 0.855 | 0.7812 | 0.8533 | 0.8166 | 0.8429 | 0.7657 | 0.8323 | 0.7159 | 0.7682 | 0.7939 | 0.8615 | 0.843 | 0.8813 | 0.765 | 0.8467 |
| 0.2674 | 98.0 | 3822 | 0.3055 | 0.7942 | 0.9644 | 0.9489 | 0.6626 | 0.8053 | 0.875 | 0.5627 | 0.8469 | 0.8469 | 0.7152 | 0.8569 | 0.875 | 0.7408 | 0.8615 | 0.8189 | 0.8524 | 0.8134 | 0.8462 | 0.8307 | 0.8579 | 0.8415 | 0.855 | 0.7812 | 0.8533 | 0.8175 | 0.8429 | 0.7701 | 0.8355 | 0.7159 | 0.7682 | 0.7939 | 0.8615 | 0.843 | 0.8813 | 0.7638 | 0.8467 |
| 0.2674 | 99.0 | 3861 | 0.3054 | 0.7951 | 0.9644 | 0.9489 | 0.6649 | 0.8059 | 0.875 | 0.563 | 0.8475 | 0.8475 | 0.7197 | 0.8572 | 0.875 | 0.7408 | 0.8615 | 0.8199 | 0.8524 | 0.8134 | 0.8462 | 0.8307 | 0.8579 | 0.841 | 0.855 | 0.7812 | 0.8533 | 0.8175 | 0.8429 | 0.7701 | 0.8355 | 0.7159 | 0.7682 | 0.8037 | 0.8692 | 0.843 | 0.8813 | 0.7638 | 0.8467 |
| 0.2674 | 100.0 | 3900 | 0.3054 | 0.795 | 0.9644 | 0.9489 | 0.6649 | 0.8058 | 0.875 | 0.563 | 0.8475 | 0.8475 | 0.7197 | 0.8572 | 0.875 | 0.7408 | 0.8615 | 0.8189 | 0.8524 | 0.8134 | 0.8462 | 0.8307 | 0.8579 | 0.841 | 0.855 | 0.7812 | 0.8533 | 0.8175 | 0.8429 | 0.7701 | 0.8355 | 0.7159 | 0.7682 | 0.8037 | 0.8692 | 0.843 | 0.8813 | 0.7638 | 0.8467 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
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