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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-02020202020-150-epochs-w-transform-metrics-test
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-02020202020-150-epochs-w-transform-metrics-test
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: 0.2867
- Map: 0.7918
- Map 50: 0.9463
- Map 75: 0.8926
- Map Small: 0.2343
- Map Medium: 0.7785
- Map Large: 0.8114
- Mar 1: 0.3499
- Mar 10: 0.8327
- Mar 100: 0.8371
- Mar Small: 0.2786
- Mar Medium: 0.8275
- Mar Large: 0.842
- Map Chicken: 0.7868
- Mar 100 Chicken: 0.8356
- Map Duck: 0.7203
- Mar 100 Duck: 0.7758
- Map Plant: 0.8682
- Mar 100 Plant: 0.9
## 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: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- num_epochs: 150
### 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 Chicken | Mar 100 Chicken | Map Duck | Mar 100 Duck | Map Plant | Mar 100 Plant |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:--------:|:------------:|:---------:|:-------------:|
| 1.4028 | 1.0 | 500 | 1.4007 | 0.1032 | 0.149 | 0.1199 | 0.0019 | 0.0595 | 0.12 | 0.0805 | 0.2536 | 0.3566 | 0.1119 | 0.3419 | 0.3611 | 0.0572 | 0.5017 | 0.0 | 0.0 | 0.2524 | 0.568 |
| 1.1569 | 2.0 | 1000 | 1.2683 | 0.2107 | 0.2975 | 0.2472 | 0.0032 | 0.1265 | 0.2298 | 0.101 | 0.3546 | 0.4324 | 0.1655 | 0.384 | 0.4503 | 0.1044 | 0.5301 | 0.0 | 0.0 | 0.5277 | 0.7672 |
| 1.1556 | 3.0 | 1500 | 1.1637 | 0.2445 | 0.3539 | 0.2909 | 0.0142 | 0.1511 | 0.2787 | 0.1108 | 0.3825 | 0.4565 | 0.1702 | 0.4125 | 0.4691 | 0.1606 | 0.6004 | 0.0 | 0.0 | 0.5729 | 0.7692 |
| 1.0682 | 4.0 | 2000 | 1.0133 | 0.3096 | 0.4465 | 0.3615 | 0.0255 | 0.2184 | 0.3511 | 0.1187 | 0.4326 | 0.4626 | 0.0976 | 0.4169 | 0.493 | 0.2763 | 0.618 | 0.0 | 0.0 | 0.6524 | 0.7698 |
| 0.8943 | 5.0 | 2500 | 0.9855 | 0.3031 | 0.4609 | 0.3381 | 0.0948 | 0.2224 | 0.3382 | 0.116 | 0.4171 | 0.4384 | 0.1179 | 0.4006 | 0.4565 | 0.259 | 0.5707 | 0.0 | 0.0 | 0.6503 | 0.7444 |
| 0.8934 | 6.0 | 3000 | 0.9259 | 0.3341 | 0.4896 | 0.3878 | 0.0461 | 0.2597 | 0.3773 | 0.124 | 0.4412 | 0.4595 | 0.0833 | 0.4209 | 0.5054 | 0.3227 | 0.6222 | 0.0 | 0.0 | 0.6798 | 0.7562 |
| 0.7969 | 7.0 | 3500 | 0.8708 | 0.3652 | 0.5141 | 0.4262 | 0.0087 | 0.2969 | 0.413 | 0.1331 | 0.4642 | 0.4781 | 0.0226 | 0.4437 | 0.5125 | 0.3829 | 0.6569 | 0.0 | 0.0 | 0.7128 | 0.7775 |
| 0.8765 | 8.0 | 4000 | 0.8635 | 0.3498 | 0.5025 | 0.4051 | 0.0193 | 0.2876 | 0.3941 | 0.1221 | 0.4575 | 0.4779 | 0.1 | 0.4359 | 0.5054 | 0.3436 | 0.6636 | 0.0 | 0.0 | 0.7059 | 0.7701 |
| 0.7567 | 9.0 | 4500 | 0.7950 | 0.3589 | 0.5031 | 0.4159 | 0.0334 | 0.3002 | 0.3935 | 0.129 | 0.4714 | 0.4908 | 0.0964 | 0.4391 | 0.5252 | 0.3617 | 0.6929 | 0.0 | 0.0 | 0.715 | 0.7796 |
| 0.8705 | 10.0 | 5000 | 0.7733 | 0.3744 | 0.5364 | 0.4346 | 0.004 | 0.3259 | 0.4146 | 0.1276 | 0.4737 | 0.4815 | 0.0762 | 0.4385 | 0.5143 | 0.4088 | 0.6749 | 0.0 | 0.0 | 0.7144 | 0.7695 |
| 0.8581 | 11.0 | 5500 | 0.7106 | 0.4042 | 0.5579 | 0.4747 | 0.0098 | 0.3586 | 0.4354 | 0.1295 | 0.493 | 0.5007 | 0.0571 | 0.4624 | 0.527 | 0.479 | 0.7092 | 0.0 | 0.0 | 0.7337 | 0.7929 |
| 0.8615 | 12.0 | 6000 | 0.7182 | 0.4043 | 0.5639 | 0.4749 | 0.0042 | 0.3559 | 0.4375 | 0.131 | 0.4874 | 0.496 | 0.0905 | 0.4549 | 0.5188 | 0.4919 | 0.7054 | 0.0 | 0.0 | 0.7211 | 0.7825 |
| 0.7232 | 13.0 | 6500 | 0.6980 | 0.4015 | 0.5636 | 0.461 | 0.011 | 0.3574 | 0.4236 | 0.1274 | 0.4847 | 0.4942 | 0.1048 | 0.4544 | 0.5214 | 0.4784 | 0.6946 | 0.0 | 0.0 | 0.7259 | 0.7882 |
| 0.9433 | 14.0 | 7000 | 0.6518 | 0.4203 | 0.5701 | 0.4899 | 0.0138 | 0.3713 | 0.4559 | 0.138 | 0.4957 | 0.5015 | 0.0952 | 0.4593 | 0.5255 | 0.525 | 0.7167 | 0.0 | 0.0 | 0.7359 | 0.7879 |
| 0.7484 | 15.0 | 7500 | 0.6229 | 0.4354 | 0.5736 | 0.5186 | 0.0036 | 0.3859 | 0.4695 | 0.1398 | 0.509 | 0.5159 | 0.0952 | 0.4701 | 0.5409 | 0.5498 | 0.7427 | 0.0 | 0.0 | 0.7563 | 0.805 |
| 0.6236 | 16.0 | 8000 | 0.6744 | 0.4065 | 0.5691 | 0.4806 | 0.0016 | 0.3602 | 0.4482 | 0.137 | 0.4804 | 0.4901 | 0.0429 | 0.4497 | 0.5244 | 0.4729 | 0.6762 | 0.0 | 0.0 | 0.7467 | 0.7941 |
| 0.7592 | 17.0 | 8500 | 0.6446 | 0.4212 | 0.5814 | 0.492 | 0.0081 | 0.3725 | 0.4562 | 0.1454 | 0.4895 | 0.4973 | 0.0714 | 0.4603 | 0.5196 | 0.5266 | 0.7088 | 0.0 | 0.0 | 0.737 | 0.7831 |
| 0.676 | 18.0 | 9000 | 0.6180 | 0.4296 | 0.5808 | 0.5064 | 0.0042 | 0.3813 | 0.4602 | 0.1479 | 0.5018 | 0.5087 | 0.0714 | 0.4676 | 0.5342 | 0.5383 | 0.7234 | 0.0 | 0.0 | 0.7505 | 0.8027 |
| 0.6221 | 19.0 | 9500 | 0.6123 | 0.4305 | 0.5833 | 0.503 | 0.0066 | 0.3893 | 0.4492 | 0.1472 | 0.4987 | 0.5045 | 0.1048 | 0.4735 | 0.5184 | 0.536 | 0.7109 | 0.0 | 0.0 | 0.7556 | 0.8027 |
| 0.5736 | 20.0 | 10000 | 0.5780 | 0.446 | 0.586 | 0.5308 | 0.0178 | 0.4027 | 0.4708 | 0.1467 | 0.5137 | 0.5208 | 0.1238 | 0.4822 | 0.5413 | 0.567 | 0.7477 | 0.0 | 0.0 | 0.7711 | 0.8148 |
| 0.6252 | 21.0 | 10500 | 0.5930 | 0.4359 | 0.5933 | 0.5344 | 0.0123 | 0.3891 | 0.4559 | 0.1444 | 0.495 | 0.5015 | 0.1 | 0.4613 | 0.5173 | 0.5647 | 0.7151 | 0.0 | 0.0 | 0.743 | 0.7893 |
| 0.6602 | 22.0 | 11000 | 0.5519 | 0.4522 | 0.5909 | 0.5234 | 0.0074 | 0.4068 | 0.4801 | 0.151 | 0.5182 | 0.5264 | 0.1048 | 0.4923 | 0.545 | 0.5809 | 0.7573 | 0.0 | 0.0 | 0.7757 | 0.8219 |
| 0.6418 | 23.0 | 11500 | 0.5593 | 0.4536 | 0.5918 | 0.5364 | 0.0122 | 0.4053 | 0.4819 | 0.1502 | 0.5134 | 0.5178 | 0.1 | 0.4835 | 0.5342 | 0.5961 | 0.7456 | 0.0 | 0.0 | 0.7647 | 0.8077 |
| 0.5511 | 24.0 | 12000 | 0.5629 | 0.4534 | 0.6039 | 0.5374 | 0.0114 | 0.4046 | 0.4859 | 0.153 | 0.5207 | 0.529 | 0.1095 | 0.4981 | 0.5474 | 0.5877 | 0.7502 | 0.0057 | 0.0198 | 0.7668 | 0.8172 |
| 0.657 | 25.0 | 12500 | 0.5526 | 0.4536 | 0.602 | 0.5313 | 0.0543 | 0.4096 | 0.4728 | 0.1491 | 0.5126 | 0.5195 | 0.1357 | 0.4839 | 0.527 | 0.5908 | 0.746 | 0.0069 | 0.0044 | 0.7632 | 0.808 |
| 0.6453 | 26.0 | 13000 | 0.5527 | 0.4535 | 0.5965 | 0.5329 | 0.0074 | 0.4053 | 0.486 | 0.1496 | 0.5147 | 0.5218 | 0.0714 | 0.4844 | 0.5427 | 0.5939 | 0.749 | 0.0001 | 0.0011 | 0.7667 | 0.8154 |
| 0.5256 | 27.0 | 13500 | 0.5611 | 0.4564 | 0.6062 | 0.5467 | 0.0166 | 0.408 | 0.4885 | 0.1525 | 0.5144 | 0.5187 | 0.0952 | 0.4777 | 0.5425 | 0.6018 | 0.7406 | 0.0015 | 0.0088 | 0.7658 | 0.8068 |
| 0.5827 | 28.0 | 14000 | 0.5226 | 0.4712 | 0.6153 | 0.5485 | 0.0311 | 0.4306 | 0.503 | 0.1576 | 0.5286 | 0.5337 | 0.0857 | 0.5024 | 0.5537 | 0.6247 | 0.7644 | 0.0036 | 0.0055 | 0.7853 | 0.8311 |
| 0.5469 | 29.0 | 14500 | 0.5364 | 0.4698 | 0.6207 | 0.5634 | 0.07 | 0.4254 | 0.4954 | 0.1591 | 0.5242 | 0.5303 | 0.1488 | 0.5015 | 0.5386 | 0.6274 | 0.7586 | 0.0031 | 0.011 | 0.779 | 0.8213 |
| 0.5167 | 30.0 | 15000 | 0.5388 | 0.4614 | 0.6096 | 0.5525 | 0.0186 | 0.4109 | 0.4979 | 0.1533 | 0.5192 | 0.5233 | 0.1 | 0.4786 | 0.5544 | 0.6108 | 0.7423 | 0.0024 | 0.0132 | 0.7711 | 0.8145 |
| 0.5829 | 31.0 | 15500 | 0.5306 | 0.4713 | 0.6245 | 0.5616 | 0.0081 | 0.4265 | 0.4991 | 0.1544 | 0.5234 | 0.5304 | 0.119 | 0.5005 | 0.5409 | 0.6422 | 0.7665 | 0.0029 | 0.011 | 0.7688 | 0.8136 |
| 0.5343 | 32.0 | 16000 | 0.5142 | 0.481 | 0.6364 | 0.5825 | 0.0703 | 0.4456 | 0.5031 | 0.1605 | 0.5315 | 0.5384 | 0.1583 | 0.5133 | 0.5438 | 0.649 | 0.7632 | 0.0091 | 0.0231 | 0.7847 | 0.829 |
| 0.6008 | 33.0 | 16500 | 0.5275 | 0.4836 | 0.6435 | 0.575 | 0.0123 | 0.4449 | 0.5109 | 0.1629 | 0.534 | 0.5394 | 0.0857 | 0.5094 | 0.5517 | 0.6567 | 0.7611 | 0.0172 | 0.0374 | 0.777 | 0.8198 |
| 0.5171 | 34.0 | 17000 | 0.5114 | 0.5137 | 0.7007 | 0.5899 | 0.0855 | 0.4833 | 0.5404 | 0.1896 | 0.5779 | 0.5853 | 0.1738 | 0.5637 | 0.585 | 0.6844 | 0.7711 | 0.0717 | 0.1571 | 0.7851 | 0.8275 |
| 0.5217 | 35.0 | 17500 | 0.5236 | 0.5015 | 0.6923 | 0.5814 | 0.0922 | 0.4624 | 0.5269 | 0.1853 | 0.5718 | 0.5784 | 0.1774 | 0.5503 | 0.5766 | 0.6545 | 0.7427 | 0.0672 | 0.1659 | 0.7829 | 0.8266 |
| 0.5971 | 36.0 | 18000 | 0.4942 | 0.5181 | 0.6977 | 0.599 | 0.0494 | 0.4871 | 0.5287 | 0.1864 | 0.5759 | 0.583 | 0.1821 | 0.56 | 0.5844 | 0.6911 | 0.7678 | 0.0771 | 0.156 | 0.7862 | 0.8251 |
| 0.6785 | 37.0 | 18500 | 0.4917 | 0.5261 | 0.6974 | 0.6082 | 0.0645 | 0.4874 | 0.5511 | 0.1917 | 0.58 | 0.5845 | 0.1417 | 0.5472 | 0.6057 | 0.6916 | 0.7611 | 0.0965 | 0.1659 | 0.7902 | 0.8263 |
| 0.5474 | 38.0 | 19000 | 0.4861 | 0.5849 | 0.7862 | 0.6779 | 0.0677 | 0.5609 | 0.5807 | 0.2369 | 0.6282 | 0.6344 | 0.1619 | 0.6148 | 0.6238 | 0.6802 | 0.7427 | 0.2843 | 0.3319 | 0.7903 | 0.8287 |
| 0.5205 | 39.0 | 19500 | 0.4513 | 0.6675 | 0.8701 | 0.7964 | 0.1495 | 0.6457 | 0.6641 | 0.2983 | 0.7164 | 0.7209 | 0.2393 | 0.7036 | 0.7133 | 0.6895 | 0.7481 | 0.5075 | 0.567 | 0.8054 | 0.8476 |
| 0.5673 | 40.0 | 20000 | 0.4444 | 0.697 | 0.8958 | 0.8348 | 0.0546 | 0.6706 | 0.7229 | 0.3196 | 0.747 | 0.7515 | 0.1488 | 0.7254 | 0.7721 | 0.7095 | 0.7644 | 0.5829 | 0.6527 | 0.7987 | 0.8373 |
| 0.506 | 41.0 | 20500 | 0.4403 | 0.6973 | 0.9101 | 0.855 | 0.0914 | 0.6657 | 0.7401 | 0.3198 | 0.7508 | 0.7558 | 0.1857 | 0.7269 | 0.7937 | 0.7077 | 0.7598 | 0.5827 | 0.6637 | 0.8016 | 0.8438 |
| 0.4758 | 42.0 | 21000 | 0.4174 | 0.7063 | 0.9019 | 0.8437 | 0.1032 | 0.6837 | 0.7274 | 0.3188 | 0.7529 | 0.7593 | 0.206 | 0.7392 | 0.7777 | 0.7228 | 0.7682 | 0.5886 | 0.6615 | 0.8074 | 0.8482 |
| 0.5359 | 43.0 | 21500 | 0.4246 | 0.7034 | 0.9155 | 0.8383 | 0.0681 | 0.6742 | 0.7279 | 0.321 | 0.7539 | 0.7584 | 0.175 | 0.7343 | 0.7685 | 0.7167 | 0.764 | 0.602 | 0.6769 | 0.7915 | 0.8343 |
| 0.494 | 44.0 | 22000 | 0.4142 | 0.701 | 0.9109 | 0.8539 | 0.0457 | 0.6612 | 0.7498 | 0.315 | 0.7458 | 0.7508 | 0.1679 | 0.7183 | 0.7933 | 0.7141 | 0.7665 | 0.5939 | 0.6516 | 0.7951 | 0.8343 |
| 0.6382 | 45.0 | 22500 | 0.4074 | 0.7136 | 0.9207 | 0.8607 | 0.0343 | 0.6869 | 0.752 | 0.3211 | 0.7618 | 0.768 | 0.1429 | 0.7493 | 0.7882 | 0.7058 | 0.7623 | 0.6174 | 0.6912 | 0.8175 | 0.8506 |
| 0.6811 | 46.0 | 23000 | 0.3996 | 0.7303 | 0.9415 | 0.8514 | 0.1423 | 0.7073 | 0.7583 | 0.3313 | 0.7811 | 0.7871 | 0.2369 | 0.7679 | 0.8027 | 0.7323 | 0.7854 | 0.6482 | 0.7231 | 0.8104 | 0.853 |
| 0.443 | 47.0 | 23500 | 0.4059 | 0.7173 | 0.93 | 0.8484 | 0.1302 | 0.692 | 0.7507 | 0.328 | 0.7649 | 0.7692 | 0.2214 | 0.7505 | 0.7897 | 0.6986 | 0.7448 | 0.6363 | 0.7088 | 0.817 | 0.8541 |
| 0.4663 | 48.0 | 24000 | 0.3971 | 0.7165 | 0.935 | 0.8313 | 0.0973 | 0.6911 | 0.7414 | 0.3183 | 0.7631 | 0.7695 | 0.2048 | 0.7496 | 0.7852 | 0.7186 | 0.7686 | 0.6184 | 0.6901 | 0.8125 | 0.8497 |
| 0.4728 | 49.0 | 24500 | 0.3779 | 0.7371 | 0.9421 | 0.8685 | 0.0804 | 0.7129 | 0.7624 | 0.3296 | 0.7801 | 0.7874 | 0.1857 | 0.7702 | 0.8069 | 0.7437 | 0.7895 | 0.6525 | 0.722 | 0.8152 | 0.8506 |
| 0.6411 | 50.0 | 25000 | 0.4020 | 0.7219 | 0.9356 | 0.8507 | 0.0823 | 0.689 | 0.7456 | 0.3268 | 0.7675 | 0.7739 | 0.175 | 0.7479 | 0.787 | 0.716 | 0.764 | 0.6405 | 0.7088 | 0.8092 | 0.8488 |
| 0.3769 | 51.0 | 25500 | 0.3804 | 0.7326 | 0.9373 | 0.8639 | 0.1069 | 0.7067 | 0.7672 | 0.3251 | 0.7778 | 0.7848 | 0.2405 | 0.7659 | 0.8083 | 0.7317 | 0.7799 | 0.6519 | 0.7242 | 0.8142 | 0.8503 |
| 0.4945 | 52.0 | 26000 | 0.3946 | 0.7261 | 0.9375 | 0.8597 | 0.0862 | 0.6976 | 0.7559 | 0.3221 | 0.7665 | 0.7728 | 0.2298 | 0.7489 | 0.7926 | 0.7245 | 0.7682 | 0.638 | 0.7011 | 0.8157 | 0.8491 |
| 0.4687 | 53.0 | 26500 | 0.3805 | 0.7251 | 0.9252 | 0.874 | 0.1258 | 0.6911 | 0.7687 | 0.3181 | 0.7681 | 0.775 | 0.2679 | 0.747 | 0.8089 | 0.7335 | 0.7862 | 0.6226 | 0.6824 | 0.8192 | 0.8565 |
| 0.5792 | 54.0 | 27000 | 0.3738 | 0.7424 | 0.9394 | 0.8667 | 0.1461 | 0.7139 | 0.7751 | 0.3318 | 0.7855 | 0.7921 | 0.2714 | 0.7738 | 0.8146 | 0.7472 | 0.7962 | 0.6557 | 0.7231 | 0.8243 | 0.8571 |
| 0.4655 | 55.0 | 27500 | 0.3995 | 0.7202 | 0.9248 | 0.8552 | 0.1029 | 0.6947 | 0.7694 | 0.3257 | 0.7624 | 0.7682 | 0.1845 | 0.7491 | 0.8026 | 0.7066 | 0.7536 | 0.6387 | 0.6989 | 0.8154 | 0.8521 |
| 0.4438 | 56.0 | 28000 | 0.3878 | 0.7365 | 0.9339 | 0.8643 | 0.1023 | 0.7126 | 0.7633 | 0.3299 | 0.7831 | 0.7865 | 0.1964 | 0.7708 | 0.8006 | 0.7329 | 0.7787 | 0.6555 | 0.7209 | 0.821 | 0.8601 |
| 0.4894 | 57.0 | 28500 | 0.3993 | 0.7228 | 0.937 | 0.8443 | 0.1098 | 0.6878 | 0.7457 | 0.326 | 0.7675 | 0.7737 | 0.2083 | 0.7489 | 0.7834 | 0.6996 | 0.7456 | 0.6523 | 0.7242 | 0.8164 | 0.8512 |
| 0.4617 | 58.0 | 29000 | 0.3812 | 0.7374 | 0.9223 | 0.8637 | 0.1468 | 0.7072 | 0.7766 | 0.333 | 0.7837 | 0.7876 | 0.2512 | 0.7679 | 0.8131 | 0.7423 | 0.8008 | 0.6414 | 0.6989 | 0.8284 | 0.863 |
| 0.4108 | 59.0 | 29500 | 0.4103 | 0.7132 | 0.9307 | 0.8565 | 0.1059 | 0.6858 | 0.7395 | 0.3272 | 0.7602 | 0.7638 | 0.225 | 0.7483 | 0.7815 | 0.6928 | 0.7393 | 0.6588 | 0.7297 | 0.7878 | 0.8225 |
| 0.5917 | 60.0 | 30000 | 0.3873 | 0.7326 | 0.93 | 0.8635 | 0.1354 | 0.7103 | 0.7562 | 0.3248 | 0.7759 | 0.782 | 0.2155 | 0.7653 | 0.7954 | 0.7366 | 0.787 | 0.6427 | 0.7033 | 0.8186 | 0.8556 |
| 0.4408 | 61.0 | 30500 | 0.3685 | 0.7349 | 0.9404 | 0.8731 | 0.1531 | 0.707 | 0.7531 | 0.333 | 0.7799 | 0.785 | 0.2345 | 0.7605 | 0.7958 | 0.7255 | 0.772 | 0.6599 | 0.7242 | 0.8192 | 0.8589 |
| 0.4881 | 62.0 | 31000 | 0.3971 | 0.724 | 0.9318 | 0.8628 | 0.1548 | 0.7056 | 0.736 | 0.3272 | 0.7677 | 0.7721 | 0.1786 | 0.7569 | 0.778 | 0.7131 | 0.7577 | 0.6594 | 0.7187 | 0.7993 | 0.8399 |
| 0.4307 | 63.0 | 31500 | 0.3745 | 0.7365 | 0.9371 | 0.8813 | 0.1343 | 0.7095 | 0.7581 | 0.3298 | 0.7775 | 0.7836 | 0.2238 | 0.7614 | 0.7997 | 0.7164 | 0.7632 | 0.6726 | 0.7319 | 0.8206 | 0.8556 |
| 0.4612 | 64.0 | 32000 | 0.3491 | 0.7564 | 0.9367 | 0.8746 | 0.1445 | 0.7346 | 0.7809 | 0.3398 | 0.7958 | 0.8002 | 0.2631 | 0.7795 | 0.8247 | 0.7598 | 0.7996 | 0.6749 | 0.7286 | 0.8345 | 0.8725 |
| 0.4558 | 65.0 | 32500 | 0.3588 | 0.7472 | 0.9361 | 0.869 | 0.1337 | 0.7244 | 0.7719 | 0.3354 | 0.7892 | 0.7946 | 0.2571 | 0.7777 | 0.8145 | 0.7494 | 0.7954 | 0.6708 | 0.7297 | 0.8215 | 0.8589 |
| 0.392 | 66.0 | 33000 | 0.3584 | 0.7459 | 0.9422 | 0.873 | 0.1929 | 0.7292 | 0.7584 | 0.3346 | 0.7862 | 0.7923 | 0.2595 | 0.7785 | 0.8018 | 0.7515 | 0.7975 | 0.6634 | 0.7198 | 0.8227 | 0.8598 |
| 0.4172 | 67.0 | 33500 | 0.3857 | 0.7264 | 0.949 | 0.8732 | 0.1647 | 0.7101 | 0.7442 | 0.3225 | 0.7655 | 0.7716 | 0.2476 | 0.7633 | 0.7822 | 0.7163 | 0.7607 | 0.6415 | 0.6978 | 0.8214 | 0.8562 |
| 0.3736 | 68.0 | 34000 | 0.3592 | 0.7448 | 0.9417 | 0.8782 | 0.1767 | 0.7168 | 0.7687 | 0.3336 | 0.7847 | 0.7896 | 0.2798 | 0.7683 | 0.8046 | 0.7402 | 0.7816 | 0.6592 | 0.7209 | 0.8348 | 0.8663 |
| 0.3744 | 69.0 | 34500 | 0.3572 | 0.7365 | 0.945 | 0.8647 | 0.1704 | 0.7109 | 0.7661 | 0.3323 | 0.7833 | 0.7888 | 0.2131 | 0.7684 | 0.8093 | 0.7369 | 0.7879 | 0.6481 | 0.7176 | 0.8246 | 0.8609 |
| 0.4157 | 70.0 | 35000 | 0.3494 | 0.7447 | 0.939 | 0.8636 | 0.1402 | 0.7182 | 0.7657 | 0.3335 | 0.7918 | 0.7975 | 0.2655 | 0.7759 | 0.8124 | 0.7466 | 0.7992 | 0.6571 | 0.7242 | 0.8305 | 0.8692 |
| 0.4944 | 71.0 | 35500 | 0.3328 | 0.7626 | 0.9474 | 0.8651 | 0.1845 | 0.7392 | 0.7887 | 0.3457 | 0.8103 | 0.8142 | 0.2214 | 0.7962 | 0.8287 | 0.7515 | 0.8008 | 0.6971 | 0.7681 | 0.8393 | 0.8737 |
| 0.4611 | 72.0 | 36000 | 0.3360 | 0.7657 | 0.9481 | 0.8754 | 0.1742 | 0.742 | 0.7843 | 0.3417 | 0.8094 | 0.8129 | 0.2821 | 0.7942 | 0.8182 | 0.7708 | 0.8192 | 0.6881 | 0.7473 | 0.8382 | 0.8722 |
| 0.4413 | 73.0 | 36500 | 0.3490 | 0.75 | 0.9387 | 0.8815 | 0.2018 | 0.7324 | 0.7719 | 0.3336 | 0.7964 | 0.8005 | 0.2774 | 0.7863 | 0.8092 | 0.7501 | 0.795 | 0.6662 | 0.7352 | 0.8338 | 0.8713 |
| 0.4712 | 74.0 | 37000 | 0.3358 | 0.7601 | 0.9452 | 0.8747 | 0.1039 | 0.7411 | 0.777 | 0.3431 | 0.8044 | 0.8091 | 0.1536 | 0.7924 | 0.8196 | 0.7468 | 0.7933 | 0.6947 | 0.7593 | 0.8388 | 0.8746 |
| 0.3787 | 75.0 | 37500 | 0.3430 | 0.7593 | 0.9458 | 0.8907 | 0.1535 | 0.74 | 0.7817 | 0.3366 | 0.8001 | 0.8053 | 0.2012 | 0.7898 | 0.8173 | 0.7597 | 0.8063 | 0.6808 | 0.7363 | 0.8374 | 0.8734 |
| 0.4252 | 76.0 | 38000 | 0.3431 | 0.7571 | 0.9431 | 0.8806 | 0.1021 | 0.7366 | 0.7799 | 0.3411 | 0.7994 | 0.8033 | 0.2 | 0.7848 | 0.817 | 0.7454 | 0.7908 | 0.6912 | 0.7495 | 0.8347 | 0.8695 |
| 0.3564 | 77.0 | 38500 | 0.3485 | 0.7473 | 0.9223 | 0.8796 | 0.1115 | 0.7236 | 0.7709 | 0.3269 | 0.7853 | 0.79 | 0.2262 | 0.7692 | 0.8029 | 0.7636 | 0.8138 | 0.6393 | 0.6824 | 0.8391 | 0.8737 |
| 0.4422 | 78.0 | 39000 | 0.3266 | 0.7695 | 0.945 | 0.8811 | 0.1326 | 0.7496 | 0.7889 | 0.3426 | 0.8126 | 0.8179 | 0.1845 | 0.8005 | 0.8325 | 0.7717 | 0.8197 | 0.6951 | 0.7582 | 0.8416 | 0.8757 |
| 0.4254 | 79.0 | 39500 | 0.3294 | 0.7682 | 0.9474 | 0.8808 | 0.1473 | 0.7499 | 0.7884 | 0.3431 | 0.8115 | 0.8169 | 0.2917 | 0.806 | 0.825 | 0.7624 | 0.8126 | 0.7019 | 0.7626 | 0.8402 | 0.8754 |
| 0.5614 | 80.0 | 40000 | 0.3243 | 0.7744 | 0.9485 | 0.9041 | 0.1867 | 0.7562 | 0.7969 | 0.3436 | 0.8148 | 0.8196 | 0.2714 | 0.8054 | 0.8302 | 0.7636 | 0.8142 | 0.7131 | 0.7637 | 0.8463 | 0.8808 |
| 0.3283 | 81.0 | 40500 | 0.3264 | 0.77 | 0.9512 | 0.8837 | 0.1983 | 0.7526 | 0.8022 | 0.3448 | 0.8126 | 0.818 | 0.2833 | 0.8048 | 0.8352 | 0.7619 | 0.8084 | 0.7068 | 0.7659 | 0.8414 | 0.8796 |
| 0.3889 | 82.0 | 41000 | 0.3263 | 0.7817 | 0.9491 | 0.8921 | 0.2169 | 0.766 | 0.8069 | 0.3469 | 0.8168 | 0.8229 | 0.2667 | 0.812 | 0.8382 | 0.7828 | 0.8247 | 0.7145 | 0.7626 | 0.8479 | 0.8814 |
| 0.3442 | 83.0 | 41500 | 0.3267 | 0.7691 | 0.9467 | 0.89 | 0.2088 | 0.7538 | 0.7843 | 0.3389 | 0.8153 | 0.8196 | 0.2595 | 0.8093 | 0.819 | 0.77 | 0.8205 | 0.6952 | 0.7593 | 0.8422 | 0.879 |
| 0.3858 | 84.0 | 42000 | 0.3347 | 0.7635 | 0.9443 | 0.892 | 0.1941 | 0.7414 | 0.7981 | 0.338 | 0.808 | 0.8126 | 0.2833 | 0.7943 | 0.837 | 0.7533 | 0.8067 | 0.6939 | 0.7516 | 0.8433 | 0.8796 |
| 0.3639 | 85.0 | 42500 | 0.3283 | 0.7709 | 0.9471 | 0.8992 | 0.195 | 0.7559 | 0.7866 | 0.3398 | 0.8123 | 0.819 | 0.281 | 0.8038 | 0.8244 | 0.7711 | 0.8192 | 0.6999 | 0.7593 | 0.8416 | 0.8784 |
| 0.3761 | 86.0 | 43000 | 0.3210 | 0.7698 | 0.9442 | 0.8898 | 0.197 | 0.7508 | 0.7919 | 0.3406 | 0.8118 | 0.8173 | 0.2512 | 0.8057 | 0.8238 | 0.7644 | 0.8121 | 0.7072 | 0.7626 | 0.838 | 0.8772 |
| 0.4861 | 87.0 | 43500 | 0.3160 | 0.7821 | 0.9503 | 0.899 | 0.196 | 0.7671 | 0.7959 | 0.3451 | 0.8209 | 0.8265 | 0.2369 | 0.8148 | 0.8258 | 0.7821 | 0.8259 | 0.7174 | 0.767 | 0.8469 | 0.8864 |
| 0.3586 | 88.0 | 44000 | 0.3202 | 0.7715 | 0.9468 | 0.8912 | 0.2025 | 0.7482 | 0.7994 | 0.3402 | 0.8125 | 0.817 | 0.2274 | 0.7963 | 0.835 | 0.7715 | 0.8105 | 0.6988 | 0.7593 | 0.8441 | 0.8811 |
| 0.4547 | 89.0 | 44500 | 0.3250 | 0.773 | 0.9468 | 0.8984 | 0.2276 | 0.7456 | 0.8057 | 0.3444 | 0.8162 | 0.8212 | 0.2679 | 0.7979 | 0.8446 | 0.7746 | 0.823 | 0.7049 | 0.7626 | 0.8397 | 0.8778 |
| 0.3646 | 90.0 | 45000 | 0.3179 | 0.7704 | 0.9508 | 0.8899 | 0.1969 | 0.7533 | 0.7924 | 0.3422 | 0.8123 | 0.8175 | 0.2548 | 0.8055 | 0.829 | 0.7697 | 0.8092 | 0.6979 | 0.7604 | 0.8435 | 0.8828 |
| 0.3942 | 91.0 | 45500 | 0.3112 | 0.7769 | 0.9422 | 0.8929 | 0.213 | 0.7553 | 0.8103 | 0.3443 | 0.8184 | 0.8231 | 0.2845 | 0.8056 | 0.8429 | 0.7797 | 0.8234 | 0.6981 | 0.7582 | 0.8529 | 0.8876 |
| 0.3932 | 92.0 | 46000 | 0.3057 | 0.7802 | 0.9483 | 0.8893 | 0.2187 | 0.7659 | 0.8095 | 0.3462 | 0.8232 | 0.828 | 0.281 | 0.8147 | 0.8472 | 0.7801 | 0.8222 | 0.7111 | 0.7758 | 0.8493 | 0.8861 |
| 0.4528 | 93.0 | 46500 | 0.3111 | 0.7768 | 0.948 | 0.8954 | 0.1844 | 0.7549 | 0.8161 | 0.3448 | 0.8217 | 0.827 | 0.2357 | 0.809 | 0.8512 | 0.7812 | 0.8285 | 0.6964 | 0.7626 | 0.8527 | 0.8899 |
| 0.4239 | 94.0 | 47000 | 0.3126 | 0.78 | 0.9474 | 0.8895 | 0.2248 | 0.7666 | 0.805 | 0.3461 | 0.823 | 0.8279 | 0.2988 | 0.8157 | 0.8424 | 0.7827 | 0.8301 | 0.7099 | 0.7681 | 0.8474 | 0.8855 |
| 0.3341 | 95.0 | 47500 | 0.3240 | 0.7673 | 0.9526 | 0.9017 | 0.2292 | 0.7526 | 0.7891 | 0.3391 | 0.8118 | 0.8157 | 0.2952 | 0.8035 | 0.8289 | 0.7622 | 0.8096 | 0.7014 | 0.7626 | 0.8383 | 0.8749 |
| 0.3849 | 96.0 | 48000 | 0.3116 | 0.7703 | 0.9468 | 0.8931 | 0.2012 | 0.7506 | 0.798 | 0.341 | 0.8123 | 0.8168 | 0.2369 | 0.7984 | 0.8381 | 0.7773 | 0.8264 | 0.6834 | 0.7385 | 0.8501 | 0.8855 |
| 0.4644 | 97.0 | 48500 | 0.3258 | 0.7674 | 0.9535 | 0.9073 | 0.1899 | 0.7485 | 0.792 | 0.3411 | 0.8113 | 0.8153 | 0.2274 | 0.7985 | 0.8317 | 0.767 | 0.8113 | 0.7033 | 0.7593 | 0.8321 | 0.8751 |
| 0.3149 | 98.0 | 49000 | 0.3149 | 0.779 | 0.9549 | 0.9193 | 0.2234 | 0.7595 | 0.8007 | 0.3426 | 0.8186 | 0.8226 | 0.2619 | 0.8089 | 0.834 | 0.7738 | 0.8197 | 0.7167 | 0.7637 | 0.8466 | 0.8843 |
| 0.3366 | 99.0 | 49500 | 0.3108 | 0.7792 | 0.9435 | 0.8995 | 0.1821 | 0.7552 | 0.8211 | 0.3447 | 0.8199 | 0.8236 | 0.2357 | 0.8039 | 0.8528 | 0.7786 | 0.8264 | 0.7071 | 0.7549 | 0.852 | 0.8896 |
| 0.4285 | 100.0 | 50000 | 0.3148 | 0.7793 | 0.9518 | 0.8912 | 0.1654 | 0.7618 | 0.7996 | 0.3437 | 0.8209 | 0.8255 | 0.2012 | 0.8141 | 0.8321 | 0.7704 | 0.813 | 0.7169 | 0.7758 | 0.8507 | 0.8876 |
| 0.338 | 101.0 | 50500 | 0.2999 | 0.789 | 0.9553 | 0.9009 | 0.2188 | 0.7707 | 0.8101 | 0.3477 | 0.8354 | 0.8397 | 0.2619 | 0.8259 | 0.8479 | 0.7843 | 0.8347 | 0.7291 | 0.7945 | 0.8538 | 0.8899 |
| 0.4276 | 102.0 | 51000 | 0.3197 | 0.7727 | 0.9493 | 0.8895 | 0.2196 | 0.7529 | 0.8002 | 0.3398 | 0.8179 | 0.8224 | 0.2714 | 0.8071 | 0.8352 | 0.766 | 0.8159 | 0.6999 | 0.7637 | 0.8521 | 0.8876 |
| 0.3458 | 103.0 | 51500 | 0.3131 | 0.776 | 0.9461 | 0.8902 | 0.2038 | 0.7555 | 0.8043 | 0.3415 | 0.8193 | 0.8248 | 0.2976 | 0.8067 | 0.8408 | 0.78 | 0.8297 | 0.6984 | 0.7582 | 0.8494 | 0.8864 |
| 0.3632 | 104.0 | 52000 | 0.3111 | 0.7706 | 0.9429 | 0.8902 | 0.2237 | 0.7502 | 0.7957 | 0.3397 | 0.8139 | 0.8183 | 0.2571 | 0.8025 | 0.8306 | 0.7744 | 0.8243 | 0.6862 | 0.7418 | 0.8511 | 0.8888 |
| 0.3418 | 105.0 | 52500 | 0.2995 | 0.7866 | 0.9533 | 0.8959 | 0.2163 | 0.773 | 0.7984 | 0.3482 | 0.8267 | 0.8312 | 0.2726 | 0.8204 | 0.8316 | 0.7871 | 0.8322 | 0.7198 | 0.7725 | 0.8528 | 0.8888 |
| 0.4659 | 106.0 | 53000 | 0.3084 | 0.7809 | 0.9461 | 0.8917 | 0.2058 | 0.764 | 0.7998 | 0.3442 | 0.8173 | 0.8221 | 0.2405 | 0.8071 | 0.8331 | 0.7829 | 0.8226 | 0.7091 | 0.7571 | 0.8506 | 0.8867 |
| 0.3353 | 107.0 | 53500 | 0.3096 | 0.7724 | 0.941 | 0.8869 | 0.2076 | 0.7529 | 0.7959 | 0.3409 | 0.8136 | 0.82 | 0.2667 | 0.8055 | 0.8362 | 0.7739 | 0.8234 | 0.691 | 0.744 | 0.8523 | 0.8926 |
| 0.4245 | 108.0 | 54000 | 0.3102 | 0.7815 | 0.9454 | 0.8897 | 0.2151 | 0.7601 | 0.8095 | 0.3418 | 0.8217 | 0.8271 | 0.2679 | 0.8108 | 0.843 | 0.7797 | 0.8264 | 0.7083 | 0.7615 | 0.8565 | 0.8935 |
| 0.3782 | 109.0 | 54500 | 0.3119 | 0.7723 | 0.9472 | 0.8848 | 0.2107 | 0.7563 | 0.7891 | 0.3407 | 0.8148 | 0.8197 | 0.231 | 0.8085 | 0.8266 | 0.7684 | 0.8184 | 0.6932 | 0.7495 | 0.8552 | 0.8911 |
| 0.3651 | 110.0 | 55000 | 0.2999 | 0.7909 | 0.9535 | 0.9105 | 0.1801 | 0.7794 | 0.8125 | 0.347 | 0.8301 | 0.8359 | 0.2107 | 0.8304 | 0.844 | 0.7845 | 0.8335 | 0.7307 | 0.7802 | 0.8575 | 0.8941 |
| 0.2835 | 111.0 | 55500 | 0.3068 | 0.7864 | 0.9536 | 0.898 | 0.2101 | 0.7707 | 0.8047 | 0.3453 | 0.8264 | 0.8318 | 0.2536 | 0.8228 | 0.8375 | 0.7747 | 0.8255 | 0.7242 | 0.7769 | 0.8603 | 0.8929 |
| 0.3702 | 112.0 | 56000 | 0.3100 | 0.7764 | 0.9481 | 0.8884 | 0.2008 | 0.7606 | 0.7983 | 0.344 | 0.8192 | 0.8244 | 0.2405 | 0.8142 | 0.8301 | 0.7667 | 0.8126 | 0.7063 | 0.7692 | 0.8561 | 0.8914 |
| 0.3475 | 113.0 | 56500 | 0.2957 | 0.7895 | 0.9499 | 0.8996 | 0.2189 | 0.7707 | 0.8125 | 0.3459 | 0.8293 | 0.835 | 0.2667 | 0.8223 | 0.845 | 0.7887 | 0.8372 | 0.7203 | 0.7736 | 0.8595 | 0.8941 |
| 0.4056 | 114.0 | 57000 | 0.3000 | 0.7834 | 0.9456 | 0.893 | 0.2203 | 0.7659 | 0.805 | 0.3443 | 0.8236 | 0.8292 | 0.2798 | 0.8183 | 0.8355 | 0.782 | 0.8297 | 0.7073 | 0.7615 | 0.8609 | 0.8964 |
| 0.3708 | 115.0 | 57500 | 0.2999 | 0.7834 | 0.9461 | 0.8906 | 0.2253 | 0.7644 | 0.8069 | 0.3467 | 0.8256 | 0.83 | 0.2714 | 0.8162 | 0.8417 | 0.7827 | 0.8305 | 0.7082 | 0.7659 | 0.8592 | 0.8935 |
| 0.365 | 116.0 | 58000 | 0.3010 | 0.7841 | 0.9443 | 0.8948 | 0.2201 | 0.7647 | 0.8019 | 0.3444 | 0.8243 | 0.8283 | 0.2607 | 0.8166 | 0.8345 | 0.7735 | 0.8218 | 0.7153 | 0.7681 | 0.8635 | 0.895 |
| 0.6735 | 117.0 | 58500 | 0.2989 | 0.7816 | 0.9433 | 0.8879 | 0.2312 | 0.765 | 0.7929 | 0.3428 | 0.8237 | 0.8286 | 0.3167 | 0.82 | 0.8265 | 0.7816 | 0.8347 | 0.7014 | 0.7549 | 0.8618 | 0.8962 |
| 0.3886 | 118.0 | 59000 | 0.3009 | 0.7801 | 0.9493 | 0.8908 | 0.2309 | 0.7666 | 0.7872 | 0.3436 | 0.8234 | 0.8274 | 0.2893 | 0.8166 | 0.8262 | 0.7695 | 0.8205 | 0.7099 | 0.767 | 0.861 | 0.8947 |
| 0.4127 | 119.0 | 59500 | 0.2982 | 0.7874 | 0.9496 | 0.893 | 0.2301 | 0.771 | 0.8011 | 0.3482 | 0.8301 | 0.8346 | 0.2798 | 0.8237 | 0.8364 | 0.7818 | 0.8301 | 0.7181 | 0.778 | 0.8624 | 0.8956 |
| 0.3387 | 120.0 | 60000 | 0.2970 | 0.7884 | 0.9474 | 0.8815 | 0.2342 | 0.7709 | 0.8079 | 0.3493 | 0.8296 | 0.8343 | 0.2845 | 0.8198 | 0.8406 | 0.7811 | 0.8251 | 0.7189 | 0.7802 | 0.8653 | 0.8976 |
| 0.3816 | 121.0 | 60500 | 0.2993 | 0.7831 | 0.9469 | 0.8864 | 0.2278 | 0.7687 | 0.795 | 0.3458 | 0.8241 | 0.8291 | 0.2762 | 0.8182 | 0.8301 | 0.7806 | 0.8268 | 0.7087 | 0.767 | 0.8601 | 0.8935 |
| 0.3813 | 122.0 | 61000 | 0.2972 | 0.786 | 0.9465 | 0.8914 | 0.2353 | 0.7676 | 0.8009 | 0.3462 | 0.8273 | 0.8325 | 0.2976 | 0.8184 | 0.8399 | 0.7873 | 0.8347 | 0.7079 | 0.767 | 0.8626 | 0.8959 |
| 0.3785 | 123.0 | 61500 | 0.2949 | 0.7896 | 0.9484 | 0.8975 | 0.23 | 0.776 | 0.8025 | 0.3475 | 0.831 | 0.8352 | 0.2833 | 0.8218 | 0.8402 | 0.7832 | 0.8301 | 0.7223 | 0.778 | 0.8632 | 0.8973 |
| 0.3602 | 124.0 | 62000 | 0.2936 | 0.7902 | 0.9496 | 0.8968 | 0.2422 | 0.7785 | 0.8011 | 0.3494 | 0.8306 | 0.8355 | 0.2833 | 0.825 | 0.8368 | 0.7852 | 0.8301 | 0.7183 | 0.7769 | 0.867 | 0.8994 |
| 0.3403 | 125.0 | 62500 | 0.2882 | 0.7907 | 0.9451 | 0.8956 | 0.2436 | 0.7753 | 0.8116 | 0.3495 | 0.8332 | 0.8378 | 0.2976 | 0.8255 | 0.8476 | 0.7891 | 0.836 | 0.7172 | 0.7791 | 0.8657 | 0.8982 |
| 0.39 | 126.0 | 63000 | 0.2917 | 0.7919 | 0.949 | 0.8946 | 0.2401 | 0.7759 | 0.8135 | 0.349 | 0.8313 | 0.8362 | 0.2881 | 0.8242 | 0.849 | 0.783 | 0.8305 | 0.7224 | 0.7758 | 0.8704 | 0.9024 |
| 0.3643 | 127.0 | 63500 | 0.2932 | 0.7887 | 0.9491 | 0.8942 | 0.237 | 0.7749 | 0.8047 | 0.3466 | 0.8302 | 0.8343 | 0.2893 | 0.823 | 0.8402 | 0.7812 | 0.8289 | 0.7195 | 0.7758 | 0.8654 | 0.8982 |
| 0.3822 | 128.0 | 64000 | 0.2889 | 0.7937 | 0.9457 | 0.9002 | 0.2327 | 0.7757 | 0.8141 | 0.3512 | 0.8345 | 0.8397 | 0.2893 | 0.8281 | 0.8491 | 0.7926 | 0.841 | 0.7228 | 0.778 | 0.8656 | 0.9 |
| 0.377 | 129.0 | 64500 | 0.2926 | 0.7891 | 0.9477 | 0.8955 | 0.2366 | 0.773 | 0.8104 | 0.3492 | 0.83 | 0.8349 | 0.2976 | 0.8235 | 0.8443 | 0.7861 | 0.8356 | 0.718 | 0.7725 | 0.8631 | 0.8967 |
| 0.3162 | 130.0 | 65000 | 0.2890 | 0.7921 | 0.9485 | 0.8954 | 0.2376 | 0.7722 | 0.8173 | 0.3513 | 0.8332 | 0.8378 | 0.3024 | 0.8237 | 0.85 | 0.7905 | 0.8393 | 0.7211 | 0.7769 | 0.8646 | 0.897 |
| 0.3399 | 131.0 | 65500 | 0.2894 | 0.7912 | 0.9466 | 0.8924 | 0.237 | 0.7737 | 0.8152 | 0.3493 | 0.8312 | 0.8356 | 0.2976 | 0.8241 | 0.8459 | 0.7856 | 0.831 | 0.7222 | 0.7769 | 0.8658 | 0.8988 |
| 0.3201 | 132.0 | 66000 | 0.2857 | 0.7934 | 0.948 | 0.899 | 0.2417 | 0.7749 | 0.8127 | 0.3512 | 0.8338 | 0.8384 | 0.306 | 0.8254 | 0.8456 | 0.7885 | 0.836 | 0.7219 | 0.778 | 0.8698 | 0.9012 |
| 0.3627 | 133.0 | 66500 | 0.2849 | 0.7937 | 0.9479 | 0.8927 | 0.2158 | 0.777 | 0.8169 | 0.3511 | 0.8333 | 0.838 | 0.2798 | 0.8265 | 0.8497 | 0.7869 | 0.8356 | 0.7235 | 0.7769 | 0.8707 | 0.9015 |
| 0.356 | 134.0 | 67000 | 0.2875 | 0.7904 | 0.946 | 0.8934 | 0.2285 | 0.7735 | 0.8125 | 0.3494 | 0.83 | 0.8345 | 0.2845 | 0.823 | 0.8433 | 0.7857 | 0.8339 | 0.7184 | 0.7714 | 0.8672 | 0.8982 |
| 0.3514 | 135.0 | 67500 | 0.2868 | 0.7909 | 0.9464 | 0.8928 | 0.226 | 0.7745 | 0.8119 | 0.3497 | 0.8305 | 0.8351 | 0.2786 | 0.8233 | 0.8429 | 0.785 | 0.8351 | 0.7197 | 0.7714 | 0.8679 | 0.8988 |
| 0.3632 | 136.0 | 68000 | 0.2867 | 0.7917 | 0.9463 | 0.8935 | 0.226 | 0.7771 | 0.8123 | 0.3506 | 0.8319 | 0.8366 | 0.2702 | 0.8267 | 0.8451 | 0.7888 | 0.836 | 0.72 | 0.7747 | 0.8663 | 0.8991 |
| 0.3077 | 137.0 | 68500 | 0.2863 | 0.7915 | 0.9468 | 0.893 | 0.2342 | 0.7769 | 0.8136 | 0.3496 | 0.8319 | 0.8367 | 0.2786 | 0.8254 | 0.847 | 0.7886 | 0.8372 | 0.7194 | 0.7736 | 0.8665 | 0.8991 |
| 0.2911 | 138.0 | 69000 | 0.2887 | 0.7917 | 0.9478 | 0.8926 | 0.2376 | 0.7762 | 0.8091 | 0.349 | 0.8322 | 0.8368 | 0.2976 | 0.8258 | 0.8432 | 0.7879 | 0.8351 | 0.7191 | 0.7747 | 0.8679 | 0.9006 |
| 0.4159 | 139.0 | 69500 | 0.2869 | 0.7926 | 0.9485 | 0.8932 | 0.2376 | 0.7763 | 0.8119 | 0.3499 | 0.8334 | 0.8377 | 0.2976 | 0.8267 | 0.8421 | 0.7898 | 0.8364 | 0.7208 | 0.7769 | 0.8671 | 0.8997 |
| 0.6002 | 140.0 | 70000 | 0.2845 | 0.7939 | 0.9468 | 0.8933 | 0.2345 | 0.7803 | 0.8121 | 0.3505 | 0.8344 | 0.8386 | 0.2786 | 0.8289 | 0.8429 | 0.7912 | 0.8368 | 0.7211 | 0.7769 | 0.8694 | 0.9021 |
| 0.4506 | 141.0 | 70500 | 0.2858 | 0.793 | 0.9463 | 0.8927 | 0.226 | 0.7788 | 0.8129 | 0.35 | 0.8342 | 0.8387 | 0.2702 | 0.829 | 0.8447 | 0.7905 | 0.8385 | 0.7209 | 0.7769 | 0.8677 | 0.9006 |
| 0.3234 | 142.0 | 71000 | 0.2849 | 0.7936 | 0.9464 | 0.893 | 0.226 | 0.7792 | 0.8134 | 0.3504 | 0.8342 | 0.8389 | 0.2702 | 0.8293 | 0.8435 | 0.7897 | 0.8381 | 0.7211 | 0.7769 | 0.8699 | 0.9018 |
| 0.3553 | 143.0 | 71500 | 0.2860 | 0.7929 | 0.9465 | 0.8928 | 0.2342 | 0.7799 | 0.8114 | 0.3499 | 0.8335 | 0.8382 | 0.2786 | 0.8293 | 0.8422 | 0.7891 | 0.8377 | 0.7206 | 0.7758 | 0.8688 | 0.9012 |
| 0.3854 | 144.0 | 72000 | 0.2862 | 0.7931 | 0.9466 | 0.8929 | 0.2342 | 0.7799 | 0.8126 | 0.3503 | 0.8336 | 0.8381 | 0.2786 | 0.8283 | 0.844 | 0.7891 | 0.8364 | 0.7216 | 0.7769 | 0.8686 | 0.9009 |
| 0.3787 | 145.0 | 72500 | 0.2859 | 0.7928 | 0.9465 | 0.8928 | 0.2342 | 0.7793 | 0.8131 | 0.3505 | 0.8335 | 0.838 | 0.2786 | 0.8282 | 0.844 | 0.789 | 0.8372 | 0.7208 | 0.7758 | 0.8687 | 0.9009 |
| 0.4225 | 146.0 | 73000 | 0.2864 | 0.7919 | 0.9465 | 0.8929 | 0.2342 | 0.7784 | 0.8117 | 0.3495 | 0.8325 | 0.837 | 0.2786 | 0.8275 | 0.8421 | 0.7873 | 0.8356 | 0.7197 | 0.7747 | 0.8688 | 0.9006 |
| 0.389 | 147.0 | 73500 | 0.2867 | 0.7921 | 0.9463 | 0.8927 | 0.2342 | 0.7789 | 0.8116 | 0.3499 | 0.833 | 0.8377 | 0.2786 | 0.828 | 0.8422 | 0.7869 | 0.8356 | 0.7212 | 0.7769 | 0.8681 | 0.9006 |
| 0.3307 | 148.0 | 74000 | 0.2867 | 0.7921 | 0.9464 | 0.8927 | 0.2343 | 0.779 | 0.8114 | 0.3499 | 0.8331 | 0.8375 | 0.2786 | 0.828 | 0.842 | 0.787 | 0.8356 | 0.7212 | 0.7769 | 0.8682 | 0.9 |
| 0.3403 | 149.0 | 74500 | 0.2867 | 0.7918 | 0.9463 | 0.8926 | 0.2343 | 0.7785 | 0.8114 | 0.3499 | 0.8327 | 0.8371 | 0.2786 | 0.8275 | 0.842 | 0.7868 | 0.8356 | 0.7203 | 0.7758 | 0.8682 | 0.9 |
| 0.4439 | 150.0 | 75000 | 0.2867 | 0.7918 | 0.9463 | 0.8926 | 0.2343 | 0.7785 | 0.8114 | 0.3499 | 0.8327 | 0.8371 | 0.2786 | 0.8275 | 0.842 | 0.7868 | 0.8356 | 0.7203 | 0.7758 | 0.8682 | 0.9 |
### Framework versions
- Transformers 4.46.1
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.1
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