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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-w-transform-metrics-test-shfld
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-w-transform-metrics-test-shfld
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: 0.2904
- Map: 0.8051
- Map 50: 0.9551
- Map 75: 0.9034
- Map Small: 0.279
- Map Medium: 0.8008
- Map Large: 0.8412
- Mar 1: 0.3255
- Mar 10: 0.8376
- Mar 100: 0.8429
- Mar Small: 0.3733
- Mar Medium: 0.8409
- Mar Large: 0.8686
- Map Chicken: 0.8056
- Mar 100 Chicken: 0.8421
- Map Duck: 0.7416
- Mar 100 Duck: 0.7918
- Map Plant: 0.8682
- Mar 100 Plant: 0.8948
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:--------:|:------------:|:---------:|:-------------:|
| 1.2525 | 1.0 | 500 | 1.4914 | 0.0431 | 0.0683 | 0.0461 | 0.0038 | 0.0195 | 0.0695 | 0.0492 | 0.1277 | 0.2728 | 0.1105 | 0.2434 | 0.2835 | 0.0272 | 0.123 | 0.0 | 0.0 | 0.1019 | 0.6955 |
| 1.155 | 2.0 | 1000 | 1.2507 | 0.0894 | 0.1307 | 0.1082 | 0.0004 | 0.0255 | 0.1241 | 0.0475 | 0.1784 | 0.2424 | 0.0319 | 0.2168 | 0.254 | 0.0017 | 0.0151 | 0.0 | 0.0 | 0.2665 | 0.7121 |
| 1.0293 | 3.0 | 1500 | 1.3024 | 0.1578 | 0.2269 | 0.1836 | 0.0048 | 0.0574 | 0.1977 | 0.0638 | 0.2155 | 0.2325 | 0.0624 | 0.2181 | 0.245 | 0.0136 | 0.0306 | 0.0 | 0.0 | 0.4599 | 0.667 |
| 1.082 | 4.0 | 2000 | 1.0289 | 0.2117 | 0.294 | 0.2408 | 0.012 | 0.1469 | 0.2285 | 0.084 | 0.2638 | 0.2736 | 0.0671 | 0.2563 | 0.2688 | 0.0444 | 0.0905 | 0.0 | 0.0 | 0.5908 | 0.7303 |
| 0.942 | 5.0 | 2500 | 0.9964 | 0.2573 | 0.3856 | 0.2933 | 0.036 | 0.2099 | 0.3008 | 0.1076 | 0.3839 | 0.4097 | 0.0733 | 0.3949 | 0.4279 | 0.1877 | 0.4913 | 0.0 | 0.0 | 0.5843 | 0.7379 |
| 0.9893 | 6.0 | 3000 | 0.9405 | 0.3097 | 0.4517 | 0.3646 | 0.0382 | 0.2711 | 0.3334 | 0.1153 | 0.4333 | 0.4494 | 0.1205 | 0.4235 | 0.4446 | 0.3348 | 0.6028 | 0.0 | 0.0 | 0.5944 | 0.7455 |
| 0.8888 | 7.0 | 3500 | 0.9067 | 0.3208 | 0.4688 | 0.3763 | 0.0064 | 0.2687 | 0.3556 | 0.1217 | 0.4436 | 0.4556 | 0.0867 | 0.4122 | 0.4733 | 0.3538 | 0.6512 | 0.0 | 0.0 | 0.6085 | 0.7158 |
| 0.8665 | 8.0 | 4000 | 0.9043 | 0.3405 | 0.497 | 0.3869 | 0.0582 | 0.2792 | 0.3696 | 0.1201 | 0.4413 | 0.4434 | 0.1329 | 0.3964 | 0.4453 | 0.3641 | 0.6028 | 0.0 | 0.0 | 0.6576 | 0.7273 |
| 0.7811 | 9.0 | 4500 | 0.8501 | 0.3469 | 0.49 | 0.4044 | 0.0308 | 0.2774 | 0.3713 | 0.1276 | 0.4542 | 0.458 | 0.121 | 0.3951 | 0.4696 | 0.3969 | 0.6639 | 0.0 | 0.0 | 0.6438 | 0.71 |
| 0.9009 | 10.0 | 5000 | 0.8122 | 0.3619 | 0.5128 | 0.4292 | 0.0547 | 0.3132 | 0.3705 | 0.1261 | 0.4682 | 0.4721 | 0.1233 | 0.4335 | 0.4843 | 0.4101 | 0.6671 | 0.0 | 0.0 | 0.6757 | 0.7491 |
| 0.8164 | 11.0 | 5500 | 0.7989 | 0.3614 | 0.5269 | 0.4129 | 0.0461 | 0.3348 | 0.3692 | 0.1215 | 0.4636 | 0.4706 | 0.1414 | 0.4403 | 0.4945 | 0.408 | 0.669 | 0.0 | 0.0 | 0.6763 | 0.7427 |
| 0.6442 | 12.0 | 6000 | 0.7173 | 0.3907 | 0.5439 | 0.4495 | 0.0361 | 0.3623 | 0.4158 | 0.132 | 0.4932 | 0.4956 | 0.1314 | 0.4665 | 0.5239 | 0.4743 | 0.7222 | 0.0 | 0.0 | 0.6978 | 0.7645 |
| 0.7746 | 13.0 | 6500 | 0.7465 | 0.3797 | 0.5401 | 0.4237 | 0.0892 | 0.3473 | 0.3955 | 0.1272 | 0.4764 | 0.4788 | 0.1862 | 0.4487 | 0.5006 | 0.4399 | 0.6782 | 0.0 | 0.0 | 0.6993 | 0.7582 |
| 0.674 | 14.0 | 7000 | 0.7455 | 0.3763 | 0.5547 | 0.4313 | 0.0721 | 0.3451 | 0.3911 | 0.128 | 0.4666 | 0.4691 | 0.1005 | 0.4456 | 0.4882 | 0.4421 | 0.6647 | 0.0 | 0.0 | 0.6869 | 0.7427 |
| 0.6078 | 15.0 | 7500 | 0.6729 | 0.3935 | 0.5477 | 0.4558 | 0.0364 | 0.3554 | 0.4275 | 0.1323 | 0.4865 | 0.4927 | 0.1381 | 0.4688 | 0.5204 | 0.4547 | 0.6944 | 0.0 | 0.0 | 0.7257 | 0.7836 |
| 0.7171 | 16.0 | 8000 | 0.6612 | 0.3927 | 0.5546 | 0.4655 | 0.056 | 0.3656 | 0.4249 | 0.1276 | 0.4824 | 0.4874 | 0.1567 | 0.4603 | 0.5148 | 0.4729 | 0.7004 | 0.0 | 0.0 | 0.7053 | 0.7618 |
| 0.6641 | 17.0 | 8500 | 0.6510 | 0.4041 | 0.5669 | 0.4742 | 0.0569 | 0.3677 | 0.4294 | 0.1327 | 0.488 | 0.4929 | 0.1081 | 0.4614 | 0.5184 | 0.4918 | 0.7048 | 0.0 | 0.0 | 0.7204 | 0.7739 |
| 0.5962 | 18.0 | 9000 | 0.6768 | 0.3956 | 0.5561 | 0.4543 | 0.0178 | 0.3723 | 0.423 | 0.1351 | 0.4825 | 0.4845 | 0.1 | 0.4638 | 0.5145 | 0.4617 | 0.6778 | 0.0 | 0.0 | 0.7249 | 0.7758 |
| 0.8006 | 19.0 | 9500 | 0.6209 | 0.4092 | 0.5645 | 0.494 | 0.0796 | 0.3747 | 0.4398 | 0.1316 | 0.4937 | 0.5006 | 0.1467 | 0.4716 | 0.5279 | 0.4906 | 0.7163 | 0.0 | 0.0 | 0.7371 | 0.7855 |
| 0.7191 | 20.0 | 10000 | 0.5962 | 0.423 | 0.5709 | 0.5003 | 0.1072 | 0.3958 | 0.4585 | 0.1394 | 0.5047 | 0.5078 | 0.1976 | 0.4822 | 0.5395 | 0.5279 | 0.7313 | 0.0 | 0.0 | 0.7411 | 0.7921 |
| 0.6064 | 21.0 | 10500 | 0.6064 | 0.4197 | 0.5777 | 0.4921 | 0.0939 | 0.3888 | 0.4519 | 0.1379 | 0.4981 | 0.5023 | 0.1567 | 0.4762 | 0.5318 | 0.528 | 0.7242 | 0.0 | 0.0 | 0.7311 | 0.7827 |
| 0.6584 | 22.0 | 11000 | 0.5884 | 0.4283 | 0.583 | 0.4987 | 0.0976 | 0.3985 | 0.4536 | 0.1451 | 0.5046 | 0.5086 | 0.1752 | 0.4804 | 0.5369 | 0.5453 | 0.7377 | 0.0 | 0.0 | 0.7396 | 0.7882 |
| 0.6776 | 23.0 | 11500 | 0.5939 | 0.4122 | 0.5716 | 0.4735 | 0.111 | 0.3761 | 0.4406 | 0.136 | 0.4949 | 0.4991 | 0.1752 | 0.4691 | 0.5215 | 0.4934 | 0.706 | 0.0 | 0.0 | 0.7433 | 0.7912 |
| 0.7424 | 24.0 | 12000 | 0.6049 | 0.4175 | 0.5644 | 0.4957 | 0.1045 | 0.3825 | 0.445 | 0.1395 | 0.4954 | 0.4978 | 0.1952 | 0.4668 | 0.522 | 0.5184 | 0.7151 | 0.0 | 0.0 | 0.7341 | 0.7782 |
| 0.5716 | 25.0 | 12500 | 0.5571 | 0.4373 | 0.5819 | 0.5031 | 0.1131 | 0.4026 | 0.4641 | 0.1402 | 0.5113 | 0.5134 | 0.1638 | 0.4881 | 0.5165 | 0.5416 | 0.7306 | 0.0 | 0.0 | 0.7702 | 0.8097 |
| 0.5601 | 26.0 | 13000 | 0.5891 | 0.4207 | 0.5784 | 0.4968 | 0.1128 | 0.3859 | 0.4535 | 0.1388 | 0.4983 | 0.5021 | 0.199 | 0.4693 | 0.529 | 0.5125 | 0.7143 | 0.0 | 0.0 | 0.7496 | 0.7921 |
| 0.667 | 27.0 | 13500 | 0.5549 | 0.4509 | 0.5944 | 0.5349 | 0.1368 | 0.412 | 0.4784 | 0.1463 | 0.5155 | 0.5198 | 0.2371 | 0.4894 | 0.5335 | 0.5772 | 0.7448 | 0.0 | 0.0 | 0.7754 | 0.8145 |
| 0.6431 | 28.0 | 14000 | 0.5422 | 0.4483 | 0.5946 | 0.5341 | 0.1445 | 0.4155 | 0.4777 | 0.1474 | 0.5177 | 0.5224 | 0.2371 | 0.4958 | 0.5384 | 0.5809 | 0.7563 | 0.0 | 0.0 | 0.764 | 0.8109 |
| 0.6363 | 29.0 | 14500 | 0.5430 | 0.4508 | 0.5956 | 0.5353 | 0.1094 | 0.4191 | 0.4876 | 0.1454 | 0.5165 | 0.5203 | 0.1914 | 0.4929 | 0.5445 | 0.5873 | 0.7524 | 0.0 | 0.0 | 0.7651 | 0.8085 |
| 0.4827 | 30.0 | 15000 | 0.5539 | 0.4591 | 0.5978 | 0.5379 | 0.1309 | 0.4365 | 0.4814 | 0.1496 | 0.5198 | 0.5233 | 0.1943 | 0.503 | 0.5389 | 0.6033 | 0.7536 | 0.0 | 0.0 | 0.7741 | 0.8164 |
| 0.5673 | 31.0 | 15500 | 0.6061 | 0.4422 | 0.5905 | 0.53 | 0.1173 | 0.411 | 0.4682 | 0.1415 | 0.501 | 0.5032 | 0.1819 | 0.4766 | 0.5185 | 0.5646 | 0.7099 | 0.0 | 0.0 | 0.762 | 0.7997 |
| 0.6023 | 32.0 | 16000 | 0.5962 | 0.4496 | 0.5873 | 0.5398 | 0.0528 | 0.4152 | 0.4889 | 0.1492 | 0.5086 | 0.512 | 0.1319 | 0.4848 | 0.5448 | 0.598 | 0.7413 | 0.0 | 0.0 | 0.7507 | 0.7948 |
| 0.5884 | 33.0 | 16500 | 0.5540 | 0.4553 | 0.6086 | 0.5514 | 0.1439 | 0.4199 | 0.4892 | 0.1474 | 0.5065 | 0.5103 | 0.209 | 0.482 | 0.5335 | 0.5965 | 0.7238 | 0.0 | 0.0 | 0.7695 | 0.807 |
| 0.6104 | 34.0 | 17000 | 0.5341 | 0.471 | 0.6193 | 0.566 | 0.1262 | 0.4349 | 0.4992 | 0.1492 | 0.5192 | 0.5226 | 0.2119 | 0.4916 | 0.5402 | 0.633 | 0.7492 | 0.0 | 0.0 | 0.78 | 0.8185 |
| 0.5326 | 35.0 | 17500 | 0.5223 | 0.4764 | 0.6211 | 0.5696 | 0.1251 | 0.4471 | 0.5052 | 0.1517 | 0.5202 | 0.525 | 0.1943 | 0.5011 | 0.5445 | 0.636 | 0.7397 | 0.0 | 0.0 | 0.7932 | 0.8355 |
| 0.5088 | 36.0 | 18000 | 0.5522 | 0.4683 | 0.6307 | 0.5664 | 0.1748 | 0.4395 | 0.4858 | 0.1466 | 0.5085 | 0.5113 | 0.2495 | 0.4867 | 0.524 | 0.6335 | 0.7234 | 0.0 | 0.0 | 0.7715 | 0.8106 |
| 0.5151 | 37.0 | 18500 | 0.5133 | 0.4857 | 0.6296 | 0.5677 | 0.171 | 0.446 | 0.4995 | 0.154 | 0.5223 | 0.526 | 0.2319 | 0.4923 | 0.541 | 0.6828 | 0.7611 | 0.0 | 0.0 | 0.7744 | 0.817 |
| 0.5623 | 38.0 | 19000 | 0.5089 | 0.493 | 0.6406 | 0.577 | 0.0923 | 0.4619 | 0.5165 | 0.1569 | 0.5263 | 0.5295 | 0.2176 | 0.5052 | 0.5475 | 0.6993 | 0.7675 | 0.0099 | 0.0052 | 0.7697 | 0.8158 |
| 0.5581 | 39.0 | 19500 | 0.5457 | 0.4715 | 0.6362 | 0.576 | 0.2016 | 0.4417 | 0.4838 | 0.1464 | 0.5005 | 0.5056 | 0.2505 | 0.4794 | 0.52 | 0.6399 | 0.7107 | 0.0 | 0.0 | 0.7746 | 0.8061 |
| 0.6243 | 40.0 | 20000 | 0.4951 | 0.5333 | 0.6956 | 0.6383 | 0.1647 | 0.5093 | 0.5588 | 0.1812 | 0.5656 | 0.5687 | 0.2067 | 0.5457 | 0.5961 | 0.6794 | 0.7472 | 0.133 | 0.133 | 0.7876 | 0.8258 |
| 0.5015 | 41.0 | 20500 | 0.4635 | 0.575 | 0.7201 | 0.6742 | 0.1788 | 0.5583 | 0.5652 | 0.2041 | 0.6051 | 0.6106 | 0.2243 | 0.6007 | 0.5995 | 0.718 | 0.7762 | 0.2051 | 0.2124 | 0.802 | 0.8433 |
| 0.5282 | 42.0 | 21000 | 0.4729 | 0.6178 | 0.7922 | 0.7371 | 0.1229 | 0.61 | 0.6311 | 0.2317 | 0.6599 | 0.6631 | 0.2167 | 0.6564 | 0.6695 | 0.6817 | 0.756 | 0.3748 | 0.3969 | 0.7969 | 0.8364 |
| 0.6359 | 43.0 | 21500 | 0.4664 | 0.6376 | 0.8312 | 0.7506 | 0.1173 | 0.6386 | 0.6168 | 0.2514 | 0.6855 | 0.6889 | 0.2357 | 0.6898 | 0.657 | 0.6815 | 0.756 | 0.4443 | 0.4794 | 0.7869 | 0.8315 |
| 0.631 | 44.0 | 22000 | 0.4675 | 0.659 | 0.8476 | 0.7996 | 0.1464 | 0.6619 | 0.6155 | 0.2578 | 0.7002 | 0.7032 | 0.2143 | 0.7079 | 0.6518 | 0.6981 | 0.7548 | 0.4847 | 0.5206 | 0.7942 | 0.8342 |
| 0.469 | 45.0 | 22500 | 0.4369 | 0.6797 | 0.8849 | 0.8126 | 0.1648 | 0.6676 | 0.6938 | 0.276 | 0.7232 | 0.7256 | 0.2605 | 0.7181 | 0.7371 | 0.6949 | 0.7587 | 0.5407 | 0.5742 | 0.8035 | 0.8439 |
| 0.5085 | 46.0 | 23000 | 0.4395 | 0.6936 | 0.9072 | 0.834 | 0.1854 | 0.6844 | 0.7324 | 0.283 | 0.7337 | 0.7382 | 0.2476 | 0.7333 | 0.7692 | 0.6934 | 0.7484 | 0.5887 | 0.6289 | 0.7988 | 0.8373 |
| 0.4624 | 47.0 | 23500 | 0.4190 | 0.7036 | 0.9138 | 0.8366 | 0.1937 | 0.6866 | 0.7519 | 0.2861 | 0.743 | 0.7458 | 0.2938 | 0.7334 | 0.7887 | 0.7183 | 0.775 | 0.6022 | 0.6361 | 0.7903 | 0.8264 |
| 0.3904 | 48.0 | 24000 | 0.4220 | 0.7152 | 0.9239 | 0.8418 | 0.1614 | 0.7041 | 0.7732 | 0.2953 | 0.7598 | 0.7642 | 0.239 | 0.7578 | 0.8158 | 0.7175 | 0.7762 | 0.6305 | 0.6753 | 0.7976 | 0.8412 |
| 0.4802 | 49.0 | 24500 | 0.3970 | 0.7291 | 0.9182 | 0.8617 | 0.166 | 0.7186 | 0.7531 | 0.2976 | 0.7693 | 0.7736 | 0.2257 | 0.7688 | 0.7991 | 0.7406 | 0.7952 | 0.6479 | 0.6876 | 0.7986 | 0.8379 |
| 0.4003 | 50.0 | 25000 | 0.4036 | 0.7171 | 0.9245 | 0.8569 | 0.1795 | 0.7048 | 0.7628 | 0.2939 | 0.7624 | 0.7662 | 0.2624 | 0.759 | 0.8077 | 0.7296 | 0.7893 | 0.6139 | 0.666 | 0.8078 | 0.8433 |
| 0.409 | 51.0 | 25500 | 0.3875 | 0.7353 | 0.9263 | 0.8576 | 0.1978 | 0.7263 | 0.7541 | 0.3061 | 0.7801 | 0.7844 | 0.2795 | 0.7806 | 0.8026 | 0.753 | 0.8012 | 0.648 | 0.7062 | 0.8049 | 0.8458 |
| 0.5391 | 52.0 | 26000 | 0.4081 | 0.706 | 0.9142 | 0.8518 | 0.187 | 0.693 | 0.7246 | 0.2889 | 0.7516 | 0.7552 | 0.289 | 0.7486 | 0.7686 | 0.7041 | 0.7702 | 0.6226 | 0.6639 | 0.7914 | 0.8315 |
| 0.5191 | 53.0 | 26500 | 0.3965 | 0.723 | 0.9371 | 0.8642 | 0.1739 | 0.7105 | 0.7569 | 0.3007 | 0.7655 | 0.7722 | 0.2862 | 0.7682 | 0.8008 | 0.7151 | 0.7663 | 0.6628 | 0.7155 | 0.7913 | 0.8348 |
| 0.4349 | 54.0 | 27000 | 0.3841 | 0.7412 | 0.9379 | 0.8713 | 0.1861 | 0.7364 | 0.7825 | 0.3044 | 0.7812 | 0.7862 | 0.2495 | 0.7854 | 0.827 | 0.7366 | 0.7865 | 0.6716 | 0.7165 | 0.8155 | 0.8555 |
| 0.4715 | 55.0 | 27500 | 0.3899 | 0.7336 | 0.9492 | 0.8691 | 0.238 | 0.7221 | 0.762 | 0.2995 | 0.7798 | 0.7845 | 0.331 | 0.7807 | 0.8017 | 0.7186 | 0.7706 | 0.6576 | 0.7206 | 0.8245 | 0.8621 |
| 0.4615 | 56.0 | 28000 | 0.3896 | 0.7311 | 0.9448 | 0.8832 | 0.2497 | 0.724 | 0.7506 | 0.2987 | 0.7737 | 0.7768 | 0.3743 | 0.77 | 0.7999 | 0.7216 | 0.773 | 0.657 | 0.7052 | 0.8146 | 0.8521 |
| 0.356 | 57.0 | 28500 | 0.3897 | 0.727 | 0.9417 | 0.8547 | 0.1613 | 0.7154 | 0.7737 | 0.2958 | 0.7692 | 0.7752 | 0.2848 | 0.7672 | 0.8192 | 0.7117 | 0.7675 | 0.6589 | 0.7093 | 0.8102 | 0.8488 |
| 0.4577 | 58.0 | 29000 | 0.3857 | 0.7302 | 0.9395 | 0.8749 | 0.1832 | 0.717 | 0.7593 | 0.2989 | 0.7699 | 0.7758 | 0.3343 | 0.7662 | 0.8062 | 0.7157 | 0.7687 | 0.6696 | 0.7134 | 0.8054 | 0.8455 |
| 0.4052 | 59.0 | 29500 | 0.3916 | 0.7315 | 0.9383 | 0.8678 | 0.1507 | 0.7255 | 0.7653 | 0.2981 | 0.7703 | 0.7759 | 0.2529 | 0.773 | 0.8158 | 0.7139 | 0.7702 | 0.672 | 0.7113 | 0.8086 | 0.8461 |
| 0.4092 | 60.0 | 30000 | 0.3783 | 0.7396 | 0.9392 | 0.8705 | 0.2153 | 0.7258 | 0.7751 | 0.3039 | 0.7797 | 0.7837 | 0.2929 | 0.7755 | 0.8203 | 0.7355 | 0.7861 | 0.6733 | 0.7206 | 0.8101 | 0.8442 |
| 0.4661 | 61.0 | 30500 | 0.3638 | 0.7522 | 0.9411 | 0.8702 | 0.2431 | 0.7466 | 0.7809 | 0.3095 | 0.7943 | 0.7979 | 0.3024 | 0.7988 | 0.8261 | 0.7502 | 0.7964 | 0.681 | 0.7381 | 0.8254 | 0.8591 |
| 0.4316 | 62.0 | 31000 | 0.3944 | 0.7263 | 0.9359 | 0.8691 | 0.1639 | 0.7124 | 0.7613 | 0.2993 | 0.7656 | 0.7715 | 0.2324 | 0.7629 | 0.795 | 0.7071 | 0.7591 | 0.6617 | 0.7124 | 0.81 | 0.843 |
| 0.3565 | 63.0 | 31500 | 0.3822 | 0.7343 | 0.9423 | 0.8744 | 0.2217 | 0.7235 | 0.7592 | 0.2999 | 0.7749 | 0.7788 | 0.3067 | 0.7702 | 0.8013 | 0.7238 | 0.771 | 0.6675 | 0.7175 | 0.8114 | 0.8479 |
| 0.5392 | 64.0 | 32000 | 0.3760 | 0.7394 | 0.9428 | 0.8705 | 0.2025 | 0.7319 | 0.7789 | 0.3032 | 0.7759 | 0.7801 | 0.3014 | 0.7773 | 0.8161 | 0.7264 | 0.7718 | 0.6876 | 0.7289 | 0.8041 | 0.8397 |
| 0.4893 | 65.0 | 32500 | 0.3702 | 0.7448 | 0.9408 | 0.8701 | 0.1175 | 0.7326 | 0.7906 | 0.3043 | 0.7828 | 0.7869 | 0.1576 | 0.7819 | 0.8271 | 0.7389 | 0.779 | 0.6682 | 0.7237 | 0.8274 | 0.8579 |
| 0.3706 | 66.0 | 33000 | 0.3416 | 0.7602 | 0.9451 | 0.8736 | 0.2166 | 0.7528 | 0.7848 | 0.3104 | 0.7974 | 0.8019 | 0.2838 | 0.799 | 0.8273 | 0.757 | 0.7988 | 0.7022 | 0.7495 | 0.8215 | 0.8573 |
| 0.4715 | 67.0 | 33500 | 0.3407 | 0.7626 | 0.9528 | 0.8804 | 0.2629 | 0.7472 | 0.7868 | 0.3079 | 0.7999 | 0.8062 | 0.3638 | 0.7954 | 0.8336 | 0.7643 | 0.8079 | 0.6973 | 0.7474 | 0.8262 | 0.8633 |
| 0.4381 | 68.0 | 34000 | 0.3454 | 0.7619 | 0.9504 | 0.8741 | 0.1501 | 0.742 | 0.8009 | 0.3129 | 0.7982 | 0.8063 | 0.3519 | 0.7926 | 0.8302 | 0.7726 | 0.8147 | 0.7037 | 0.7557 | 0.8092 | 0.8485 |
| 0.3467 | 69.0 | 34500 | 0.3459 | 0.7621 | 0.9479 | 0.8972 | 0.3178 | 0.7557 | 0.7793 | 0.3082 | 0.8002 | 0.8039 | 0.4286 | 0.7985 | 0.812 | 0.757 | 0.7992 | 0.7042 | 0.7495 | 0.8252 | 0.863 |
| 0.4757 | 70.0 | 35000 | 0.3503 | 0.7575 | 0.9448 | 0.8654 | 0.2299 | 0.7521 | 0.7897 | 0.3085 | 0.7915 | 0.7992 | 0.3033 | 0.7962 | 0.8254 | 0.77 | 0.8147 | 0.6773 | 0.7206 | 0.8251 | 0.8624 |
| 0.381 | 71.0 | 35500 | 0.3437 | 0.7655 | 0.9497 | 0.8843 | 0.2601 | 0.7533 | 0.8075 | 0.3115 | 0.7993 | 0.8046 | 0.3671 | 0.7953 | 0.8413 | 0.7654 | 0.806 | 0.7148 | 0.7567 | 0.8161 | 0.8512 |
| 0.5358 | 72.0 | 36000 | 0.3380 | 0.7681 | 0.9459 | 0.8783 | 0.199 | 0.76 | 0.8157 | 0.3169 | 0.8045 | 0.8093 | 0.3014 | 0.8042 | 0.8497 | 0.7679 | 0.8159 | 0.7109 | 0.7495 | 0.8255 | 0.8624 |
| 0.4114 | 73.0 | 36500 | 0.3485 | 0.766 | 0.9454 | 0.8839 | 0.1839 | 0.7587 | 0.7939 | 0.3145 | 0.7997 | 0.8058 | 0.281 | 0.8033 | 0.8281 | 0.7688 | 0.8087 | 0.7101 | 0.7485 | 0.8189 | 0.8603 |
| 0.4304 | 74.0 | 37000 | 0.3483 | 0.759 | 0.9444 | 0.8602 | 0.2158 | 0.755 | 0.7778 | 0.3094 | 0.7973 | 0.8027 | 0.2843 | 0.8017 | 0.8247 | 0.7666 | 0.8163 | 0.6854 | 0.7278 | 0.8248 | 0.8639 |
| 0.4527 | 75.0 | 37500 | 0.3590 | 0.7587 | 0.9457 | 0.8706 | 0.235 | 0.7493 | 0.7895 | 0.313 | 0.7928 | 0.7994 | 0.2843 | 0.7963 | 0.8242 | 0.7396 | 0.7825 | 0.705 | 0.7485 | 0.8314 | 0.8673 |
| 0.4407 | 76.0 | 38000 | 0.3461 | 0.7546 | 0.9454 | 0.8871 | 0.233 | 0.7467 | 0.7934 | 0.309 | 0.7961 | 0.8006 | 0.2705 | 0.7995 | 0.839 | 0.7501 | 0.7944 | 0.6839 | 0.7381 | 0.8299 | 0.8691 |
| 0.4118 | 77.0 | 38500 | 0.3657 | 0.7495 | 0.9412 | 0.8691 | 0.1603 | 0.7361 | 0.7877 | 0.3071 | 0.784 | 0.7893 | 0.219 | 0.7798 | 0.8278 | 0.7483 | 0.7849 | 0.6836 | 0.7299 | 0.8166 | 0.853 |
| 0.4346 | 78.0 | 39000 | 0.3583 | 0.7559 | 0.9421 | 0.8753 | 0.1848 | 0.7435 | 0.8044 | 0.3082 | 0.7892 | 0.7956 | 0.2514 | 0.788 | 0.8411 | 0.7551 | 0.8 | 0.693 | 0.732 | 0.8195 | 0.8548 |
| 0.4567 | 79.0 | 39500 | 0.3487 | 0.7635 | 0.9452 | 0.8953 | 0.1983 | 0.7514 | 0.8003 | 0.3098 | 0.7963 | 0.8021 | 0.2562 | 0.7951 | 0.8322 | 0.7608 | 0.7964 | 0.7052 | 0.7505 | 0.8244 | 0.8594 |
| 0.4801 | 80.0 | 40000 | 0.3592 | 0.7641 | 0.9435 | 0.8805 | 0.1908 | 0.754 | 0.8126 | 0.3092 | 0.796 | 0.8015 | 0.2457 | 0.7935 | 0.8445 | 0.7547 | 0.7933 | 0.7062 | 0.7474 | 0.8313 | 0.8639 |
| 0.4711 | 81.0 | 40500 | 0.3317 | 0.7745 | 0.949 | 0.8958 | 0.2417 | 0.7666 | 0.8032 | 0.3152 | 0.8103 | 0.8139 | 0.2914 | 0.8106 | 0.8375 | 0.7828 | 0.819 | 0.7098 | 0.7546 | 0.831 | 0.8679 |
| 0.3737 | 82.0 | 41000 | 0.3236 | 0.7828 | 0.9529 | 0.8924 | 0.2418 | 0.7741 | 0.8258 | 0.3196 | 0.8169 | 0.8217 | 0.33 | 0.8172 | 0.8557 | 0.7876 | 0.8214 | 0.7313 | 0.7763 | 0.8293 | 0.8673 |
| 0.4275 | 83.0 | 41500 | 0.3328 | 0.7735 | 0.9466 | 0.8786 | 0.1908 | 0.7641 | 0.8002 | 0.3151 | 0.8072 | 0.8111 | 0.2424 | 0.8067 | 0.8342 | 0.7798 | 0.8131 | 0.7087 | 0.7536 | 0.8319 | 0.8667 |
| 0.3289 | 84.0 | 42000 | 0.3243 | 0.7798 | 0.9474 | 0.8848 | 0.2453 | 0.7646 | 0.8087 | 0.3186 | 0.815 | 0.8177 | 0.2929 | 0.8071 | 0.8481 | 0.7806 | 0.8198 | 0.7316 | 0.7722 | 0.8272 | 0.8612 |
| 0.4157 | 85.0 | 42500 | 0.3515 | 0.7612 | 0.9471 | 0.878 | 0.1902 | 0.7564 | 0.7963 | 0.3115 | 0.7988 | 0.8028 | 0.2538 | 0.8005 | 0.8341 | 0.7499 | 0.7948 | 0.7077 | 0.7526 | 0.8261 | 0.8609 |
| 0.3518 | 86.0 | 43000 | 0.3355 | 0.7836 | 0.9436 | 0.8976 | 0.2453 | 0.7749 | 0.8198 | 0.3175 | 0.8151 | 0.8204 | 0.3043 | 0.8139 | 0.853 | 0.7841 | 0.8198 | 0.7328 | 0.7732 | 0.834 | 0.8682 |
| 0.4637 | 87.0 | 43500 | 0.3392 | 0.7756 | 0.9454 | 0.8975 | 0.2388 | 0.7673 | 0.7974 | 0.3167 | 0.8109 | 0.8146 | 0.2986 | 0.8075 | 0.8365 | 0.7718 | 0.8119 | 0.7215 | 0.766 | 0.8333 | 0.8661 |
| 0.395 | 88.0 | 44000 | 0.3309 | 0.7747 | 0.9461 | 0.8889 | 0.2263 | 0.7687 | 0.8017 | 0.3159 | 0.8104 | 0.8147 | 0.2967 | 0.8089 | 0.8352 | 0.7686 | 0.8107 | 0.7189 | 0.7639 | 0.8368 | 0.8694 |
| 0.3863 | 89.0 | 44500 | 0.3337 | 0.7706 | 0.9494 | 0.8827 | 0.2383 | 0.7584 | 0.8078 | 0.3115 | 0.8046 | 0.8118 | 0.3167 | 0.8034 | 0.8429 | 0.7649 | 0.8083 | 0.7041 | 0.7515 | 0.8428 | 0.8755 |
| 0.3874 | 90.0 | 45000 | 0.3239 | 0.7765 | 0.9527 | 0.8834 | 0.247 | 0.7711 | 0.7965 | 0.3143 | 0.8091 | 0.8156 | 0.331 | 0.8122 | 0.8388 | 0.7754 | 0.8151 | 0.7144 | 0.7577 | 0.8398 | 0.8739 |
| 0.3986 | 91.0 | 45500 | 0.3262 | 0.779 | 0.9527 | 0.8851 | 0.2605 | 0.7739 | 0.7997 | 0.3175 | 0.8161 | 0.8213 | 0.3452 | 0.8176 | 0.8441 | 0.7647 | 0.8075 | 0.7265 | 0.7784 | 0.8459 | 0.8779 |
| 0.3324 | 92.0 | 46000 | 0.3329 | 0.7644 | 0.9524 | 0.899 | 0.2734 | 0.7522 | 0.7995 | 0.3063 | 0.8024 | 0.8072 | 0.3324 | 0.7988 | 0.8344 | 0.7656 | 0.806 | 0.6853 | 0.7402 | 0.8423 | 0.8755 |
| 0.367 | 93.0 | 46500 | 0.3169 | 0.7792 | 0.9485 | 0.8927 | 0.2618 | 0.769 | 0.8151 | 0.3155 | 0.8155 | 0.8213 | 0.339 | 0.8134 | 0.8554 | 0.7839 | 0.8234 | 0.7253 | 0.7753 | 0.8284 | 0.8652 |
| 0.3546 | 94.0 | 47000 | 0.3150 | 0.7805 | 0.9523 | 0.8935 | 0.249 | 0.769 | 0.8173 | 0.3155 | 0.817 | 0.8221 | 0.3329 | 0.8143 | 0.8515 | 0.7827 | 0.821 | 0.7113 | 0.766 | 0.8474 | 0.8794 |
| 0.426 | 95.0 | 47500 | 0.3182 | 0.7855 | 0.9518 | 0.8913 | 0.2582 | 0.7779 | 0.818 | 0.3184 | 0.8223 | 0.827 | 0.3305 | 0.8223 | 0.8516 | 0.7967 | 0.8329 | 0.7214 | 0.7722 | 0.8384 | 0.8758 |
| 0.3735 | 96.0 | 48000 | 0.3135 | 0.7842 | 0.9488 | 0.8899 | 0.2766 | 0.7786 | 0.8092 | 0.3195 | 0.8206 | 0.8236 | 0.3438 | 0.8201 | 0.8451 | 0.7971 | 0.8369 | 0.7112 | 0.7567 | 0.8444 | 0.8773 |
| 0.3777 | 97.0 | 48500 | 0.3381 | 0.765 | 0.9472 | 0.8974 | 0.2939 | 0.7578 | 0.8049 | 0.3098 | 0.8072 | 0.8098 | 0.3467 | 0.8033 | 0.8481 | 0.7608 | 0.7984 | 0.7021 | 0.7639 | 0.8321 | 0.867 |
| 0.4125 | 98.0 | 49000 | 0.3031 | 0.7901 | 0.9468 | 0.9006 | 0.2662 | 0.7802 | 0.8316 | 0.3192 | 0.8265 | 0.83 | 0.3148 | 0.8242 | 0.8677 | 0.805 | 0.8409 | 0.7173 | 0.767 | 0.8478 | 0.8821 |
| 0.495 | 99.0 | 49500 | 0.3173 | 0.7846 | 0.9444 | 0.8963 | 0.2482 | 0.7789 | 0.8213 | 0.3191 | 0.8222 | 0.8248 | 0.2919 | 0.8224 | 0.8605 | 0.7895 | 0.8298 | 0.7221 | 0.767 | 0.8421 | 0.8776 |
| 0.408 | 100.0 | 50000 | 0.3049 | 0.793 | 0.9449 | 0.8939 | 0.2319 | 0.7858 | 0.8346 | 0.3233 | 0.8251 | 0.8294 | 0.2786 | 0.8267 | 0.8651 | 0.8023 | 0.8389 | 0.7294 | 0.768 | 0.8474 | 0.8812 |
| 0.3715 | 101.0 | 50500 | 0.3064 | 0.7841 | 0.9475 | 0.8894 | 0.2867 | 0.7748 | 0.824 | 0.3194 | 0.8229 | 0.8265 | 0.3386 | 0.8209 | 0.8633 | 0.7798 | 0.8179 | 0.7206 | 0.7763 | 0.8517 | 0.8855 |
| 0.3299 | 102.0 | 51000 | 0.3219 | 0.7744 | 0.9482 | 0.8799 | 0.2572 | 0.7675 | 0.8112 | 0.3168 | 0.8088 | 0.8131 | 0.3105 | 0.8077 | 0.8501 | 0.7751 | 0.8087 | 0.7117 | 0.7588 | 0.8363 | 0.8718 |
| 0.3759 | 103.0 | 51500 | 0.3075 | 0.7822 | 0.9452 | 0.8922 | 0.2596 | 0.774 | 0.811 | 0.3186 | 0.8206 | 0.8237 | 0.3162 | 0.817 | 0.8559 | 0.7831 | 0.8198 | 0.7109 | 0.766 | 0.8525 | 0.8852 |
| 0.4056 | 104.0 | 52000 | 0.3063 | 0.7882 | 0.9475 | 0.8932 | 0.2782 | 0.7816 | 0.8218 | 0.3221 | 0.8253 | 0.828 | 0.3357 | 0.8249 | 0.8557 | 0.7916 | 0.8321 | 0.7206 | 0.7691 | 0.8524 | 0.8827 |
| 0.3461 | 105.0 | 52500 | 0.3086 | 0.7907 | 0.956 | 0.8894 | 0.2624 | 0.784 | 0.8231 | 0.3193 | 0.8261 | 0.8289 | 0.3305 | 0.8259 | 0.8547 | 0.7976 | 0.8317 | 0.7285 | 0.7784 | 0.8459 | 0.8767 |
| 0.4638 | 106.0 | 53000 | 0.2992 | 0.7884 | 0.9538 | 0.8934 | 0.25 | 0.7847 | 0.8221 | 0.3188 | 0.8244 | 0.8288 | 0.3038 | 0.8278 | 0.862 | 0.7933 | 0.8298 | 0.7208 | 0.7742 | 0.8511 | 0.8824 |
| 0.4445 | 107.0 | 53500 | 0.3113 | 0.7858 | 0.946 | 0.8944 | 0.25 | 0.7799 | 0.8221 | 0.3184 | 0.8206 | 0.825 | 0.2976 | 0.8219 | 0.8561 | 0.7928 | 0.827 | 0.7193 | 0.7711 | 0.8453 | 0.877 |
| 0.3413 | 108.0 | 54000 | 0.3113 | 0.7861 | 0.9511 | 0.9036 | 0.2611 | 0.7765 | 0.8245 | 0.3201 | 0.8222 | 0.8259 | 0.3086 | 0.8201 | 0.8613 | 0.7873 | 0.8222 | 0.7155 | 0.7701 | 0.8555 | 0.8855 |
| 0.4364 | 109.0 | 54500 | 0.3054 | 0.7899 | 0.9515 | 0.8953 | 0.2493 | 0.7833 | 0.8326 | 0.3217 | 0.8257 | 0.8298 | 0.291 | 0.8266 | 0.8668 | 0.7918 | 0.8254 | 0.7229 | 0.7784 | 0.8549 | 0.8858 |
| 0.415 | 110.0 | 55000 | 0.3016 | 0.7937 | 0.9531 | 0.9011 | 0.273 | 0.7919 | 0.8191 | 0.3249 | 0.8297 | 0.8334 | 0.3433 | 0.8354 | 0.8529 | 0.794 | 0.8313 | 0.7368 | 0.7866 | 0.8503 | 0.8821 |
| 0.3368 | 111.0 | 55500 | 0.3073 | 0.7933 | 0.9497 | 0.8963 | 0.2642 | 0.7878 | 0.8238 | 0.3212 | 0.8272 | 0.8312 | 0.3219 | 0.8289 | 0.8591 | 0.7922 | 0.8306 | 0.7356 | 0.7814 | 0.852 | 0.8815 |
| 0.3752 | 112.0 | 56000 | 0.3107 | 0.7874 | 0.9525 | 0.9007 | 0.2815 | 0.7829 | 0.815 | 0.32 | 0.8256 | 0.8296 | 0.3471 | 0.8276 | 0.8558 | 0.7791 | 0.8183 | 0.7325 | 0.7876 | 0.8506 | 0.883 |
| 0.3418 | 113.0 | 56500 | 0.2966 | 0.8001 | 0.9533 | 0.9024 | 0.2848 | 0.7956 | 0.834 | 0.3241 | 0.8371 | 0.8411 | 0.3524 | 0.8386 | 0.8686 | 0.8057 | 0.8452 | 0.7407 | 0.7928 | 0.8538 | 0.8852 |
| 0.3301 | 114.0 | 57000 | 0.2992 | 0.798 | 0.9521 | 0.8953 | 0.287 | 0.7921 | 0.8325 | 0.3237 | 0.8342 | 0.8374 | 0.3343 | 0.8361 | 0.8679 | 0.8027 | 0.8365 | 0.7357 | 0.7918 | 0.8556 | 0.8839 |
| 0.365 | 115.0 | 57500 | 0.2981 | 0.7972 | 0.9438 | 0.8946 | 0.252 | 0.7867 | 0.8336 | 0.3243 | 0.8297 | 0.8339 | 0.3243 | 0.8292 | 0.8696 | 0.8068 | 0.8401 | 0.7242 | 0.7732 | 0.8606 | 0.8885 |
| 0.3717 | 116.0 | 58000 | 0.3036 | 0.7962 | 0.9527 | 0.9068 | 0.2885 | 0.7877 | 0.8309 | 0.3236 | 0.8314 | 0.8358 | 0.3581 | 0.8313 | 0.8653 | 0.795 | 0.8317 | 0.739 | 0.7918 | 0.8547 | 0.8839 |
| 0.3575 | 117.0 | 58500 | 0.3002 | 0.798 | 0.9503 | 0.8973 | 0.2803 | 0.7928 | 0.8344 | 0.3234 | 0.8323 | 0.8361 | 0.3424 | 0.8349 | 0.863 | 0.8008 | 0.8369 | 0.7381 | 0.7856 | 0.855 | 0.8858 |
| 0.3356 | 118.0 | 59000 | 0.3043 | 0.7937 | 0.9495 | 0.8923 | 0.2801 | 0.7898 | 0.8359 | 0.3223 | 0.8288 | 0.8329 | 0.339 | 0.8316 | 0.8653 | 0.7956 | 0.8298 | 0.7307 | 0.7825 | 0.8548 | 0.8864 |
| 0.435 | 119.0 | 59500 | 0.2998 | 0.798 | 0.9484 | 0.9026 | 0.2737 | 0.7926 | 0.8313 | 0.3256 | 0.8346 | 0.8371 | 0.3248 | 0.8349 | 0.8676 | 0.8017 | 0.8345 | 0.7327 | 0.7887 | 0.8595 | 0.8882 |
| 0.3344 | 120.0 | 60000 | 0.2980 | 0.7978 | 0.9536 | 0.8983 | 0.2747 | 0.7947 | 0.8349 | 0.3247 | 0.8336 | 0.8371 | 0.3476 | 0.8349 | 0.8655 | 0.8014 | 0.8385 | 0.7418 | 0.7907 | 0.8501 | 0.8821 |
| 0.3991 | 121.0 | 60500 | 0.2983 | 0.8006 | 0.9519 | 0.9032 | 0.275 | 0.7938 | 0.8349 | 0.3255 | 0.8353 | 0.8387 | 0.3562 | 0.8332 | 0.8699 | 0.8018 | 0.8393 | 0.7424 | 0.7897 | 0.8575 | 0.8873 |
| 0.3154 | 122.0 | 61000 | 0.2995 | 0.798 | 0.9524 | 0.8895 | 0.2622 | 0.7932 | 0.8361 | 0.3242 | 0.8324 | 0.8364 | 0.3314 | 0.8335 | 0.8659 | 0.7963 | 0.8317 | 0.737 | 0.7876 | 0.8607 | 0.8897 |
| 0.3353 | 123.0 | 61500 | 0.3011 | 0.8024 | 0.9506 | 0.9045 | 0.2739 | 0.7931 | 0.851 | 0.3246 | 0.8358 | 0.8394 | 0.3552 | 0.8332 | 0.8783 | 0.8083 | 0.846 | 0.7422 | 0.7866 | 0.8569 | 0.8855 |
| 0.3539 | 124.0 | 62000 | 0.2942 | 0.8027 | 0.9534 | 0.9021 | 0.2772 | 0.7948 | 0.8438 | 0.3234 | 0.8353 | 0.8397 | 0.381 | 0.8346 | 0.8723 | 0.8092 | 0.8448 | 0.7406 | 0.7866 | 0.8582 | 0.8876 |
| 0.5115 | 125.0 | 62500 | 0.2893 | 0.8056 | 0.9559 | 0.8998 | 0.2623 | 0.8002 | 0.8465 | 0.3244 | 0.838 | 0.8432 | 0.35 | 0.8415 | 0.8722 | 0.8115 | 0.848 | 0.7385 | 0.7866 | 0.8668 | 0.8948 |
| 0.3867 | 126.0 | 63000 | 0.2880 | 0.8086 | 0.9571 | 0.9046 | 0.2768 | 0.8039 | 0.8449 | 0.3253 | 0.8398 | 0.846 | 0.3738 | 0.8435 | 0.8731 | 0.8106 | 0.848 | 0.7422 | 0.7907 | 0.873 | 0.8994 |
| 0.6307 | 127.0 | 63500 | 0.2950 | 0.8049 | 0.953 | 0.9051 | 0.253 | 0.7985 | 0.8465 | 0.3256 | 0.8353 | 0.8413 | 0.3419 | 0.8371 | 0.8745 | 0.8057 | 0.8429 | 0.739 | 0.7856 | 0.87 | 0.8955 |
| 0.4204 | 128.0 | 64000 | 0.2944 | 0.8033 | 0.9572 | 0.9046 | 0.2675 | 0.7997 | 0.8428 | 0.3255 | 0.8354 | 0.8413 | 0.3562 | 0.8381 | 0.8737 | 0.8019 | 0.8401 | 0.7401 | 0.7897 | 0.8679 | 0.8942 |
| 0.3894 | 129.0 | 64500 | 0.2931 | 0.8071 | 0.9556 | 0.9001 | 0.2736 | 0.8029 | 0.843 | 0.3249 | 0.8386 | 0.8437 | 0.3752 | 0.8417 | 0.8699 | 0.8101 | 0.8444 | 0.7427 | 0.7918 | 0.8687 | 0.8948 |
| 0.4176 | 130.0 | 65000 | 0.2906 | 0.805 | 0.9528 | 0.9028 | 0.2673 | 0.797 | 0.8459 | 0.3257 | 0.8375 | 0.842 | 0.3624 | 0.8374 | 0.8748 | 0.8088 | 0.8437 | 0.7391 | 0.7887 | 0.8671 | 0.8936 |
| 0.3171 | 131.0 | 65500 | 0.2968 | 0.8018 | 0.9555 | 0.9035 | 0.27 | 0.7973 | 0.8375 | 0.325 | 0.834 | 0.839 | 0.359 | 0.8367 | 0.8671 | 0.8011 | 0.8377 | 0.7368 | 0.7866 | 0.8675 | 0.8927 |
| 0.3034 | 132.0 | 66000 | 0.2947 | 0.8011 | 0.9553 | 0.9006 | 0.2691 | 0.7976 | 0.8323 | 0.3245 | 0.8341 | 0.8395 | 0.3557 | 0.838 | 0.8627 | 0.8015 | 0.8393 | 0.7335 | 0.7845 | 0.8682 | 0.8945 |
| 0.4137 | 133.0 | 66500 | 0.2885 | 0.8068 | 0.955 | 0.8958 | 0.2782 | 0.8007 | 0.8471 | 0.3259 | 0.8382 | 0.8436 | 0.37 | 0.8403 | 0.8737 | 0.8094 | 0.8468 | 0.7415 | 0.7897 | 0.8695 | 0.8942 |
| 0.3806 | 134.0 | 67000 | 0.2915 | 0.8067 | 0.9525 | 0.9035 | 0.2753 | 0.8007 | 0.8507 | 0.3262 | 0.839 | 0.8438 | 0.3652 | 0.8406 | 0.8767 | 0.8066 | 0.8444 | 0.7456 | 0.7928 | 0.8678 | 0.8942 |
| 0.3932 | 135.0 | 67500 | 0.2915 | 0.8059 | 0.9549 | 0.899 | 0.2735 | 0.7986 | 0.8389 | 0.3248 | 0.8375 | 0.843 | 0.3671 | 0.8389 | 0.869 | 0.8085 | 0.8448 | 0.7407 | 0.7907 | 0.8684 | 0.8933 |
| 0.3981 | 136.0 | 68000 | 0.2917 | 0.8057 | 0.9544 | 0.8957 | 0.2804 | 0.8009 | 0.8375 | 0.3259 | 0.8384 | 0.8432 | 0.3652 | 0.8413 | 0.8655 | 0.8077 | 0.8444 | 0.74 | 0.7907 | 0.8694 | 0.8945 |
| 0.3151 | 137.0 | 68500 | 0.2932 | 0.8059 | 0.9542 | 0.8999 | 0.2793 | 0.801 | 0.8393 | 0.3248 | 0.8387 | 0.8436 | 0.3686 | 0.8411 | 0.8682 | 0.8084 | 0.8444 | 0.739 | 0.7907 | 0.8702 | 0.8958 |
| 0.3825 | 138.0 | 69000 | 0.2898 | 0.8084 | 0.9548 | 0.9033 | 0.2774 | 0.8013 | 0.8493 | 0.3262 | 0.8396 | 0.8449 | 0.3719 | 0.8408 | 0.8739 | 0.8097 | 0.8452 | 0.7471 | 0.7948 | 0.8683 | 0.8945 |
| 0.2824 | 139.0 | 69500 | 0.2916 | 0.805 | 0.9548 | 0.9032 | 0.2788 | 0.7989 | 0.8376 | 0.3253 | 0.8376 | 0.8429 | 0.3752 | 0.839 | 0.8677 | 0.8052 | 0.8417 | 0.7418 | 0.7928 | 0.8679 | 0.8942 |
| 0.4594 | 140.0 | 70000 | 0.2908 | 0.8069 | 0.9546 | 0.9033 | 0.2802 | 0.8013 | 0.8465 | 0.3265 | 0.8397 | 0.8449 | 0.3848 | 0.8421 | 0.8722 | 0.8069 | 0.844 | 0.746 | 0.7948 | 0.8679 | 0.8958 |
| 0.3131 | 141.0 | 70500 | 0.2934 | 0.8052 | 0.9546 | 0.9001 | 0.279 | 0.7993 | 0.8455 | 0.3257 | 0.8383 | 0.8434 | 0.3862 | 0.8399 | 0.8724 | 0.8044 | 0.8425 | 0.7422 | 0.7918 | 0.8689 | 0.8961 |
| 0.384 | 142.0 | 71000 | 0.2905 | 0.8063 | 0.955 | 0.9033 | 0.279 | 0.7996 | 0.8499 | 0.3257 | 0.8387 | 0.8438 | 0.3767 | 0.84 | 0.8749 | 0.8057 | 0.8429 | 0.7439 | 0.7928 | 0.8695 | 0.8958 |
| 0.3811 | 143.0 | 71500 | 0.2909 | 0.805 | 0.9548 | 0.9002 | 0.279 | 0.7995 | 0.8441 | 0.3252 | 0.8377 | 0.843 | 0.3767 | 0.8397 | 0.8714 | 0.8043 | 0.8417 | 0.7413 | 0.7918 | 0.8693 | 0.8955 |
| 0.2437 | 144.0 | 72000 | 0.2898 | 0.8051 | 0.955 | 0.9003 | 0.279 | 0.8007 | 0.8417 | 0.3255 | 0.838 | 0.8433 | 0.3767 | 0.8411 | 0.869 | 0.8043 | 0.8421 | 0.7416 | 0.7918 | 0.8694 | 0.8961 |
| 0.3751 | 145.0 | 72500 | 0.2909 | 0.8055 | 0.955 | 0.9034 | 0.279 | 0.801 | 0.8414 | 0.3255 | 0.838 | 0.8433 | 0.3767 | 0.8416 | 0.8688 | 0.805 | 0.8421 | 0.7415 | 0.7918 | 0.8699 | 0.8961 |
| 0.3538 | 146.0 | 73000 | 0.2905 | 0.8052 | 0.955 | 0.9034 | 0.2791 | 0.8008 | 0.8412 | 0.3257 | 0.8378 | 0.8432 | 0.3767 | 0.841 | 0.8686 | 0.8056 | 0.8429 | 0.7416 | 0.7918 | 0.8682 | 0.8948 |
| 0.3244 | 147.0 | 73500 | 0.2904 | 0.8048 | 0.955 | 0.9034 | 0.279 | 0.8003 | 0.8412 | 0.3255 | 0.8375 | 0.8428 | 0.3733 | 0.8405 | 0.8686 | 0.8056 | 0.8421 | 0.7417 | 0.7918 | 0.8672 | 0.8945 |
| 0.3588 | 148.0 | 74000 | 0.2904 | 0.8051 | 0.9551 | 0.9034 | 0.279 | 0.8008 | 0.8412 | 0.3255 | 0.8376 | 0.8429 | 0.3733 | 0.8409 | 0.8686 | 0.8056 | 0.8421 | 0.7416 | 0.7918 | 0.8682 | 0.8948 |
| 0.347 | 149.0 | 74500 | 0.2904 | 0.8051 | 0.9551 | 0.9034 | 0.279 | 0.8008 | 0.8412 | 0.3255 | 0.8376 | 0.8429 | 0.3733 | 0.8409 | 0.8686 | 0.8056 | 0.8421 | 0.7416 | 0.7918 | 0.8682 | 0.8948 |
| 0.3688 | 150.0 | 75000 | 0.2904 | 0.8051 | 0.9551 | 0.9034 | 0.279 | 0.8008 | 0.8412 | 0.3255 | 0.8376 | 0.8429 | 0.3733 | 0.8409 | 0.8686 | 0.8056 | 0.8421 | 0.7416 | 0.7918 | 0.8682 | 0.8948 |
### Framework versions
- Transformers 4.46.2
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.3
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