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---
library_name: transformers
license: apache-2.0
base_model: facebook/detr-resnet-50
tags:
- generated_from_trainer
model-index:
- name: chickens-composite-201616161616-150-epochs-wo-transform
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. -->
# chickens-composite-201616161616-150-epochs-wo-transform
This model is a fine-tuned version of [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3090
- Map: 0.8062
- Map 50: 0.9477
- Map 75: 0.9049
- Map Small: 0.3781
- Map Medium: 0.8098
- Map Large: 0.8149
- Mar 1: 0.3198
- Mar 10: 0.8436
- Mar 100: 0.8464
- Mar Small: 0.42
- Mar Medium: 0.8519
- Mar Large: 0.8418
- Map Chicken: 0.8066
- Mar 100 Chicken: 0.848
- Map Duck: 0.7377
- Mar 100 Duck: 0.7907
- Map Plant: 0.8745
- Mar 100 Plant: 0.9006
## 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: 1e-05
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 150
### Training results
| Training Loss | Epoch | Step | Validation Loss | Map | Map 50 | Map 75 | Map Chicken | Map Duck | Map Large | Map Medium | Map Plant | Map Small | Mar 1 | Mar 10 | Mar 100 | Mar 100 Chicken | Mar 100 Duck | Mar 100 Plant | Mar Large | Mar Medium | Mar Small |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:-----------:|:--------:|:---------:|:----------:|:---------:|:---------:|:------:|:------:|:-------:|:---------------:|:------------:|:-------------:|:---------:|:----------:|:---------:|
| 1.4189 | 1.0 | 500 | 1.4184 | 0.0936 | 0.1495 | 0.1003 | 0.0658 | 0.0 | 0.1471 | 0.0451 | 0.2149 | 0.006 | 0.0902 | 0.243 | 0.3636 | 0.35 | 0.0 | 0.7409 | 0.4113 | 0.3359 | 0.1086 |
| 1.2359 | 2.0 | 1000 | 1.1018 | 0.2288 | 0.3272 | 0.2595 | 0.1521 | 0.0 | 0.2598 | 0.1378 | 0.5344 | 0.0257 | 0.1116 | 0.3378 | 0.3641 | 0.3321 | 0.0 | 0.7603 | 0.3819 | 0.3438 | 0.189 |
| 1.0059 | 3.0 | 1500 | 0.9680 | 0.2906 | 0.416 | 0.3265 | 0.2406 | 0.0 | 0.3274 | 0.2479 | 0.6313 | 0.0222 | 0.1195 | 0.4045 | 0.415 | 0.4813 | 0.0 | 0.7636 | 0.4578 | 0.3856 | 0.1486 |
| 0.9673 | 4.0 | 2000 | 0.8671 | 0.3371 | 0.4672 | 0.3871 | 0.33 | 0.0 | 0.3723 | 0.2863 | 0.6812 | 0.0316 | 0.1249 | 0.4623 | 0.4733 | 0.6468 | 0.0 | 0.773 | 0.4815 | 0.4452 | 0.1624 |
| 0.836 | 5.0 | 2500 | 0.7606 | 0.3693 | 0.5023 | 0.4341 | 0.4173 | 0.0 | 0.3973 | 0.3329 | 0.6905 | 0.0119 | 0.1271 | 0.4822 | 0.4903 | 0.7202 | 0.0 | 0.7506 | 0.5133 | 0.4517 | 0.1233 |
| 0.807 | 6.0 | 3000 | 0.7029 | 0.4041 | 0.5463 | 0.4781 | 0.4873 | 0.0 | 0.4151 | 0.3707 | 0.7251 | 0.0446 | 0.134 | 0.4968 | 0.5011 | 0.7278 | 0.0 | 0.7755 | 0.5198 | 0.4743 | 0.1262 |
| 0.7215 | 7.0 | 3500 | 0.6856 | 0.4068 | 0.5627 | 0.484 | 0.4951 | 0.0 | 0.4093 | 0.3931 | 0.7251 | 0.0591 | 0.1346 | 0.4909 | 0.4956 | 0.7131 | 0.0 | 0.7736 | 0.4966 | 0.482 | 0.2029 |
| 0.702 | 8.0 | 4000 | 0.6720 | 0.405 | 0.5706 | 0.4678 | 0.4712 | 0.0079 | 0.4229 | 0.3853 | 0.7359 | 0.0624 | 0.1356 | 0.4891 | 0.4921 | 0.6885 | 0.0041 | 0.7836 | 0.5092 | 0.4683 | 0.1767 |
| 0.6445 | 9.0 | 4500 | 0.6025 | 0.4383 | 0.5797 | 0.512 | 0.5491 | 0.0126 | 0.4464 | 0.4142 | 0.7532 | 0.0952 | 0.1438 | 0.5191 | 0.5217 | 0.7595 | 0.0093 | 0.7964 | 0.5261 | 0.5036 | 0.1843 |
| 0.6489 | 10.0 | 5000 | 0.5862 | 0.441 | 0.5931 | 0.5114 | 0.5704 | 0.0001 | 0.4544 | 0.4234 | 0.7525 | 0.0755 | 0.1472 | 0.513 | 0.5183 | 0.7579 | 0.001 | 0.7961 | 0.5302 | 0.4977 | 0.2205 |
| 0.5365 | 11.0 | 5500 | 0.5721 | 0.4608 | 0.6083 | 0.5527 | 0.6097 | 0.0005 | 0.484 | 0.4265 | 0.7723 | 0.1472 | 0.146 | 0.5217 | 0.5258 | 0.7563 | 0.0113 | 0.8097 | 0.5324 | 0.4993 | 0.2176 |
| 0.6133 | 12.0 | 6000 | 0.5765 | 0.4598 | 0.6266 | 0.5497 | 0.6036 | 0.002 | 0.4731 | 0.4342 | 0.7739 | 0.1462 | 0.1445 | 0.5082 | 0.5105 | 0.719 | 0.001 | 0.8115 | 0.5259 | 0.4883 | 0.2243 |
| 0.5347 | 13.0 | 6500 | 0.5195 | 0.4942 | 0.6438 | 0.5793 | 0.6989 | 0.005 | 0.5058 | 0.4809 | 0.7788 | 0.099 | 0.1557 | 0.5283 | 0.5328 | 0.771 | 0.0082 | 0.8191 | 0.5426 | 0.5171 | 0.2148 |
| 0.6003 | 14.0 | 7000 | 0.5105 | 0.6071 | 0.7808 | 0.7224 | 0.6902 | 0.3454 | 0.5728 | 0.6024 | 0.7858 | 0.1158 | 0.2228 | 0.6417 | 0.6466 | 0.7603 | 0.3598 | 0.8197 | 0.5991 | 0.6459 | 0.2476 |
| 0.5419 | 15.0 | 7500 | 0.4853 | 0.6657 | 0.8721 | 0.7854 | 0.6882 | 0.521 | 0.6434 | 0.6656 | 0.7878 | 0.1688 | 0.267 | 0.7053 | 0.7094 | 0.7516 | 0.5474 | 0.8291 | 0.6811 | 0.7105 | 0.2462 |
| 0.4817 | 16.0 | 8000 | 0.4858 | 0.6585 | 0.891 | 0.8108 | 0.6822 | 0.5003 | 0.6301 | 0.6567 | 0.7929 | 0.1987 | 0.262 | 0.6981 | 0.706 | 0.7456 | 0.5433 | 0.8291 | 0.6706 | 0.7095 | 0.3162 |
| 0.4383 | 17.0 | 8500 | 0.4707 | 0.6835 | 0.9091 | 0.8175 | 0.6977 | 0.5722 | 0.7097 | 0.6701 | 0.7807 | 0.1384 | 0.2816 | 0.7329 | 0.7362 | 0.7556 | 0.633 | 0.82 | 0.7566 | 0.7288 | 0.2571 |
| 0.4724 | 18.0 | 9000 | 0.4423 | 0.6925 | 0.9001 | 0.8185 | 0.72 | 0.5613 | 0.669 | 0.6895 | 0.7962 | 0.1634 | 0.2794 | 0.7328 | 0.7398 | 0.7742 | 0.6082 | 0.837 | 0.7044 | 0.7423 | 0.2729 |
| 0.4734 | 19.0 | 9500 | 0.4489 | 0.6943 | 0.925 | 0.8334 | 0.6993 | 0.5869 | 0.7296 | 0.6902 | 0.7968 | 0.1019 | 0.2833 | 0.739 | 0.7457 | 0.7611 | 0.6402 | 0.8358 | 0.7828 | 0.7432 | 0.239 |
| 0.4607 | 20.0 | 10000 | 0.4168 | 0.7182 | 0.9136 | 0.8371 | 0.7329 | 0.6123 | 0.6812 | 0.7224 | 0.8093 | 0.2114 | 0.2921 | 0.7557 | 0.7639 | 0.7885 | 0.6546 | 0.8485 | 0.7202 | 0.7688 | 0.3267 |
| 0.4668 | 21.0 | 10500 | 0.4156 | 0.7174 | 0.9383 | 0.8641 | 0.7111 | 0.6483 | 0.7311 | 0.7122 | 0.7929 | 0.1959 | 0.2917 | 0.7626 | 0.7691 | 0.769 | 0.7 | 0.8382 | 0.7837 | 0.765 | 0.3 |
| 0.4788 | 22.0 | 11000 | 0.4492 | 0.7012 | 0.9289 | 0.8502 | 0.7142 | 0.6032 | 0.7165 | 0.6948 | 0.7863 | 0.1819 | 0.283 | 0.7438 | 0.7507 | 0.7694 | 0.6546 | 0.8279 | 0.7597 | 0.7453 | 0.3648 |
| 0.429 | 23.0 | 11500 | 0.3838 | 0.7329 | 0.9342 | 0.8464 | 0.7442 | 0.6438 | 0.7293 | 0.7296 | 0.8108 | 0.1733 | 0.2989 | 0.7737 | 0.7788 | 0.7893 | 0.6948 | 0.8521 | 0.7658 | 0.7804 | 0.3052 |
| 0.3793 | 24.0 | 12000 | 0.4072 | 0.7195 | 0.9366 | 0.8658 | 0.7225 | 0.6405 | 0.7439 | 0.7176 | 0.7956 | 0.1725 | 0.2903 | 0.7611 | 0.7663 | 0.7694 | 0.699 | 0.8306 | 0.7797 | 0.7668 | 0.3271 |
| 0.4216 | 25.0 | 12500 | 0.3804 | 0.7311 | 0.9449 | 0.851 | 0.7192 | 0.6578 | 0.7329 | 0.7272 | 0.8162 | 0.1829 | 0.296 | 0.7725 | 0.7797 | 0.7706 | 0.7175 | 0.8509 | 0.7732 | 0.7791 | 0.3624 |
| 0.377 | 26.0 | 13000 | 0.3855 | 0.7378 | 0.9433 | 0.8847 | 0.731 | 0.6711 | 0.7461 | 0.7317 | 0.8113 | 0.2488 | 0.2972 | 0.7779 | 0.7838 | 0.7881 | 0.7165 | 0.8467 | 0.7808 | 0.7801 | 0.3995 |
| 0.4127 | 27.0 | 13500 | 0.3796 | 0.7455 | 0.9505 | 0.8938 | 0.7453 | 0.6687 | 0.7799 | 0.7366 | 0.8225 | 0.204 | 0.2992 | 0.7836 | 0.7898 | 0.794 | 0.7227 | 0.8527 | 0.8125 | 0.7811 | 0.3662 |
| 0.3795 | 28.0 | 14000 | 0.3757 | 0.74 | 0.9418 | 0.8831 | 0.7246 | 0.6699 | 0.7467 | 0.7416 | 0.8254 | 0.1898 | 0.2961 | 0.7875 | 0.792 | 0.7758 | 0.7381 | 0.8621 | 0.7926 | 0.7914 | 0.3824 |
| 0.3813 | 29.0 | 14500 | 0.3740 | 0.7575 | 0.9437 | 0.8934 | 0.7547 | 0.6932 | 0.7781 | 0.7456 | 0.8248 | 0.2114 | 0.3076 | 0.7965 | 0.8 | 0.798 | 0.7464 | 0.8555 | 0.8093 | 0.7965 | 0.3719 |
| 0.378 | 30.0 | 15000 | 0.3861 | 0.7291 | 0.9369 | 0.8584 | 0.7424 | 0.6404 | 0.7846 | 0.7175 | 0.8043 | 0.099 | 0.2978 | 0.7677 | 0.7745 | 0.7913 | 0.6928 | 0.8394 | 0.8207 | 0.7666 | 0.2948 |
| 0.373 | 31.0 | 15500 | 0.3934 | 0.7285 | 0.9401 | 0.873 | 0.7328 | 0.6574 | 0.7576 | 0.7209 | 0.7953 | 0.2318 | 0.2915 | 0.7745 | 0.7771 | 0.7798 | 0.7165 | 0.8352 | 0.7938 | 0.7758 | 0.3552 |
| 0.3605 | 32.0 | 16000 | 0.3740 | 0.7465 | 0.9369 | 0.881 | 0.7505 | 0.6593 | 0.7891 | 0.7404 | 0.8296 | 0.2254 | 0.299 | 0.7867 | 0.7914 | 0.7968 | 0.7103 | 0.867 | 0.8212 | 0.7875 | 0.3819 |
| 0.3834 | 33.0 | 16500 | 0.3616 | 0.752 | 0.9492 | 0.8881 | 0.7576 | 0.6801 | 0.7652 | 0.7524 | 0.8183 | 0.2199 | 0.3045 | 0.7944 | 0.7995 | 0.8024 | 0.7412 | 0.8548 | 0.8003 | 0.7999 | 0.3919 |
| 0.3395 | 34.0 | 17000 | 0.3471 | 0.7568 | 0.9405 | 0.8877 | 0.7747 | 0.6601 | 0.7763 | 0.7639 | 0.8355 | 0.2609 | 0.309 | 0.797 | 0.802 | 0.8179 | 0.7175 | 0.8706 | 0.8061 | 0.8074 | 0.3986 |
| 0.3524 | 35.0 | 17500 | 0.3641 | 0.75 | 0.9373 | 0.8923 | 0.7655 | 0.6642 | 0.7678 | 0.7448 | 0.8204 | 0.2799 | 0.3029 | 0.7948 | 0.7983 | 0.8163 | 0.7206 | 0.8579 | 0.8007 | 0.7961 | 0.4638 |
| 0.3454 | 36.0 | 18000 | 0.3711 | 0.7352 | 0.9449 | 0.8728 | 0.7263 | 0.6544 | 0.7408 | 0.7412 | 0.8249 | 0.2424 | 0.2949 | 0.7796 | 0.7873 | 0.7762 | 0.7268 | 0.8588 | 0.7861 | 0.7925 | 0.3929 |
| 0.3348 | 37.0 | 18500 | 0.3561 | 0.7587 | 0.9447 | 0.8864 | 0.7634 | 0.6775 | 0.7671 | 0.7575 | 0.8352 | 0.272 | 0.3012 | 0.8026 | 0.8067 | 0.8119 | 0.7402 | 0.8679 | 0.8109 | 0.806 | 0.4529 |
| 0.3524 | 38.0 | 19000 | 0.3616 | 0.7429 | 0.9499 | 0.8843 | 0.7344 | 0.6575 | 0.7591 | 0.7393 | 0.8369 | 0.2417 | 0.2964 | 0.7901 | 0.7947 | 0.7861 | 0.7278 | 0.8703 | 0.8104 | 0.7909 | 0.4024 |
| 0.339 | 39.0 | 19500 | 0.3373 | 0.7645 | 0.95 | 0.89 | 0.7729 | 0.6836 | 0.7782 | 0.7616 | 0.8372 | 0.2201 | 0.3067 | 0.8037 | 0.8089 | 0.8143 | 0.7412 | 0.8712 | 0.81 | 0.8081 | 0.3752 |
| 0.3661 | 40.0 | 20000 | 0.3346 | 0.7663 | 0.9408 | 0.8873 | 0.7855 | 0.6746 | 0.7725 | 0.7683 | 0.8388 | 0.2942 | 0.3102 | 0.807 | 0.8105 | 0.8282 | 0.7309 | 0.8724 | 0.8038 | 0.8123 | 0.3962 |
| 0.3243 | 41.0 | 20500 | 0.3424 | 0.7617 | 0.9504 | 0.8841 | 0.7744 | 0.6797 | 0.7761 | 0.755 | 0.8309 | 0.3182 | 0.3064 | 0.8035 | 0.8076 | 0.8183 | 0.7402 | 0.8642 | 0.8052 | 0.805 | 0.4267 |
| 0.3512 | 42.0 | 21000 | 0.3359 | 0.7681 | 0.9478 | 0.892 | 0.7625 | 0.7064 | 0.7852 | 0.7658 | 0.8355 | 0.2748 | 0.3097 | 0.8089 | 0.8133 | 0.8087 | 0.7619 | 0.8694 | 0.8279 | 0.8132 | 0.3414 |
| 0.349 | 43.0 | 21500 | 0.3473 | 0.7676 | 0.95 | 0.8899 | 0.7815 | 0.6877 | 0.7778 | 0.7687 | 0.8335 | 0.2164 | 0.3064 | 0.8034 | 0.8096 | 0.8226 | 0.7433 | 0.863 | 0.8093 | 0.8121 | 0.3619 |
| 0.3235 | 44.0 | 22000 | 0.3531 | 0.7597 | 0.9479 | 0.8822 | 0.7625 | 0.6915 | 0.7771 | 0.7572 | 0.8251 | 0.2344 | 0.3031 | 0.7985 | 0.804 | 0.8008 | 0.7505 | 0.8606 | 0.8056 | 0.8052 | 0.3324 |
| 0.3488 | 45.0 | 22500 | 0.3484 | 0.7676 | 0.9475 | 0.8917 | 0.774 | 0.699 | 0.7666 | 0.7697 | 0.83 | 0.2819 | 0.3019 | 0.8063 | 0.81 | 0.8135 | 0.7505 | 0.8661 | 0.8019 | 0.8138 | 0.3824 |
| 0.2906 | 46.0 | 23000 | 0.3335 | 0.7655 | 0.9394 | 0.8864 | 0.7703 | 0.6799 | 0.7668 | 0.7713 | 0.8465 | 0.2598 | 0.3101 | 0.8062 | 0.8126 | 0.8242 | 0.733 | 0.8806 | 0.8049 | 0.8191 | 0.3852 |
| 0.331 | 47.0 | 23500 | 0.3373 | 0.7638 | 0.9499 | 0.8993 | 0.7562 | 0.6962 | 0.7724 | 0.7671 | 0.8389 | 0.2289 | 0.3021 | 0.8032 | 0.8093 | 0.798 | 0.7546 | 0.8752 | 0.8085 | 0.8137 | 0.3781 |
| 0.3054 | 48.0 | 24000 | 0.3431 | 0.7687 | 0.9395 | 0.8871 | 0.7662 | 0.7065 | 0.7524 | 0.7732 | 0.8333 | 0.3018 | 0.3145 | 0.8102 | 0.8147 | 0.8171 | 0.7557 | 0.8715 | 0.7909 | 0.818 | 0.3662 |
| 0.3285 | 49.0 | 24500 | 0.3563 | 0.7611 | 0.9392 | 0.8976 | 0.7612 | 0.694 | 0.7595 | 0.7609 | 0.8279 | 0.2504 | 0.3064 | 0.8007 | 0.805 | 0.8083 | 0.7454 | 0.8612 | 0.7994 | 0.8032 | 0.3229 |
| 0.2877 | 50.0 | 25000 | 0.3290 | 0.7787 | 0.9515 | 0.9045 | 0.7896 | 0.7016 | 0.7985 | 0.7764 | 0.845 | 0.2946 | 0.3091 | 0.8117 | 0.8166 | 0.8266 | 0.7485 | 0.8748 | 0.8302 | 0.8115 | 0.4014 |
| 0.2581 | 51.0 | 25500 | 0.3212 | 0.7772 | 0.952 | 0.9035 | 0.7854 | 0.6998 | 0.7957 | 0.7744 | 0.8463 | 0.3216 | 0.3086 | 0.8158 | 0.8204 | 0.827 | 0.7546 | 0.8797 | 0.8265 | 0.8181 | 0.4281 |
| 0.3294 | 52.0 | 26000 | 0.3419 | 0.7549 | 0.9453 | 0.9045 | 0.7647 | 0.6722 | 0.7788 | 0.7531 | 0.8279 | 0.3165 | 0.3002 | 0.7961 | 0.8007 | 0.8123 | 0.7278 | 0.8618 | 0.8152 | 0.7967 | 0.4214 |
| 0.3186 | 53.0 | 26500 | 0.3245 | 0.7788 | 0.9473 | 0.9007 | 0.7868 | 0.7016 | 0.7887 | 0.7819 | 0.8482 | 0.3224 | 0.3127 | 0.8179 | 0.8214 | 0.8286 | 0.7546 | 0.8809 | 0.8262 | 0.8225 | 0.4005 |
| 0.2737 | 54.0 | 27000 | 0.3353 | 0.777 | 0.9517 | 0.9005 | 0.7757 | 0.7134 | 0.7899 | 0.7804 | 0.8419 | 0.3144 | 0.3101 | 0.8159 | 0.8196 | 0.8194 | 0.7649 | 0.8745 | 0.8271 | 0.821 | 0.4314 |
| 0.284 | 55.0 | 27500 | 0.3392 | 0.7707 | 0.9467 | 0.9052 | 0.7855 | 0.6861 | 0.7925 | 0.7632 | 0.8406 | 0.3251 | 0.3073 | 0.811 | 0.8157 | 0.8246 | 0.7505 | 0.8721 | 0.8318 | 0.8098 | 0.4452 |
| 0.2977 | 56.0 | 28000 | 0.3513 | 0.7644 | 0.9454 | 0.8968 | 0.7693 | 0.6974 | 0.783 | 0.7645 | 0.8264 | 0.2114 | 0.3089 | 0.8022 | 0.8065 | 0.8063 | 0.7546 | 0.8585 | 0.818 | 0.8088 | 0.2871 |
| 0.2618 | 57.0 | 28500 | 0.3346 | 0.771 | 0.9458 | 0.9069 | 0.7792 | 0.6953 | 0.7945 | 0.7682 | 0.8384 | 0.2861 | 0.3087 | 0.8078 | 0.8125 | 0.8194 | 0.7464 | 0.8715 | 0.8314 | 0.81 | 0.3719 |
| 0.2878 | 58.0 | 29000 | 0.3335 | 0.7698 | 0.9509 | 0.8967 | 0.7784 | 0.6958 | 0.7841 | 0.7729 | 0.8351 | 0.2766 | 0.3093 | 0.8106 | 0.8157 | 0.8155 | 0.7598 | 0.8718 | 0.8252 | 0.8189 | 0.351 |
| 0.2697 | 59.0 | 29500 | 0.3205 | 0.7738 | 0.9504 | 0.8924 | 0.7715 | 0.71 | 0.7812 | 0.7748 | 0.8398 | 0.2981 | 0.3122 | 0.8146 | 0.8209 | 0.8147 | 0.7701 | 0.8779 | 0.8221 | 0.8203 | 0.3871 |
| 0.2926 | 60.0 | 30000 | 0.3282 | 0.7727 | 0.9489 | 0.8882 | 0.7808 | 0.6969 | 0.7753 | 0.7787 | 0.8404 | 0.2269 | 0.3106 | 0.8129 | 0.8166 | 0.821 | 0.7567 | 0.8721 | 0.8186 | 0.8205 | 0.3119 |
| 0.271 | 61.0 | 30500 | 0.3241 | 0.7802 | 0.954 | 0.9047 | 0.7814 | 0.7138 | 0.7901 | 0.7804 | 0.8456 | 0.2802 | 0.3123 | 0.8161 | 0.8209 | 0.8194 | 0.7649 | 0.8782 | 0.8275 | 0.8222 | 0.3771 |
| 0.2992 | 62.0 | 31000 | 0.3143 | 0.7839 | 0.9492 | 0.907 | 0.7906 | 0.7102 | 0.7935 | 0.7871 | 0.8508 | 0.3109 | 0.3172 | 0.8238 | 0.8261 | 0.8333 | 0.7629 | 0.8821 | 0.8283 | 0.8309 | 0.3733 |
| 0.284 | 63.0 | 31500 | 0.3144 | 0.7787 | 0.9491 | 0.8891 | 0.7871 | 0.699 | 0.7912 | 0.7844 | 0.8501 | 0.2787 | 0.308 | 0.821 | 0.8239 | 0.8294 | 0.7598 | 0.8824 | 0.8367 | 0.8267 | 0.35 |
| 0.2684 | 64.0 | 32000 | 0.3237 | 0.7773 | 0.9516 | 0.8844 | 0.7782 | 0.7021 | 0.7707 | 0.78 | 0.8515 | 0.2919 | 0.3141 | 0.8152 | 0.8176 | 0.8202 | 0.7515 | 0.8809 | 0.808 | 0.8205 | 0.3395 |
| 0.3161 | 65.0 | 32500 | 0.3291 | 0.7801 | 0.9494 | 0.9059 | 0.7725 | 0.7196 | 0.7927 | 0.7753 | 0.8481 | 0.3206 | 0.3147 | 0.819 | 0.8223 | 0.8147 | 0.7722 | 0.88 | 0.8287 | 0.8181 | 0.4333 |
| 0.301 | 66.0 | 33000 | 0.3339 | 0.7771 | 0.948 | 0.9046 | 0.7675 | 0.7173 | 0.7665 | 0.7793 | 0.8464 | 0.3027 | 0.3103 | 0.8188 | 0.8233 | 0.8163 | 0.7742 | 0.8794 | 0.8129 | 0.8233 | 0.4171 |
| 0.2677 | 67.0 | 33500 | 0.3367 | 0.7712 | 0.9325 | 0.8993 | 0.7946 | 0.6735 | 0.7505 | 0.7776 | 0.8455 | 0.2573 | 0.3082 | 0.8126 | 0.8161 | 0.8381 | 0.7299 | 0.8803 | 0.7783 | 0.825 | 0.3586 |
| 0.2908 | 68.0 | 34000 | 0.3247 | 0.7873 | 0.9527 | 0.9063 | 0.7874 | 0.7241 | 0.7972 | 0.7877 | 0.8504 | 0.3449 | 0.3129 | 0.824 | 0.8286 | 0.8286 | 0.7763 | 0.8809 | 0.8281 | 0.8258 | 0.4362 |
| 0.2662 | 69.0 | 34500 | 0.3373 | 0.7799 | 0.9554 | 0.8942 | 0.7745 | 0.7265 | 0.7791 | 0.7805 | 0.8386 | 0.3077 | 0.3122 | 0.8172 | 0.8192 | 0.8135 | 0.7701 | 0.8739 | 0.8154 | 0.8189 | 0.4067 |
| 0.2639 | 70.0 | 35000 | 0.3118 | 0.7864 | 0.9464 | 0.9049 | 0.7905 | 0.713 | 0.7836 | 0.7932 | 0.8558 | 0.2985 | 0.3097 | 0.8262 | 0.8293 | 0.8294 | 0.7722 | 0.8864 | 0.8215 | 0.8374 | 0.3795 |
| 0.247 | 71.0 | 35500 | 0.3174 | 0.7923 | 0.9503 | 0.9119 | 0.7995 | 0.7269 | 0.7785 | 0.7963 | 0.8506 | 0.3615 | 0.3183 | 0.8297 | 0.8317 | 0.8389 | 0.7753 | 0.8809 | 0.8195 | 0.8348 | 0.4429 |
| 0.2794 | 72.0 | 36000 | 0.3248 | 0.7729 | 0.9411 | 0.892 | 0.7716 | 0.691 | 0.7519 | 0.7761 | 0.8561 | 0.3142 | 0.3105 | 0.8073 | 0.8108 | 0.8135 | 0.734 | 0.8848 | 0.7818 | 0.8167 | 0.3781 |
| 0.2885 | 73.0 | 36500 | 0.3279 | 0.78 | 0.9512 | 0.9064 | 0.7741 | 0.7185 | 0.775 | 0.7847 | 0.8476 | 0.3474 | 0.311 | 0.8175 | 0.82 | 0.8155 | 0.768 | 0.8764 | 0.8113 | 0.8242 | 0.3933 |
| 0.2582 | 74.0 | 37000 | 0.3187 | 0.7877 | 0.9519 | 0.9094 | 0.7903 | 0.7278 | 0.796 | 0.7885 | 0.8449 | 0.3513 | 0.3134 | 0.8268 | 0.829 | 0.8341 | 0.7742 | 0.8788 | 0.8335 | 0.8315 | 0.3976 |
| 0.2919 | 75.0 | 37500 | 0.3069 | 0.7886 | 0.9548 | 0.8997 | 0.7922 | 0.7164 | 0.7895 | 0.7928 | 0.8572 | 0.3415 | 0.3113 | 0.8252 | 0.8276 | 0.8317 | 0.7629 | 0.8882 | 0.8235 | 0.833 | 0.4029 |
| 0.2486 | 76.0 | 38000 | 0.3251 | 0.783 | 0.9543 | 0.9069 | 0.7759 | 0.7245 | 0.7694 | 0.7902 | 0.8486 | 0.298 | 0.3132 | 0.8207 | 0.8253 | 0.823 | 0.7742 | 0.8788 | 0.8063 | 0.832 | 0.4029 |
| 0.2511 | 77.0 | 38500 | 0.3145 | 0.7889 | 0.9538 | 0.9012 | 0.7925 | 0.7189 | 0.7716 | 0.7971 | 0.8552 | 0.3503 | 0.3147 | 0.8309 | 0.8331 | 0.8369 | 0.7732 | 0.8891 | 0.8134 | 0.8423 | 0.3986 |
| 0.3084 | 78.0 | 39000 | 0.3236 | 0.7853 | 0.9503 | 0.907 | 0.7734 | 0.7293 | 0.7822 | 0.7932 | 0.8532 | 0.3216 | 0.3133 | 0.8231 | 0.8264 | 0.8187 | 0.7763 | 0.8842 | 0.8177 | 0.8328 | 0.3805 |
| 0.275 | 79.0 | 39500 | 0.3250 | 0.7857 | 0.9519 | 0.8981 | 0.7818 | 0.7144 | 0.7705 | 0.7921 | 0.8609 | 0.3714 | 0.3128 | 0.8241 | 0.8297 | 0.8278 | 0.7691 | 0.8921 | 0.8058 | 0.837 | 0.451 |
| 0.2193 | 80.0 | 40000 | 0.3163 | 0.7829 | 0.9493 | 0.889 | 0.7823 | 0.7046 | 0.761 | 0.7929 | 0.8619 | 0.3513 | 0.3125 | 0.8213 | 0.8241 | 0.8254 | 0.7557 | 0.8912 | 0.8027 | 0.8319 | 0.4143 |
| 0.2683 | 81.0 | 40500 | 0.3104 | 0.7889 | 0.95 | 0.8996 | 0.7958 | 0.7088 | 0.7828 | 0.7896 | 0.8621 | 0.3496 | 0.3168 | 0.8271 | 0.8315 | 0.8349 | 0.7691 | 0.8906 | 0.821 | 0.8345 | 0.4219 |
| 0.2724 | 82.0 | 41000 | 0.3037 | 0.7907 | 0.9498 | 0.8996 | 0.79 | 0.72 | 0.7878 | 0.7935 | 0.8619 | 0.3486 | 0.3183 | 0.8316 | 0.834 | 0.8353 | 0.7753 | 0.8915 | 0.8222 | 0.8409 | 0.4 |
| 0.2345 | 83.0 | 41500 | 0.3133 | 0.7934 | 0.9525 | 0.8926 | 0.7903 | 0.7297 | 0.8006 | 0.7955 | 0.8601 | 0.3134 | 0.317 | 0.8329 | 0.8377 | 0.8345 | 0.7866 | 0.8921 | 0.8309 | 0.8412 | 0.4057 |
| 0.2466 | 84.0 | 42000 | 0.2988 | 0.7992 | 0.9529 | 0.8952 | 0.8088 | 0.7283 | 0.8006 | 0.8034 | 0.8606 | 0.35 | 0.32 | 0.8368 | 0.8416 | 0.8504 | 0.7835 | 0.8909 | 0.8303 | 0.846 | 0.4324 |
| 0.2344 | 85.0 | 42500 | 0.3202 | 0.7833 | 0.9527 | 0.8915 | 0.7803 | 0.7027 | 0.7827 | 0.7852 | 0.8668 | 0.345 | 0.3115 | 0.8233 | 0.826 | 0.8254 | 0.7588 | 0.8939 | 0.8164 | 0.8297 | 0.4 |
| 0.2443 | 86.0 | 43000 | 0.3031 | 0.7937 | 0.9511 | 0.8899 | 0.8005 | 0.713 | 0.7722 | 0.7997 | 0.8676 | 0.3561 | 0.3133 | 0.8328 | 0.837 | 0.844 | 0.7701 | 0.897 | 0.8057 | 0.8453 | 0.45 |
| 0.2485 | 87.0 | 43500 | 0.3118 | 0.7918 | 0.9526 | 0.8946 | 0.7973 | 0.711 | 0.7906 | 0.7987 | 0.867 | 0.2793 | 0.3146 | 0.8277 | 0.8339 | 0.8377 | 0.768 | 0.8961 | 0.8185 | 0.841 | 0.3695 |
| 0.2487 | 88.0 | 44000 | 0.3041 | 0.8016 | 0.9442 | 0.8979 | 0.8062 | 0.728 | 0.8026 | 0.8059 | 0.8706 | 0.3709 | 0.3214 | 0.8375 | 0.8418 | 0.8488 | 0.7784 | 0.8982 | 0.829 | 0.8476 | 0.4271 |
| 0.2106 | 89.0 | 44500 | 0.3086 | 0.7961 | 0.9448 | 0.9041 | 0.7986 | 0.7239 | 0.7969 | 0.8003 | 0.8658 | 0.3213 | 0.3197 | 0.8317 | 0.8351 | 0.8397 | 0.7722 | 0.8933 | 0.8233 | 0.8415 | 0.3724 |
| 0.2196 | 90.0 | 45000 | 0.2962 | 0.8039 | 0.95 | 0.9141 | 0.8086 | 0.7349 | 0.7961 | 0.8156 | 0.8683 | 0.3219 | 0.32 | 0.8412 | 0.8438 | 0.8524 | 0.7825 | 0.8967 | 0.8296 | 0.8547 | 0.3957 |
| 0.2243 | 91.0 | 45500 | 0.3145 | 0.784 | 0.9513 | 0.8959 | 0.7894 | 0.7087 | 0.7916 | 0.7852 | 0.8539 | 0.315 | 0.3096 | 0.825 | 0.8292 | 0.8389 | 0.7619 | 0.887 | 0.8282 | 0.831 | 0.3962 |
| 0.2163 | 92.0 | 46000 | 0.3038 | 0.7977 | 0.951 | 0.9016 | 0.7974 | 0.7306 | 0.7975 | 0.7983 | 0.865 | 0.3287 | 0.3156 | 0.8323 | 0.8364 | 0.8405 | 0.7784 | 0.8903 | 0.8277 | 0.8393 | 0.4029 |
| 0.2511 | 93.0 | 46500 | 0.3074 | 0.8031 | 0.9517 | 0.9121 | 0.8081 | 0.7406 | 0.8117 | 0.8045 | 0.8605 | 0.3575 | 0.318 | 0.8375 | 0.8405 | 0.8472 | 0.7866 | 0.8876 | 0.8402 | 0.8412 | 0.4167 |
| 0.2458 | 94.0 | 47000 | 0.3059 | 0.796 | 0.9544 | 0.8952 | 0.8036 | 0.7236 | 0.8028 | 0.7989 | 0.8607 | 0.306 | 0.3158 | 0.8339 | 0.8362 | 0.8425 | 0.7753 | 0.8909 | 0.8362 | 0.8418 | 0.359 |
| 0.2377 | 95.0 | 47500 | 0.3181 | 0.7932 | 0.9521 | 0.9102 | 0.7881 | 0.7225 | 0.8033 | 0.7909 | 0.869 | 0.36 | 0.3138 | 0.8286 | 0.8312 | 0.827 | 0.7722 | 0.8945 | 0.8321 | 0.8321 | 0.4043 |
| 0.246 | 96.0 | 48000 | 0.3054 | 0.8022 | 0.9518 | 0.899 | 0.7982 | 0.7449 | 0.7982 | 0.8054 | 0.8634 | 0.3107 | 0.3189 | 0.839 | 0.8412 | 0.8361 | 0.7979 | 0.8897 | 0.8278 | 0.8471 | 0.3605 |
| 0.2296 | 97.0 | 48500 | 0.3185 | 0.803 | 0.9487 | 0.9088 | 0.804 | 0.7383 | 0.8065 | 0.8018 | 0.8667 | 0.3326 | 0.3199 | 0.8361 | 0.8401 | 0.8452 | 0.7835 | 0.8915 | 0.8337 | 0.8416 | 0.3905 |
| 0.2347 | 98.0 | 49000 | 0.3141 | 0.8026 | 0.9509 | 0.9109 | 0.7949 | 0.7398 | 0.8008 | 0.8069 | 0.8731 | 0.3746 | 0.3188 | 0.839 | 0.8425 | 0.8385 | 0.7907 | 0.8982 | 0.8313 | 0.8485 | 0.4324 |
| 0.2236 | 99.0 | 49500 | 0.3208 | 0.7992 | 0.954 | 0.8976 | 0.7993 | 0.7389 | 0.7965 | 0.802 | 0.8594 | 0.3036 | 0.3173 | 0.8356 | 0.8403 | 0.8401 | 0.7918 | 0.8891 | 0.8306 | 0.8421 | 0.3805 |
| 0.251 | 100.0 | 50000 | 0.3113 | 0.7992 | 0.9506 | 0.9152 | 0.8017 | 0.7309 | 0.7951 | 0.8027 | 0.8651 | 0.324 | 0.3159 | 0.8349 | 0.8384 | 0.8464 | 0.7753 | 0.8936 | 0.8278 | 0.8439 | 0.3795 |
| 0.2236 | 101.0 | 50500 | 0.3062 | 0.7996 | 0.9509 | 0.9067 | 0.7959 | 0.7331 | 0.8022 | 0.7999 | 0.8698 | 0.3927 | 0.3171 | 0.8365 | 0.8395 | 0.8377 | 0.7825 | 0.8982 | 0.8363 | 0.8416 | 0.4352 |
| 0.2107 | 102.0 | 51000 | 0.3047 | 0.8077 | 0.9496 | 0.8968 | 0.8137 | 0.7388 | 0.8168 | 0.8058 | 0.8707 | 0.3509 | 0.3212 | 0.8427 | 0.8453 | 0.8516 | 0.7876 | 0.8967 | 0.8447 | 0.8471 | 0.3819 |
| 0.2278 | 103.0 | 51500 | 0.3027 | 0.8051 | 0.9499 | 0.8995 | 0.8026 | 0.7402 | 0.8149 | 0.8086 | 0.8725 | 0.3343 | 0.32 | 0.8406 | 0.8437 | 0.8413 | 0.7907 | 0.8991 | 0.8463 | 0.8501 | 0.36 |
| 0.2291 | 104.0 | 52000 | 0.3096 | 0.8018 | 0.9515 | 0.9022 | 0.798 | 0.7387 | 0.817 | 0.8037 | 0.8686 | 0.3314 | 0.3189 | 0.8378 | 0.841 | 0.8389 | 0.7876 | 0.8964 | 0.8449 | 0.8446 | 0.3695 |
| 0.2192 | 105.0 | 52500 | 0.3193 | 0.7944 | 0.9454 | 0.9046 | 0.7906 | 0.726 | 0.8022 | 0.7964 | 0.8667 | 0.3592 | 0.315 | 0.8306 | 0.8335 | 0.8317 | 0.7742 | 0.8945 | 0.831 | 0.8394 | 0.3829 |
| 0.2611 | 106.0 | 53000 | 0.3094 | 0.8045 | 0.9514 | 0.9108 | 0.8057 | 0.7418 | 0.8094 | 0.8069 | 0.8661 | 0.3822 | 0.3185 | 0.8412 | 0.8437 | 0.848 | 0.7897 | 0.8933 | 0.8379 | 0.8482 | 0.419 |
| 0.2206 | 107.0 | 53500 | 0.3141 | 0.7962 | 0.9489 | 0.9009 | 0.7921 | 0.7242 | 0.7917 | 0.7999 | 0.8723 | 0.36 | 0.3154 | 0.8334 | 0.8366 | 0.8373 | 0.7753 | 0.8973 | 0.8272 | 0.8417 | 0.3881 |
| 0.2155 | 108.0 | 54000 | 0.2998 | 0.8062 | 0.948 | 0.9033 | 0.8094 | 0.7384 | 0.8133 | 0.8109 | 0.8708 | 0.355 | 0.3211 | 0.8446 | 0.8471 | 0.8496 | 0.7928 | 0.8988 | 0.8417 | 0.8543 | 0.3867 |
| 0.2267 | 109.0 | 54500 | 0.3070 | 0.8047 | 0.9501 | 0.9123 | 0.805 | 0.7405 | 0.7991 | 0.8121 | 0.8686 | 0.342 | 0.3223 | 0.8414 | 0.8446 | 0.8476 | 0.7907 | 0.8955 | 0.8336 | 0.8523 | 0.3938 |
| 0.2192 | 110.0 | 55000 | 0.3172 | 0.7927 | 0.9453 | 0.8968 | 0.7993 | 0.7154 | 0.7974 | 0.795 | 0.8635 | 0.3085 | 0.3155 | 0.8307 | 0.8347 | 0.8397 | 0.7732 | 0.8912 | 0.8279 | 0.84 | 0.3581 |
| 0.2212 | 111.0 | 55500 | 0.3189 | 0.8013 | 0.9453 | 0.8992 | 0.8086 | 0.7247 | 0.7895 | 0.8062 | 0.8707 | 0.3336 | 0.3229 | 0.8357 | 0.8399 | 0.8488 | 0.7742 | 0.8967 | 0.8245 | 0.8465 | 0.3881 |
| 0.2089 | 112.0 | 56000 | 0.3104 | 0.8021 | 0.9514 | 0.9063 | 0.8105 | 0.7278 | 0.8079 | 0.8046 | 0.868 | 0.3474 | 0.3175 | 0.8374 | 0.8407 | 0.8472 | 0.7763 | 0.8985 | 0.8355 | 0.8471 | 0.3886 |
| 0.2108 | 113.0 | 56500 | 0.3109 | 0.8054 | 0.9499 | 0.9015 | 0.3634 | 0.8084 | 0.8011 | 0.3177 | 0.8407 | 0.8441 | 0.4129 | 0.8485 | 0.8296 | 0.8076 | 0.8468 | 0.7398 | 0.7887 | 0.8688 | 0.8967 |
| 0.2148 | 114.0 | 57000 | 0.3066 | 0.803 | 0.9505 | 0.9011 | 0.3337 | 0.8068 | 0.8033 | 0.3192 | 0.8388 | 0.8421 | 0.3914 | 0.8466 | 0.8336 | 0.8097 | 0.8484 | 0.7335 | 0.7845 | 0.8657 | 0.8933 |
| 0.2107 | 115.0 | 57500 | 0.3090 | 0.8052 | 0.9505 | 0.9017 | 0.359 | 0.8074 | 0.802 | 0.3198 | 0.8409 | 0.8438 | 0.4076 | 0.8487 | 0.8363 | 0.809 | 0.8456 | 0.7345 | 0.7866 | 0.8722 | 0.8991 |
| 0.2204 | 116.0 | 58000 | 0.3104 | 0.8033 | 0.9505 | 0.9073 | 0.3617 | 0.8036 | 0.8085 | 0.3187 | 0.8387 | 0.8419 | 0.4143 | 0.8446 | 0.8359 | 0.8066 | 0.8448 | 0.7341 | 0.7845 | 0.8693 | 0.8964 |
| 0.2192 | 117.0 | 58500 | 0.3098 | 0.8062 | 0.9504 | 0.8968 | 0.3382 | 0.8092 | 0.8052 | 0.321 | 0.8416 | 0.8454 | 0.3948 | 0.8511 | 0.8363 | 0.807 | 0.848 | 0.7388 | 0.7897 | 0.8726 | 0.8985 |
| 0.2384 | 118.0 | 59000 | 0.3126 | 0.8051 | 0.9507 | 0.9077 | 0.3702 | 0.8085 | 0.8069 | 0.3187 | 0.8387 | 0.8421 | 0.4219 | 0.8476 | 0.8358 | 0.8043 | 0.8421 | 0.7379 | 0.7845 | 0.8732 | 0.8997 |
| 0.2001 | 119.0 | 59500 | 0.3058 | 0.8046 | 0.9506 | 0.9047 | 0.3726 | 0.8089 | 0.8057 | 0.3203 | 0.8405 | 0.8437 | 0.4205 | 0.8507 | 0.8301 | 0.804 | 0.8437 | 0.7374 | 0.7887 | 0.8725 | 0.8988 |
| 0.205 | 120.0 | 60000 | 0.3107 | 0.803 | 0.9504 | 0.9039 | 0.3506 | 0.8072 | 0.8106 | 0.3193 | 0.8387 | 0.8423 | 0.4043 | 0.8474 | 0.8393 | 0.8033 | 0.8437 | 0.732 | 0.7845 | 0.8737 | 0.8988 |
| 0.2247 | 121.0 | 60500 | 0.3104 | 0.8078 | 0.9503 | 0.9034 | 0.4008 | 0.8085 | 0.806 | 0.321 | 0.8437 | 0.847 | 0.4462 | 0.851 | 0.8377 | 0.8084 | 0.8464 | 0.7372 | 0.7928 | 0.8779 | 0.9018 |
| 0.2042 | 122.0 | 61000 | 0.3158 | 0.8016 | 0.9466 | 0.9042 | 0.3568 | 0.8066 | 0.7924 | 0.3195 | 0.8391 | 0.8429 | 0.4157 | 0.8485 | 0.8266 | 0.8045 | 0.846 | 0.7261 | 0.7825 | 0.8743 | 0.9003 |
| 0.2029 | 123.0 | 61500 | 0.3060 | 0.8059 | 0.9503 | 0.8976 | 0.336 | 0.808 | 0.8096 | 0.3202 | 0.8431 | 0.8466 | 0.39 | 0.8509 | 0.8403 | 0.802 | 0.846 | 0.7403 | 0.7938 | 0.8753 | 0.9 |
| 0.2077 | 124.0 | 62000 | 0.3123 | 0.8028 | 0.9499 | 0.8959 | 0.3735 | 0.8068 | 0.802 | 0.3185 | 0.8399 | 0.8435 | 0.4319 | 0.85 | 0.8301 | 0.8023 | 0.8437 | 0.7324 | 0.7866 | 0.8737 | 0.9003 |
| 0.2262 | 125.0 | 62500 | 0.3112 | 0.8043 | 0.9499 | 0.9056 | 0.3527 | 0.8063 | 0.8116 | 0.3196 | 0.8401 | 0.8434 | 0.3957 | 0.8486 | 0.8383 | 0.8 | 0.8401 | 0.739 | 0.7907 | 0.8741 | 0.8994 |
| 0.2136 | 126.0 | 63000 | 0.3078 | 0.8045 | 0.9492 | 0.9035 | 0.3766 | 0.8086 | 0.8059 | 0.3189 | 0.8406 | 0.8439 | 0.4271 | 0.8497 | 0.8334 | 0.8033 | 0.844 | 0.7368 | 0.7887 | 0.8735 | 0.8991 |
| 0.2446 | 127.0 | 63500 | 0.3092 | 0.8063 | 0.9502 | 0.9039 | 0.3843 | 0.8106 | 0.7998 | 0.3193 | 0.8417 | 0.8447 | 0.4267 | 0.85 | 0.8321 | 0.8081 | 0.8464 | 0.7388 | 0.7897 | 0.872 | 0.8979 |
| 0.2116 | 128.0 | 64000 | 0.3041 | 0.809 | 0.9479 | 0.9041 | 0.3855 | 0.8146 | 0.8049 | 0.3241 | 0.844 | 0.8471 | 0.4233 | 0.8535 | 0.832 | 0.807 | 0.8476 | 0.7429 | 0.7918 | 0.8771 | 0.9018 |
| 0.2194 | 129.0 | 64500 | 0.3099 | 0.809 | 0.9511 | 0.9049 | 0.3936 | 0.8112 | 0.8153 | 0.3202 | 0.8442 | 0.8471 | 0.4448 | 0.8508 | 0.8389 | 0.8081 | 0.8468 | 0.7421 | 0.7928 | 0.8767 | 0.9018 |
| 0.2259 | 130.0 | 65000 | 0.3098 | 0.8074 | 0.951 | 0.9035 | 0.385 | 0.808 | 0.8103 | 0.323 | 0.8424 | 0.8457 | 0.4367 | 0.8483 | 0.8372 | 0.8069 | 0.846 | 0.7433 | 0.7928 | 0.872 | 0.8982 |
| 0.1932 | 131.0 | 65500 | 0.3085 | 0.8098 | 0.9506 | 0.9102 | 0.373 | 0.8121 | 0.8153 | 0.3205 | 0.8444 | 0.8473 | 0.4119 | 0.8522 | 0.8406 | 0.8093 | 0.8476 | 0.7464 | 0.7948 | 0.8738 | 0.8994 |
| 0.1961 | 132.0 | 66000 | 0.3085 | 0.8095 | 0.9505 | 0.9027 | 0.3761 | 0.8132 | 0.8094 | 0.3203 | 0.8439 | 0.8473 | 0.4219 | 0.8526 | 0.8352 | 0.8096 | 0.8484 | 0.7432 | 0.7928 | 0.8755 | 0.9006 |
| 0.2426 | 133.0 | 66500 | 0.3092 | 0.8092 | 0.9509 | 0.9023 | 0.3815 | 0.8094 | 0.8172 | 0.3209 | 0.8446 | 0.8473 | 0.4271 | 0.8504 | 0.8398 | 0.811 | 0.8504 | 0.7433 | 0.7928 | 0.8734 | 0.8988 |
| 0.2011 | 134.0 | 67000 | 0.3088 | 0.8087 | 0.9501 | 0.9024 | 0.3701 | 0.8093 | 0.8148 | 0.3204 | 0.8441 | 0.847 | 0.4205 | 0.8503 | 0.8407 | 0.8105 | 0.8496 | 0.7434 | 0.7928 | 0.8724 | 0.8985 |
| 0.2408 | 135.0 | 67500 | 0.3120 | 0.8034 | 0.9497 | 0.9032 | 0.3635 | 0.8042 | 0.8049 | 0.3183 | 0.8406 | 0.8434 | 0.409 | 0.848 | 0.832 | 0.8028 | 0.8437 | 0.7355 | 0.7876 | 0.8718 | 0.8988 |
| 0.2169 | 136.0 | 68000 | 0.3097 | 0.8066 | 0.9498 | 0.9037 | 0.3689 | 0.8068 | 0.8147 | 0.3194 | 0.8436 | 0.8464 | 0.4219 | 0.8503 | 0.8411 | 0.8083 | 0.8476 | 0.7384 | 0.7918 | 0.8732 | 0.8997 |
| 0.2292 | 137.0 | 68500 | 0.3086 | 0.8046 | 0.9498 | 0.8996 | 0.3796 | 0.8068 | 0.8031 | 0.3184 | 0.8407 | 0.844 | 0.4314 | 0.849 | 0.8316 | 0.8058 | 0.8456 | 0.7339 | 0.7866 | 0.874 | 0.8997 |
| 0.2231 | 138.0 | 69000 | 0.3083 | 0.8073 | 0.9477 | 0.905 | 0.3733 | 0.8098 | 0.8085 | 0.3192 | 0.8433 | 0.8461 | 0.4119 | 0.8516 | 0.8356 | 0.8075 | 0.848 | 0.74 | 0.7897 | 0.8742 | 0.9006 |
| 0.1987 | 139.0 | 69500 | 0.3096 | 0.8068 | 0.9492 | 0.8997 | 0.3756 | 0.8094 | 0.8041 | 0.319 | 0.8427 | 0.8454 | 0.4252 | 0.851 | 0.8318 | 0.8089 | 0.8488 | 0.7366 | 0.7876 | 0.8747 | 0.8997 |
| 0.1917 | 140.0 | 70000 | 0.3101 | 0.8051 | 0.9476 | 0.9028 | 0.3669 | 0.8076 | 0.812 | 0.3184 | 0.8411 | 0.8441 | 0.4038 | 0.8494 | 0.8377 | 0.8057 | 0.8456 | 0.735 | 0.7866 | 0.8746 | 0.9 |
| 0.2281 | 141.0 | 70500 | 0.3109 | 0.8049 | 0.9476 | 0.9091 | 0.3608 | 0.8076 | 0.8106 | 0.3194 | 0.8415 | 0.8444 | 0.4038 | 0.8499 | 0.8359 | 0.8048 | 0.846 | 0.7368 | 0.7887 | 0.8731 | 0.8985 |
| 0.2052 | 142.0 | 71000 | 0.3089 | 0.8064 | 0.9478 | 0.9063 | 0.3715 | 0.8096 | 0.8141 | 0.3192 | 0.8427 | 0.8454 | 0.4052 | 0.8512 | 0.8407 | 0.8072 | 0.8468 | 0.7376 | 0.7897 | 0.8744 | 0.8997 |
| 0.215 | 143.0 | 71500 | 0.3087 | 0.8073 | 0.9476 | 0.9062 | 0.3781 | 0.8087 | 0.815 | 0.3193 | 0.8434 | 0.8463 | 0.42 | 0.8508 | 0.8418 | 0.8082 | 0.8484 | 0.7384 | 0.7907 | 0.8752 | 0.8997 |
| 0.2031 | 144.0 | 72000 | 0.3087 | 0.8065 | 0.9475 | 0.9062 | 0.3766 | 0.8091 | 0.8107 | 0.3191 | 0.843 | 0.8458 | 0.42 | 0.8511 | 0.8384 | 0.8062 | 0.8476 | 0.7383 | 0.7897 | 0.8752 | 0.9 |
| 0.2042 | 145.0 | 72500 | 0.3093 | 0.8056 | 0.9476 | 0.9048 | 0.3781 | 0.8082 | 0.8105 | 0.3189 | 0.8425 | 0.8452 | 0.42 | 0.8506 | 0.8374 | 0.8045 | 0.846 | 0.737 | 0.7897 | 0.8752 | 0.9 |
| 0.1978 | 146.0 | 73000 | 0.3089 | 0.8065 | 0.9475 | 0.9047 | 0.3781 | 0.8091 | 0.815 | 0.3197 | 0.8436 | 0.8463 | 0.42 | 0.8515 | 0.8418 | 0.8064 | 0.848 | 0.7372 | 0.7907 | 0.876 | 0.9003 |
| 0.1969 | 147.0 | 73500 | 0.3089 | 0.8063 | 0.9477 | 0.9049 | 0.3766 | 0.8093 | 0.8145 | 0.3195 | 0.8434 | 0.8462 | 0.42 | 0.8515 | 0.8408 | 0.8065 | 0.8476 | 0.7377 | 0.7907 | 0.8748 | 0.9003 |
| 0.2083 | 148.0 | 74000 | 0.3089 | 0.8062 | 0.9477 | 0.9049 | 0.3781 | 0.8098 | 0.8149 | 0.3198 | 0.8435 | 0.8463 | 0.42 | 0.8519 | 0.8417 | 0.8066 | 0.848 | 0.7377 | 0.7907 | 0.8744 | 0.9003 |
| 0.1991 | 149.0 | 74500 | 0.3090 | 0.8062 | 0.9477 | 0.9049 | 0.3781 | 0.8098 | 0.8149 | 0.3198 | 0.8436 | 0.8464 | 0.42 | 0.8519 | 0.8418 | 0.8066 | 0.848 | 0.7377 | 0.7907 | 0.8745 | 0.9006 |
| 0.2337 | 150.0 | 75000 | 0.3090 | 0.8062 | 0.9477 | 0.9049 | 0.3781 | 0.8098 | 0.8149 | 0.3198 | 0.8436 | 0.8464 | 0.42 | 0.8519 | 0.8418 | 0.8066 | 0.848 | 0.7377 | 0.7907 | 0.8745 | 0.9006 |
### Framework versions
- Transformers 4.45.2
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.1
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