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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-8044444-150-epochs-wo-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-8044444-150-epochs-wo-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: 0.2292
- Map: 0.8325
- Map 50: 0.9667
- Map 75: 0.9216
- Map Small: 0.3829
- Map Medium: 0.8475
- Map Large: 0.8697
- Mar 1: 0.3088
- Mar 10: 0.862
- Mar 100: 0.8694
- Mar Small: 0.4616
- Mar Medium: 0.8815
- Mar Large: 0.898
- Map Chicken: 0.821
- Mar 100 Chicken: 0.8702
- Map Duck: 0.7881
- Mar 100 Duck: 0.8196
- Map Plant: 0.8885
- Mar 100 Plant: 0.9185
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:--------:|:------------:|:---------:|:-------------:|
| 1.3665 | 1.0 | 500 | 1.2582 | 0.1438 | 0.2022 | 0.1612 | 0.0167 | 0.0697 | 0.1576 | 0.0926 | 0.264 | 0.3047 | 0.0913 | 0.282 | 0.2644 | 0.064 | 0.1654 | 0.0 | 0.0 | 0.3675 | 0.7488 |
| 1.0808 | 2.0 | 1000 | 1.1152 | 0.3091 | 0.4427 | 0.364 | 0.0108 | 0.2714 | 0.2898 | 0.1214 | 0.4314 | 0.4494 | 0.1159 | 0.4481 | 0.375 | 0.3302 | 0.6289 | 0.0 | 0.0 | 0.5973 | 0.7194 |
| 1.1646 | 3.0 | 1500 | 1.1408 | 0.3658 | 0.5123 | 0.4385 | 0.0194 | 0.3393 | 0.3661 | 0.1336 | 0.4454 | 0.4531 | 0.1063 | 0.4416 | 0.4383 | 0.4551 | 0.6474 | 0.0 | 0.0 | 0.6424 | 0.7118 |
| 0.7699 | 4.0 | 2000 | 0.7439 | 0.4294 | 0.5912 | 0.5051 | 0.017 | 0.4129 | 0.3907 | 0.1419 | 0.4823 | 0.4936 | 0.0771 | 0.4789 | 0.4893 | 0.5743 | 0.6974 | 0.0026 | 0.0021 | 0.7114 | 0.7815 |
| 0.6842 | 5.0 | 2500 | 0.7106 | 0.4509 | 0.6047 | 0.5126 | 0.0687 | 0.441 | 0.3752 | 0.1493 | 0.5017 | 0.5073 | 0.1516 | 0.5 | 0.4411 | 0.5772 | 0.6943 | 0.0376 | 0.0309 | 0.738 | 0.7965 |
| 0.7341 | 6.0 | 3000 | 0.6190 | 0.5818 | 0.787 | 0.6866 | 0.0719 | 0.5818 | 0.4839 | 0.2076 | 0.6268 | 0.6327 | 0.1465 | 0.6381 | 0.5287 | 0.6662 | 0.736 | 0.3327 | 0.3649 | 0.7465 | 0.7971 |
| 0.6874 | 7.0 | 3500 | 0.5968 | 0.6621 | 0.8818 | 0.7921 | 0.1147 | 0.666 | 0.5083 | 0.2505 | 0.7082 | 0.7114 | 0.1732 | 0.7182 | 0.5332 | 0.6796 | 0.7364 | 0.5434 | 0.5938 | 0.7633 | 0.804 |
| 0.5629 | 8.0 | 4000 | 0.4814 | 0.6924 | 0.9199 | 0.8353 | 0.1931 | 0.694 | 0.6502 | 0.2642 | 0.7303 | 0.7378 | 0.2541 | 0.7426 | 0.6854 | 0.6963 | 0.7443 | 0.6074 | 0.6536 | 0.7735 | 0.8156 |
| 0.5402 | 9.0 | 4500 | 0.4782 | 0.6851 | 0.9326 | 0.8199 | 0.1449 | 0.6855 | 0.71 | 0.2695 | 0.7302 | 0.738 | 0.2183 | 0.7465 | 0.7443 | 0.6692 | 0.7237 | 0.6302 | 0.6856 | 0.7558 | 0.8046 |
| 0.5441 | 10.0 | 5000 | 0.4672 | 0.6996 | 0.9249 | 0.8338 | 0.1596 | 0.6963 | 0.726 | 0.2742 | 0.7365 | 0.7455 | 0.2484 | 0.75 | 0.777 | 0.705 | 0.7526 | 0.621 | 0.668 | 0.7728 | 0.8159 |
| 0.5064 | 11.0 | 5500 | 0.4573 | 0.6829 | 0.9423 | 0.8361 | 0.1564 | 0.6839 | 0.7062 | 0.2671 | 0.7234 | 0.7298 | 0.2135 | 0.7354 | 0.7519 | 0.6741 | 0.7206 | 0.5991 | 0.6536 | 0.7754 | 0.8153 |
| 0.4986 | 12.0 | 6000 | 0.4355 | 0.7122 | 0.9471 | 0.859 | 0.1343 | 0.7156 | 0.7748 | 0.2769 | 0.7513 | 0.7606 | 0.3159 | 0.7661 | 0.8076 | 0.7058 | 0.7526 | 0.635 | 0.6928 | 0.7959 | 0.8364 |
| 0.4475 | 13.0 | 6500 | 0.4073 | 0.7194 | 0.9374 | 0.8445 | 0.1866 | 0.7153 | 0.7717 | 0.279 | 0.7597 | 0.7664 | 0.2921 | 0.7686 | 0.8002 | 0.7074 | 0.7548 | 0.6432 | 0.6979 | 0.8075 | 0.8465 |
| 0.4608 | 14.0 | 7000 | 0.4035 | 0.7112 | 0.9522 | 0.8556 | 0.1984 | 0.7069 | 0.7929 | 0.2746 | 0.7522 | 0.76 | 0.3516 | 0.7578 | 0.8268 | 0.6808 | 0.7382 | 0.6508 | 0.7021 | 0.802 | 0.8399 |
| 0.4381 | 15.0 | 7500 | 0.3794 | 0.7421 | 0.9437 | 0.8736 | 0.1956 | 0.7471 | 0.8036 | 0.2831 | 0.7792 | 0.7868 | 0.3598 | 0.7905 | 0.8309 | 0.7245 | 0.7702 | 0.6826 | 0.732 | 0.8191 | 0.8584 |
| 0.4408 | 16.0 | 8000 | 0.3875 | 0.7223 | 0.9515 | 0.8639 | 0.1728 | 0.7225 | 0.7922 | 0.2799 | 0.7651 | 0.7726 | 0.2813 | 0.7773 | 0.8122 | 0.705 | 0.7535 | 0.6551 | 0.7155 | 0.8069 | 0.8488 |
| 0.4457 | 17.0 | 8500 | 0.3790 | 0.727 | 0.9475 | 0.8658 | 0.1998 | 0.7343 | 0.8161 | 0.2768 | 0.7703 | 0.7781 | 0.3524 | 0.7828 | 0.8426 | 0.7086 | 0.7654 | 0.6544 | 0.7093 | 0.8179 | 0.8595 |
| 0.4147 | 18.0 | 9000 | 0.3879 | 0.7153 | 0.9512 | 0.8664 | 0.1327 | 0.7234 | 0.7512 | 0.2835 | 0.7547 | 0.7629 | 0.2871 | 0.7766 | 0.782 | 0.6957 | 0.7513 | 0.6502 | 0.6969 | 0.7999 | 0.8405 |
| 0.4486 | 19.0 | 9500 | 0.3716 | 0.7228 | 0.9498 | 0.8644 | 0.2172 | 0.734 | 0.8005 | 0.2764 | 0.7643 | 0.7701 | 0.3906 | 0.7806 | 0.8357 | 0.7037 | 0.7601 | 0.6591 | 0.7041 | 0.8055 | 0.846 |
| 0.3893 | 20.0 | 10000 | 0.3230 | 0.7585 | 0.9652 | 0.8814 | 0.1642 | 0.7585 | 0.7941 | 0.29 | 0.7952 | 0.804 | 0.3671 | 0.807 | 0.8238 | 0.7519 | 0.7982 | 0.7046 | 0.7546 | 0.8189 | 0.8592 |
| 0.4252 | 21.0 | 10500 | 0.3389 | 0.7442 | 0.9533 | 0.8747 | 0.2651 | 0.7454 | 0.7785 | 0.2829 | 0.7794 | 0.7849 | 0.3351 | 0.7909 | 0.8031 | 0.7377 | 0.7816 | 0.6733 | 0.7134 | 0.8216 | 0.8598 |
| 0.3994 | 22.0 | 11000 | 0.3339 | 0.7498 | 0.9536 | 0.8878 | 0.2776 | 0.7565 | 0.7892 | 0.288 | 0.787 | 0.7927 | 0.376 | 0.8032 | 0.8295 | 0.7357 | 0.782 | 0.6972 | 0.7351 | 0.8166 | 0.861 |
| 0.394 | 23.0 | 11500 | 0.3255 | 0.7622 | 0.9586 | 0.8878 | 0.2854 | 0.7615 | 0.7528 | 0.2871 | 0.7953 | 0.8025 | 0.4003 | 0.8064 | 0.8029 | 0.76 | 0.8026 | 0.7038 | 0.7423 | 0.8226 | 0.8627 |
| 0.3649 | 24.0 | 12000 | 0.3400 | 0.75 | 0.9491 | 0.8873 | 0.2846 | 0.7498 | 0.7916 | 0.2815 | 0.7837 | 0.7931 | 0.4268 | 0.8003 | 0.8172 | 0.7444 | 0.7921 | 0.6814 | 0.7247 | 0.8244 | 0.8624 |
| 0.3888 | 25.0 | 12500 | 0.3268 | 0.7588 | 0.9633 | 0.8935 | 0.2659 | 0.7578 | 0.7577 | 0.284 | 0.7911 | 0.7992 | 0.3956 | 0.7976 | 0.8004 | 0.7536 | 0.8 | 0.6944 | 0.7361 | 0.8285 | 0.8616 |
| 0.3799 | 26.0 | 13000 | 0.3458 | 0.7695 | 0.9553 | 0.8786 | 0.2255 | 0.7735 | 0.7984 | 0.295 | 0.8002 | 0.8062 | 0.3092 | 0.8188 | 0.8266 | 0.7645 | 0.8075 | 0.7051 | 0.7392 | 0.8388 | 0.872 |
| 0.3497 | 27.0 | 13500 | 0.3204 | 0.7616 | 0.9684 | 0.8839 | 0.2739 | 0.7562 | 0.7911 | 0.2835 | 0.797 | 0.8051 | 0.4668 | 0.8004 | 0.8259 | 0.7689 | 0.8154 | 0.6865 | 0.733 | 0.8294 | 0.8671 |
| 0.3791 | 28.0 | 14000 | 0.3331 | 0.7461 | 0.9533 | 0.8785 | 0.3349 | 0.7513 | 0.7643 | 0.2829 | 0.7821 | 0.7885 | 0.4184 | 0.7983 | 0.7884 | 0.7324 | 0.7807 | 0.6742 | 0.7196 | 0.8317 | 0.8653 |
| 0.3625 | 29.0 | 14500 | 0.3239 | 0.7652 | 0.9533 | 0.895 | 0.2719 | 0.7671 | 0.7787 | 0.286 | 0.8008 | 0.8093 | 0.447 | 0.8173 | 0.8331 | 0.742 | 0.7978 | 0.7126 | 0.7567 | 0.8411 | 0.8734 |
| 0.3868 | 30.0 | 15000 | 0.3399 | 0.7558 | 0.9525 | 0.876 | 0.2418 | 0.7654 | 0.7898 | 0.2856 | 0.7956 | 0.8022 | 0.3935 | 0.8156 | 0.8413 | 0.7362 | 0.7912 | 0.6916 | 0.7392 | 0.8397 | 0.8763 |
| 0.3328 | 31.0 | 15500 | 0.3207 | 0.7668 | 0.946 | 0.8966 | 0.3242 | 0.774 | 0.77 | 0.2897 | 0.8011 | 0.8076 | 0.4367 | 0.8177 | 0.8033 | 0.7661 | 0.8066 | 0.6867 | 0.732 | 0.8476 | 0.8844 |
| 0.3572 | 32.0 | 16000 | 0.3117 | 0.7613 | 0.9559 | 0.8975 | 0.3224 | 0.7684 | 0.8026 | 0.2879 | 0.798 | 0.8042 | 0.3973 | 0.8145 | 0.8442 | 0.7571 | 0.8057 | 0.6949 | 0.7381 | 0.832 | 0.8688 |
| 0.3516 | 33.0 | 16500 | 0.3172 | 0.7555 | 0.9523 | 0.8998 | 0.3281 | 0.7577 | 0.7618 | 0.2859 | 0.7921 | 0.8005 | 0.4671 | 0.8099 | 0.7872 | 0.7406 | 0.7895 | 0.6831 | 0.7351 | 0.8429 | 0.8769 |
| 0.3601 | 34.0 | 17000 | 0.3115 | 0.7653 | 0.9697 | 0.8887 | 0.2614 | 0.7687 | 0.7992 | 0.2904 | 0.8038 | 0.8117 | 0.424 | 0.8194 | 0.8366 | 0.7594 | 0.8044 | 0.7116 | 0.7608 | 0.8248 | 0.8699 |
| 0.3492 | 35.0 | 17500 | 0.2925 | 0.7773 | 0.9598 | 0.8891 | 0.2556 | 0.787 | 0.7397 | 0.2968 | 0.8111 | 0.8199 | 0.3889 | 0.8312 | 0.7956 | 0.7592 | 0.8048 | 0.7232 | 0.7711 | 0.8496 | 0.8838 |
| 0.3272 | 36.0 | 18000 | 0.2892 | 0.771 | 0.9544 | 0.894 | 0.3564 | 0.7711 | 0.7458 | 0.291 | 0.8081 | 0.8178 | 0.5102 | 0.8196 | 0.7988 | 0.7593 | 0.8123 | 0.7088 | 0.7598 | 0.845 | 0.8812 |
| 0.3489 | 37.0 | 18500 | 0.2874 | 0.7815 | 0.9564 | 0.9088 | 0.4035 | 0.7794 | 0.7943 | 0.2929 | 0.8114 | 0.8195 | 0.4833 | 0.8208 | 0.8209 | 0.7762 | 0.8171 | 0.7203 | 0.7577 | 0.8481 | 0.8835 |
| 0.3114 | 38.0 | 19000 | 0.3157 | 0.7713 | 0.9465 | 0.9017 | 0.3277 | 0.767 | 0.7637 | 0.2877 | 0.802 | 0.811 | 0.5103 | 0.812 | 0.7926 | 0.7698 | 0.818 | 0.6907 | 0.7299 | 0.8534 | 0.8853 |
| 0.3189 | 39.0 | 19500 | 0.2966 | 0.7794 | 0.9614 | 0.9169 | 0.3714 | 0.779 | 0.7577 | 0.2906 | 0.8141 | 0.82 | 0.4944 | 0.8206 | 0.7914 | 0.7818 | 0.8237 | 0.7162 | 0.7557 | 0.84 | 0.8806 |
| 0.3044 | 40.0 | 20000 | 0.2893 | 0.781 | 0.9664 | 0.8992 | 0.3004 | 0.7809 | 0.7865 | 0.2912 | 0.8145 | 0.8205 | 0.4671 | 0.8213 | 0.8221 | 0.7855 | 0.8259 | 0.7101 | 0.7505 | 0.8474 | 0.885 |
| 0.3039 | 41.0 | 20500 | 0.3026 | 0.7698 | 0.9614 | 0.9166 | 0.3763 | 0.7665 | 0.7726 | 0.2864 | 0.804 | 0.8122 | 0.5071 | 0.8088 | 0.805 | 0.764 | 0.8026 | 0.6944 | 0.7505 | 0.8508 | 0.8835 |
| 0.3059 | 42.0 | 21000 | 0.2805 | 0.7868 | 0.9626 | 0.9021 | 0.3435 | 0.791 | 0.8266 | 0.2946 | 0.8152 | 0.8235 | 0.4825 | 0.8291 | 0.8553 | 0.7831 | 0.8259 | 0.7197 | 0.7546 | 0.8574 | 0.8899 |
| 0.3155 | 43.0 | 21500 | 0.2971 | 0.7792 | 0.965 | 0.9147 | 0.2983 | 0.7769 | 0.8119 | 0.2899 | 0.8135 | 0.8246 | 0.5089 | 0.8241 | 0.8384 | 0.7801 | 0.8263 | 0.721 | 0.7732 | 0.8364 | 0.8743 |
| 0.3091 | 44.0 | 22000 | 0.2909 | 0.7753 | 0.9571 | 0.9104 | 0.3672 | 0.7777 | 0.8133 | 0.2923 | 0.8127 | 0.8188 | 0.4624 | 0.823 | 0.8436 | 0.7657 | 0.8215 | 0.7065 | 0.7464 | 0.8537 | 0.8884 |
| 0.3035 | 45.0 | 22500 | 0.2967 | 0.7661 | 0.9546 | 0.8953 | 0.3482 | 0.7704 | 0.6473 | 0.2859 | 0.8009 | 0.8076 | 0.434 | 0.8164 | 0.6756 | 0.772 | 0.8136 | 0.674 | 0.7237 | 0.8521 | 0.8855 |
| 0.2954 | 46.0 | 23000 | 0.2702 | 0.7968 | 0.9627 | 0.9146 | 0.345 | 0.8002 | 0.8122 | 0.2973 | 0.8283 | 0.8354 | 0.4727 | 0.8385 | 0.8493 | 0.7862 | 0.8329 | 0.7476 | 0.7814 | 0.8565 | 0.8919 |
| 0.3337 | 47.0 | 23500 | 0.2990 | 0.7864 | 0.9567 | 0.911 | 0.2928 | 0.7954 | 0.8273 | 0.2955 | 0.814 | 0.8209 | 0.3768 | 0.8358 | 0.8518 | 0.7839 | 0.8276 | 0.7164 | 0.7433 | 0.8588 | 0.8919 |
| 0.2959 | 48.0 | 24000 | 0.3018 | 0.7746 | 0.9606 | 0.9037 | 0.3431 | 0.7729 | 0.7805 | 0.2896 | 0.81 | 0.8164 | 0.429 | 0.8181 | 0.7999 | 0.757 | 0.8022 | 0.7117 | 0.7567 | 0.8551 | 0.8902 |
| 0.3146 | 49.0 | 24500 | 0.2912 | 0.7802 | 0.9646 | 0.9048 | 0.323 | 0.7799 | 0.8511 | 0.2907 | 0.8131 | 0.8202 | 0.4632 | 0.8249 | 0.8774 | 0.7898 | 0.8325 | 0.7061 | 0.7474 | 0.8448 | 0.8806 |
| 0.2862 | 50.0 | 25000 | 0.2872 | 0.794 | 0.9603 | 0.9028 | 0.3087 | 0.801 | 0.8453 | 0.2989 | 0.8253 | 0.8319 | 0.3862 | 0.8461 | 0.8632 | 0.7834 | 0.8232 | 0.7278 | 0.7711 | 0.871 | 0.9014 |
| 0.3084 | 51.0 | 25500 | 0.2613 | 0.8039 | 0.9636 | 0.9141 | 0.3628 | 0.8051 | 0.8528 | 0.3035 | 0.8339 | 0.8403 | 0.4544 | 0.8472 | 0.8757 | 0.7959 | 0.8355 | 0.7462 | 0.7856 | 0.8696 | 0.8997 |
| 0.2911 | 52.0 | 26000 | 0.3012 | 0.786 | 0.9471 | 0.9043 | 0.32 | 0.7933 | 0.8539 | 0.2948 | 0.8175 | 0.8249 | 0.4362 | 0.8346 | 0.8743 | 0.7782 | 0.8237 | 0.7166 | 0.7546 | 0.8631 | 0.8962 |
| 0.3434 | 53.0 | 26500 | 0.2772 | 0.7991 | 0.9617 | 0.9078 | 0.3542 | 0.808 | 0.8579 | 0.3002 | 0.8277 | 0.835 | 0.4795 | 0.8466 | 0.8734 | 0.7729 | 0.8154 | 0.7554 | 0.7897 | 0.869 | 0.9 |
| 0.2702 | 54.0 | 27000 | 0.3074 | 0.7844 | 0.951 | 0.9099 | 0.219 | 0.7892 | 0.8343 | 0.2926 | 0.8132 | 0.8197 | 0.3275 | 0.8268 | 0.8663 | 0.7674 | 0.8136 | 0.7324 | 0.7588 | 0.8532 | 0.8867 |
| 0.2631 | 55.0 | 27500 | 0.2868 | 0.7836 | 0.9578 | 0.9106 | 0.3111 | 0.7922 | 0.8246 | 0.2938 | 0.8163 | 0.824 | 0.406 | 0.834 | 0.8603 | 0.7789 | 0.8246 | 0.7195 | 0.7577 | 0.8523 | 0.8896 |
| 0.2772 | 56.0 | 28000 | 0.2640 | 0.8057 | 0.9597 | 0.9232 | 0.3827 | 0.8113 | 0.8482 | 0.2997 | 0.8325 | 0.8427 | 0.5098 | 0.8502 | 0.8646 | 0.7848 | 0.8329 | 0.7591 | 0.7887 | 0.8732 | 0.9066 |
| 0.2674 | 57.0 | 28500 | 0.2989 | 0.7828 | 0.9526 | 0.9086 | 0.2358 | 0.793 | 0.8113 | 0.296 | 0.8143 | 0.8201 | 0.3081 | 0.8341 | 0.8295 | 0.7747 | 0.8189 | 0.7257 | 0.7608 | 0.8479 | 0.8806 |
| 0.3017 | 58.0 | 29000 | 0.2915 | 0.7922 | 0.961 | 0.9158 | 0.3729 | 0.8016 | 0.8193 | 0.2945 | 0.8207 | 0.8284 | 0.4871 | 0.8396 | 0.8398 | 0.774 | 0.8215 | 0.7346 | 0.7649 | 0.8681 | 0.8988 |
| 0.2769 | 59.0 | 29500 | 0.2767 | 0.8062 | 0.977 | 0.9227 | 0.4494 | 0.802 | 0.8261 | 0.2961 | 0.8392 | 0.8466 | 0.5863 | 0.8448 | 0.8573 | 0.7938 | 0.8386 | 0.7642 | 0.8052 | 0.8605 | 0.896 |
| 0.294 | 60.0 | 30000 | 0.2988 | 0.7853 | 0.9564 | 0.9147 | 0.3306 | 0.7951 | 0.8104 | 0.2928 | 0.8177 | 0.8264 | 0.4733 | 0.8352 | 0.8365 | 0.7791 | 0.8259 | 0.7171 | 0.7557 | 0.8597 | 0.8977 |
| 0.2964 | 61.0 | 30500 | 0.2834 | 0.7995 | 0.9569 | 0.9145 | 0.2904 | 0.813 | 0.8063 | 0.3038 | 0.8307 | 0.839 | 0.3917 | 0.8523 | 0.8431 | 0.7748 | 0.8219 | 0.756 | 0.7938 | 0.8676 | 0.9012 |
| 0.2735 | 62.0 | 31000 | 0.2701 | 0.813 | 0.9623 | 0.9217 | 0.3599 | 0.819 | 0.8607 | 0.3069 | 0.8429 | 0.8512 | 0.4662 | 0.8565 | 0.8815 | 0.7981 | 0.8395 | 0.7726 | 0.8113 | 0.8682 | 0.9029 |
| 0.27 | 63.0 | 31500 | 0.2853 | 0.7947 | 0.9607 | 0.9078 | 0.2996 | 0.8078 | 0.8146 | 0.2994 | 0.8242 | 0.8324 | 0.4003 | 0.8487 | 0.8296 | 0.7817 | 0.8268 | 0.7339 | 0.768 | 0.8686 | 0.9023 |
| 0.2792 | 64.0 | 32000 | 0.2743 | 0.8163 | 0.9637 | 0.9112 | 0.3217 | 0.8296 | 0.8224 | 0.3083 | 0.8467 | 0.8528 | 0.4316 | 0.8677 | 0.8473 | 0.7815 | 0.8294 | 0.7957 | 0.8237 | 0.8717 | 0.9052 |
| 0.249 | 65.0 | 32500 | 0.2722 | 0.8115 | 0.9631 | 0.9126 | 0.3639 | 0.82 | 0.8432 | 0.305 | 0.8398 | 0.8463 | 0.4657 | 0.8561 | 0.8628 | 0.7918 | 0.8311 | 0.7729 | 0.8062 | 0.8698 | 0.9014 |
| 0.251 | 66.0 | 33000 | 0.2777 | 0.8003 | 0.9625 | 0.9139 | 0.3511 | 0.8095 | 0.8273 | 0.2994 | 0.8306 | 0.8379 | 0.4279 | 0.8486 | 0.8646 | 0.7872 | 0.8333 | 0.7548 | 0.7887 | 0.8589 | 0.8916 |
| 0.2392 | 67.0 | 33500 | 0.2714 | 0.8056 | 0.9525 | 0.9092 | 0.3448 | 0.8166 | 0.8115 | 0.3016 | 0.8331 | 0.8405 | 0.4073 | 0.8551 | 0.8419 | 0.7923 | 0.8342 | 0.7571 | 0.7866 | 0.8676 | 0.9006 |
| 0.2833 | 68.0 | 34000 | 0.2719 | 0.7984 | 0.9566 | 0.9162 | 0.2997 | 0.8051 | 0.8329 | 0.2999 | 0.8282 | 0.8347 | 0.3994 | 0.8446 | 0.8569 | 0.7765 | 0.8215 | 0.7517 | 0.7804 | 0.8671 | 0.9023 |
| 0.2544 | 69.0 | 34500 | 0.2496 | 0.818 | 0.9707 | 0.9164 | 0.3735 | 0.8301 | 0.8329 | 0.3061 | 0.8456 | 0.8544 | 0.4594 | 0.8668 | 0.8574 | 0.7961 | 0.8408 | 0.7812 | 0.8113 | 0.8766 | 0.911 |
| 0.2748 | 70.0 | 35000 | 0.2602 | 0.8062 | 0.9567 | 0.917 | 0.3879 | 0.8125 | 0.8251 | 0.2981 | 0.833 | 0.84 | 0.4465 | 0.8462 | 0.8586 | 0.7886 | 0.8329 | 0.7534 | 0.7794 | 0.8767 | 0.9078 |
| 0.2762 | 71.0 | 35500 | 0.2855 | 0.7889 | 0.9624 | 0.906 | 0.3154 | 0.7979 | 0.8197 | 0.2967 | 0.8219 | 0.8275 | 0.3848 | 0.8378 | 0.8507 | 0.7675 | 0.8162 | 0.7346 | 0.7701 | 0.8647 | 0.8962 |
| 0.2585 | 72.0 | 36000 | 0.2694 | 0.8046 | 0.9597 | 0.9051 | 0.2921 | 0.8163 | 0.8159 | 0.307 | 0.837 | 0.8427 | 0.3862 | 0.8572 | 0.842 | 0.7959 | 0.8417 | 0.7506 | 0.7887 | 0.8674 | 0.8977 |
| 0.2707 | 73.0 | 36500 | 0.2479 | 0.8165 | 0.971 | 0.9107 | 0.3561 | 0.8219 | 0.8195 | 0.3061 | 0.8462 | 0.8538 | 0.4729 | 0.8638 | 0.8536 | 0.7914 | 0.8333 | 0.7805 | 0.8175 | 0.8777 | 0.9104 |
| 0.2503 | 74.0 | 37000 | 0.2666 | 0.8225 | 0.9662 | 0.9142 | 0.375 | 0.8339 | 0.8479 | 0.3097 | 0.8526 | 0.8585 | 0.4516 | 0.8713 | 0.8751 | 0.8 | 0.8439 | 0.7995 | 0.8299 | 0.8679 | 0.9017 |
| 0.2435 | 75.0 | 37500 | 0.2530 | 0.8135 | 0.9734 | 0.913 | 0.3323 | 0.832 | 0.8232 | 0.3045 | 0.8405 | 0.8474 | 0.4187 | 0.8678 | 0.8424 | 0.8041 | 0.843 | 0.7584 | 0.7907 | 0.8779 | 0.9084 |
| 0.2311 | 76.0 | 38000 | 0.2581 | 0.82 | 0.9607 | 0.9149 | 0.383 | 0.8297 | 0.8657 | 0.3063 | 0.8496 | 0.8553 | 0.4719 | 0.8653 | 0.8931 | 0.8105 | 0.8539 | 0.7784 | 0.8082 | 0.8711 | 0.9038 |
| 0.2483 | 77.0 | 38500 | 0.2830 | 0.8084 | 0.9654 | 0.9087 | 0.34 | 0.8272 | 0.8526 | 0.3068 | 0.8397 | 0.8463 | 0.4403 | 0.866 | 0.8728 | 0.7967 | 0.8404 | 0.7594 | 0.7959 | 0.8692 | 0.9026 |
| 0.3111 | 78.0 | 39000 | 0.2762 | 0.8095 | 0.9605 | 0.9036 | 0.3142 | 0.8246 | 0.8748 | 0.3054 | 0.8383 | 0.8449 | 0.3989 | 0.862 | 0.8954 | 0.8002 | 0.8425 | 0.7592 | 0.7907 | 0.8691 | 0.9014 |
| 0.2526 | 79.0 | 39500 | 0.2583 | 0.8148 | 0.9573 | 0.9147 | 0.3846 | 0.8293 | 0.8642 | 0.3042 | 0.8421 | 0.8503 | 0.4497 | 0.866 | 0.8839 | 0.7984 | 0.843 | 0.7691 | 0.801 | 0.877 | 0.9069 |
| 0.2369 | 80.0 | 40000 | 0.2718 | 0.8094 | 0.9558 | 0.9041 | 0.2824 | 0.8265 | 0.8939 | 0.3044 | 0.8386 | 0.8447 | 0.3975 | 0.8604 | 0.9112 | 0.8047 | 0.8456 | 0.7587 | 0.7918 | 0.8647 | 0.8968 |
| 0.2489 | 81.0 | 40500 | 0.2595 | 0.8181 | 0.9593 | 0.914 | 0.3263 | 0.83 | 0.8471 | 0.3075 | 0.8455 | 0.8518 | 0.4137 | 0.8663 | 0.8686 | 0.8116 | 0.8474 | 0.7701 | 0.8031 | 0.8727 | 0.9049 |
| 0.2473 | 82.0 | 41000 | 0.2571 | 0.8139 | 0.9579 | 0.9144 | 0.3845 | 0.8209 | 0.8674 | 0.3034 | 0.8423 | 0.8486 | 0.4654 | 0.8572 | 0.8893 | 0.8031 | 0.8421 | 0.7656 | 0.8 | 0.8732 | 0.9038 |
| 0.2458 | 83.0 | 41500 | 0.2593 | 0.8127 | 0.9534 | 0.9088 | 0.3364 | 0.8221 | 0.8661 | 0.3072 | 0.8419 | 0.8499 | 0.449 | 0.8584 | 0.8821 | 0.7992 | 0.8452 | 0.7644 | 0.8 | 0.8744 | 0.9046 |
| 0.2541 | 84.0 | 42000 | 0.2355 | 0.8216 | 0.9615 | 0.9242 | 0.4101 | 0.837 | 0.8918 | 0.3079 | 0.8493 | 0.8577 | 0.469 | 0.8705 | 0.9133 | 0.8032 | 0.85 | 0.7743 | 0.8062 | 0.8873 | 0.9171 |
| 0.2492 | 85.0 | 42500 | 0.2382 | 0.8326 | 0.9598 | 0.9181 | 0.4088 | 0.8463 | 0.8602 | 0.31 | 0.8587 | 0.8668 | 0.523 | 0.879 | 0.8785 | 0.8142 | 0.8579 | 0.8008 | 0.8278 | 0.8828 | 0.9147 |
| 0.2452 | 86.0 | 43000 | 0.2320 | 0.8279 | 0.961 | 0.9274 | 0.4008 | 0.8426 | 0.8327 | 0.3076 | 0.855 | 0.8629 | 0.5048 | 0.8756 | 0.874 | 0.8156 | 0.8618 | 0.7871 | 0.8134 | 0.8809 | 0.9136 |
| 0.2256 | 87.0 | 43500 | 0.2459 | 0.8166 | 0.9583 | 0.9184 | 0.3619 | 0.8318 | 0.8595 | 0.3012 | 0.8453 | 0.8526 | 0.4719 | 0.8673 | 0.8846 | 0.8093 | 0.8557 | 0.77 | 0.7938 | 0.8706 | 0.9084 |
| 0.2496 | 88.0 | 44000 | 0.2447 | 0.8135 | 0.9564 | 0.9078 | 0.3749 | 0.8285 | 0.8531 | 0.3045 | 0.8453 | 0.8551 | 0.4708 | 0.8687 | 0.8782 | 0.8016 | 0.8548 | 0.7654 | 0.799 | 0.8734 | 0.9116 |
| 0.2172 | 89.0 | 44500 | 0.2376 | 0.8192 | 0.9676 | 0.9264 | 0.4072 | 0.8306 | 0.8319 | 0.3046 | 0.8483 | 0.8553 | 0.509 | 0.8675 | 0.8639 | 0.8129 | 0.8535 | 0.7728 | 0.8041 | 0.872 | 0.9084 |
| 0.2778 | 90.0 | 45000 | 0.2361 | 0.8261 | 0.9642 | 0.9185 | 0.392 | 0.8394 | 0.8524 | 0.3092 | 0.8529 | 0.8602 | 0.4825 | 0.8724 | 0.877 | 0.8169 | 0.861 | 0.788 | 0.8124 | 0.8734 | 0.9072 |
| 0.223 | 91.0 | 45500 | 0.2505 | 0.8261 | 0.9679 | 0.9274 | 0.3941 | 0.8407 | 0.8661 | 0.3054 | 0.8536 | 0.8608 | 0.4989 | 0.8737 | 0.8911 | 0.813 | 0.8583 | 0.7795 | 0.8082 | 0.8856 | 0.9159 |
| 0.2241 | 92.0 | 46000 | 0.2486 | 0.8201 | 0.962 | 0.929 | 0.3875 | 0.8342 | 0.8669 | 0.3041 | 0.8496 | 0.8571 | 0.4873 | 0.8701 | 0.8918 | 0.807 | 0.8518 | 0.7676 | 0.8021 | 0.8856 | 0.9173 |
| 0.2465 | 93.0 | 46500 | 0.2443 | 0.8274 | 0.9602 | 0.9227 | 0.3638 | 0.8447 | 0.8942 | 0.3079 | 0.8522 | 0.8599 | 0.4797 | 0.8741 | 0.9122 | 0.8219 | 0.8632 | 0.7749 | 0.801 | 0.8854 | 0.9156 |
| 0.2513 | 94.0 | 47000 | 0.2493 | 0.8188 | 0.9637 | 0.9304 | 0.4143 | 0.8287 | 0.8448 | 0.3039 | 0.846 | 0.8558 | 0.5559 | 0.8644 | 0.8809 | 0.8109 | 0.8544 | 0.7691 | 0.8041 | 0.8764 | 0.909 |
| 0.2251 | 95.0 | 47500 | 0.2414 | 0.8218 | 0.9599 | 0.9229 | 0.3853 | 0.8393 | 0.8641 | 0.304 | 0.8507 | 0.8573 | 0.4756 | 0.8728 | 0.8939 | 0.8112 | 0.8553 | 0.7759 | 0.8041 | 0.8783 | 0.9124 |
| 0.2473 | 96.0 | 48000 | 0.2571 | 0.8181 | 0.957 | 0.9135 | 0.3424 | 0.8368 | 0.8717 | 0.3061 | 0.8454 | 0.8541 | 0.47 | 0.8713 | 0.8973 | 0.8045 | 0.85 | 0.7723 | 0.8021 | 0.8774 | 0.9101 |
| 0.23 | 97.0 | 48500 | 0.2362 | 0.8293 | 0.9631 | 0.9154 | 0.3715 | 0.8414 | 0.8603 | 0.3115 | 0.8557 | 0.8646 | 0.513 | 0.8766 | 0.8791 | 0.8114 | 0.8566 | 0.7916 | 0.8216 | 0.885 | 0.9156 |
| 0.2115 | 98.0 | 49000 | 0.2341 | 0.828 | 0.9636 | 0.9116 | 0.3231 | 0.8434 | 0.8604 | 0.3089 | 0.8542 | 0.862 | 0.4581 | 0.8761 | 0.8799 | 0.8214 | 0.8654 | 0.7776 | 0.8052 | 0.8849 | 0.9156 |
| 0.2281 | 99.0 | 49500 | 0.2287 | 0.8254 | 0.9729 | 0.9287 | 0.4068 | 0.8346 | 0.8709 | 0.3102 | 0.8542 | 0.8614 | 0.4911 | 0.8711 | 0.8873 | 0.812 | 0.8566 | 0.7823 | 0.8155 | 0.882 | 0.9121 |
| 0.2183 | 100.0 | 50000 | 0.2383 | 0.8248 | 0.9626 | 0.9233 | 0.3947 | 0.8319 | 0.8726 | 0.3071 | 0.8508 | 0.8584 | 0.5062 | 0.8665 | 0.8924 | 0.8154 | 0.861 | 0.7742 | 0.8 | 0.8849 | 0.9142 |
| 0.2259 | 101.0 | 50500 | 0.2291 | 0.837 | 0.9651 | 0.9289 | 0.3979 | 0.8485 | 0.8745 | 0.3113 | 0.8615 | 0.8699 | 0.5163 | 0.881 | 0.9002 | 0.8291 | 0.8711 | 0.794 | 0.8227 | 0.8879 | 0.9159 |
| 0.2213 | 102.0 | 51000 | 0.2472 | 0.8261 | 0.9706 | 0.9235 | 0.3687 | 0.8347 | 0.8724 | 0.3074 | 0.8525 | 0.8599 | 0.4962 | 0.868 | 0.8961 | 0.8135 | 0.8566 | 0.7778 | 0.8103 | 0.8871 | 0.9127 |
| 0.229 | 103.0 | 51500 | 0.2338 | 0.8285 | 0.9699 | 0.9166 | 0.3596 | 0.8393 | 0.8645 | 0.3064 | 0.8551 | 0.8637 | 0.5306 | 0.8755 | 0.8833 | 0.8253 | 0.8697 | 0.7703 | 0.8041 | 0.8898 | 0.9173 |
| 0.2281 | 104.0 | 52000 | 0.2300 | 0.8339 | 0.9635 | 0.9255 | 0.3881 | 0.8448 | 0.8693 | 0.3098 | 0.8596 | 0.8678 | 0.4989 | 0.8774 | 0.8845 | 0.8208 | 0.8662 | 0.7905 | 0.8206 | 0.8904 | 0.9165 |
| 0.209 | 105.0 | 52500 | 0.2423 | 0.8171 | 0.9679 | 0.9212 | 0.3746 | 0.8249 | 0.8637 | 0.3033 | 0.8451 | 0.8537 | 0.4962 | 0.8608 | 0.8826 | 0.8078 | 0.8539 | 0.7647 | 0.7979 | 0.8788 | 0.9092 |
| 0.2213 | 106.0 | 53000 | 0.2394 | 0.8256 | 0.9635 | 0.9075 | 0.3323 | 0.8394 | 0.8743 | 0.3078 | 0.8508 | 0.859 | 0.4359 | 0.8722 | 0.8881 | 0.811 | 0.8566 | 0.778 | 0.8062 | 0.888 | 0.9142 |
| 0.227 | 107.0 | 53500 | 0.2417 | 0.8279 | 0.9694 | 0.9158 | 0.3544 | 0.8416 | 0.8716 | 0.3085 | 0.8556 | 0.8637 | 0.4657 | 0.8761 | 0.8875 | 0.8167 | 0.8614 | 0.7846 | 0.8165 | 0.8825 | 0.9133 |
| 0.2084 | 108.0 | 54000 | 0.2341 | 0.8277 | 0.9711 | 0.9257 | 0.3836 | 0.8382 | 0.8664 | 0.3067 | 0.8539 | 0.8629 | 0.4692 | 0.8724 | 0.8838 | 0.8085 | 0.8596 | 0.7903 | 0.8165 | 0.8843 | 0.9124 |
| 0.2095 | 109.0 | 54500 | 0.2300 | 0.8307 | 0.964 | 0.9304 | 0.4225 | 0.8405 | 0.8951 | 0.3072 | 0.8592 | 0.8664 | 0.494 | 0.8755 | 0.9142 | 0.8151 | 0.8596 | 0.7875 | 0.8216 | 0.8896 | 0.9179 |
| 0.2103 | 110.0 | 55000 | 0.2246 | 0.8273 | 0.9684 | 0.9252 | 0.4302 | 0.8377 | 0.8706 | 0.3084 | 0.8589 | 0.8661 | 0.5087 | 0.878 | 0.8973 | 0.8141 | 0.8592 | 0.7812 | 0.8186 | 0.8866 | 0.9205 |
| 0.2245 | 111.0 | 55500 | 0.2338 | 0.8309 | 0.9709 | 0.9249 | 0.4221 | 0.8386 | 0.8575 | 0.3068 | 0.8595 | 0.867 | 0.5368 | 0.8744 | 0.8762 | 0.8142 | 0.8588 | 0.7897 | 0.8247 | 0.8887 | 0.9173 |
| 0.2281 | 112.0 | 56000 | 0.2262 | 0.8354 | 0.9673 | 0.9293 | 0.432 | 0.8445 | 0.8699 | 0.3067 | 0.8635 | 0.8715 | 0.5317 | 0.8806 | 0.8851 | 0.8237 | 0.8719 | 0.7926 | 0.8227 | 0.89 | 0.9199 |
| 0.2205 | 113.0 | 56500 | 0.2347 | 0.823 | 0.9683 | 0.9043 | 0.3592 | 0.8366 | 0.8696 | 0.3071 | 0.8519 | 0.86 | 0.4729 | 0.8716 | 0.8896 | 0.8103 | 0.8588 | 0.7685 | 0.8021 | 0.8903 | 0.9191 |
| 0.2374 | 114.0 | 57000 | 0.2360 | 0.8295 | 0.9629 | 0.9078 | 0.3395 | 0.8457 | 0.8675 | 0.3095 | 0.8598 | 0.8676 | 0.4697 | 0.881 | 0.8841 | 0.8151 | 0.8667 | 0.7891 | 0.8206 | 0.8842 | 0.9156 |
| 0.204 | 115.0 | 57500 | 0.2358 | 0.8231 | 0.9718 | 0.9045 | 0.3297 | 0.8352 | 0.8432 | 0.3064 | 0.8518 | 0.8601 | 0.4546 | 0.8713 | 0.8681 | 0.8017 | 0.8504 | 0.7839 | 0.8155 | 0.8836 | 0.9145 |
| 0.2502 | 116.0 | 58000 | 0.2258 | 0.831 | 0.9681 | 0.921 | 0.4177 | 0.8448 | 0.8674 | 0.3096 | 0.8606 | 0.8691 | 0.5117 | 0.882 | 0.8842 | 0.8169 | 0.8654 | 0.787 | 0.8227 | 0.889 | 0.9194 |
| 0.238 | 117.0 | 58500 | 0.2288 | 0.8291 | 0.9616 | 0.9182 | 0.4143 | 0.8382 | 0.9019 | 0.3079 | 0.8568 | 0.865 | 0.4976 | 0.8735 | 0.9192 | 0.824 | 0.8697 | 0.7749 | 0.8062 | 0.8885 | 0.9191 |
| 0.2226 | 118.0 | 59000 | 0.2374 | 0.8306 | 0.9665 | 0.9135 | 0.3645 | 0.8445 | 0.8667 | 0.311 | 0.862 | 0.8692 | 0.4611 | 0.8811 | 0.8849 | 0.816 | 0.8671 | 0.7866 | 0.8237 | 0.8893 | 0.9168 |
| 0.2259 | 119.0 | 59500 | 0.2232 | 0.8308 | 0.9663 | 0.9136 | 0.3674 | 0.844 | 0.8746 | 0.3108 | 0.8612 | 0.8687 | 0.4486 | 0.881 | 0.8903 | 0.8175 | 0.8693 | 0.7854 | 0.8175 | 0.8894 | 0.9194 |
| 0.2047 | 120.0 | 60000 | 0.2327 | 0.829 | 0.9629 | 0.9237 | 0.3909 | 0.8393 | 0.8677 | 0.3065 | 0.8587 | 0.8662 | 0.4817 | 0.876 | 0.8855 | 0.8135 | 0.8654 | 0.7854 | 0.8155 | 0.888 | 0.9179 |
| 0.2223 | 121.0 | 60500 | 0.2336 | 0.8325 | 0.9631 | 0.9231 | 0.4079 | 0.8459 | 0.8669 | 0.309 | 0.8616 | 0.8694 | 0.4995 | 0.8792 | 0.8847 | 0.8203 | 0.8697 | 0.7898 | 0.8216 | 0.8873 | 0.9168 |
| 0.1936 | 122.0 | 61000 | 0.2319 | 0.8321 | 0.964 | 0.9165 | 0.3641 | 0.8493 | 0.8615 | 0.3108 | 0.8599 | 0.8685 | 0.4417 | 0.8819 | 0.8814 | 0.8139 | 0.8632 | 0.7924 | 0.8237 | 0.89 | 0.9185 |
| 0.2038 | 123.0 | 61500 | 0.2330 | 0.8267 | 0.9608 | 0.9099 | 0.35 | 0.8442 | 0.8677 | 0.3092 | 0.8565 | 0.8646 | 0.433 | 0.8791 | 0.8852 | 0.8105 | 0.8627 | 0.7817 | 0.8134 | 0.8879 | 0.9176 |
| 0.2036 | 124.0 | 62000 | 0.2300 | 0.8318 | 0.9631 | 0.9257 | 0.3749 | 0.8444 | 0.8667 | 0.3108 | 0.8599 | 0.8687 | 0.4695 | 0.8799 | 0.8866 | 0.8169 | 0.8645 | 0.7867 | 0.8206 | 0.8918 | 0.9211 |
| 0.1994 | 125.0 | 62500 | 0.2295 | 0.8299 | 0.9608 | 0.9107 | 0.3536 | 0.848 | 0.8695 | 0.3095 | 0.86 | 0.8682 | 0.4451 | 0.8833 | 0.8856 | 0.8142 | 0.8658 | 0.7852 | 0.8186 | 0.8904 | 0.9202 |
| 0.2026 | 126.0 | 63000 | 0.2343 | 0.829 | 0.9626 | 0.9233 | 0.3791 | 0.844 | 0.8677 | 0.308 | 0.8592 | 0.8667 | 0.4624 | 0.879 | 0.8844 | 0.8149 | 0.8671 | 0.7859 | 0.8175 | 0.8862 | 0.9156 |
| 0.2 | 127.0 | 63500 | 0.2327 | 0.8339 | 0.9658 | 0.9133 | 0.3706 | 0.8496 | 0.878 | 0.311 | 0.8629 | 0.8713 | 0.4579 | 0.8839 | 0.9031 | 0.8217 | 0.8711 | 0.7882 | 0.8216 | 0.8917 | 0.9211 |
| 0.2144 | 128.0 | 64000 | 0.2318 | 0.8291 | 0.9655 | 0.9154 | 0.3751 | 0.844 | 0.877 | 0.3098 | 0.8591 | 0.8678 | 0.4717 | 0.8796 | 0.9019 | 0.8184 | 0.8693 | 0.7795 | 0.8155 | 0.8893 | 0.9185 |
| 0.2059 | 129.0 | 64500 | 0.2329 | 0.8341 | 0.9658 | 0.9201 | 0.384 | 0.8478 | 0.8706 | 0.3099 | 0.8624 | 0.871 | 0.4875 | 0.881 | 0.8984 | 0.8218 | 0.8706 | 0.7891 | 0.8227 | 0.8913 | 0.9197 |
| 0.1823 | 130.0 | 65000 | 0.2337 | 0.8335 | 0.9655 | 0.9249 | 0.3836 | 0.8476 | 0.8754 | 0.3092 | 0.8624 | 0.8714 | 0.476 | 0.8829 | 0.8906 | 0.8168 | 0.8697 | 0.7905 | 0.8227 | 0.893 | 0.9217 |
| 0.2173 | 131.0 | 65500 | 0.2296 | 0.8324 | 0.9667 | 0.9218 | 0.3771 | 0.8467 | 0.8773 | 0.3092 | 0.8616 | 0.8698 | 0.4705 | 0.881 | 0.9024 | 0.8186 | 0.8693 | 0.788 | 0.8206 | 0.8907 | 0.9194 |
| 0.2017 | 132.0 | 66000 | 0.2282 | 0.8301 | 0.9667 | 0.9236 | 0.3857 | 0.8453 | 0.8682 | 0.3096 | 0.8605 | 0.8688 | 0.479 | 0.8803 | 0.8855 | 0.822 | 0.8728 | 0.7787 | 0.8144 | 0.8894 | 0.9191 |
| 0.1973 | 133.0 | 66500 | 0.2262 | 0.8327 | 0.9668 | 0.9231 | 0.3903 | 0.8475 | 0.8708 | 0.3106 | 0.8638 | 0.8718 | 0.4762 | 0.8828 | 0.8986 | 0.8198 | 0.8702 | 0.7871 | 0.8247 | 0.8913 | 0.9205 |
| 0.2199 | 134.0 | 67000 | 0.2275 | 0.8325 | 0.9669 | 0.9223 | 0.3866 | 0.8461 | 0.878 | 0.3097 | 0.8628 | 0.8709 | 0.4716 | 0.8813 | 0.9031 | 0.8197 | 0.8702 | 0.7858 | 0.8216 | 0.892 | 0.9208 |
| 0.2184 | 135.0 | 67500 | 0.2289 | 0.8334 | 0.9659 | 0.9238 | 0.3801 | 0.8461 | 0.871 | 0.3085 | 0.8627 | 0.8708 | 0.47 | 0.8811 | 0.8988 | 0.8215 | 0.8697 | 0.7881 | 0.8227 | 0.8904 | 0.9199 |
| 0.1923 | 136.0 | 68000 | 0.2295 | 0.8342 | 0.9658 | 0.9282 | 0.4046 | 0.8454 | 0.8787 | 0.3096 | 0.8635 | 0.8714 | 0.4843 | 0.8808 | 0.9031 | 0.8221 | 0.8711 | 0.7878 | 0.8227 | 0.8926 | 0.9205 |
| 0.2154 | 137.0 | 68500 | 0.2292 | 0.8336 | 0.9652 | 0.9277 | 0.3918 | 0.847 | 0.8714 | 0.3089 | 0.8627 | 0.8705 | 0.4765 | 0.8813 | 0.8986 | 0.8232 | 0.8719 | 0.7862 | 0.8196 | 0.8912 | 0.9199 |
| 0.1954 | 138.0 | 69000 | 0.2295 | 0.8327 | 0.9668 | 0.9283 | 0.392 | 0.8453 | 0.8628 | 0.3085 | 0.861 | 0.869 | 0.4767 | 0.8789 | 0.8818 | 0.8228 | 0.8719 | 0.785 | 0.8165 | 0.8903 | 0.9185 |
| 0.2247 | 139.0 | 69500 | 0.2279 | 0.8338 | 0.9668 | 0.924 | 0.3881 | 0.8476 | 0.8625 | 0.309 | 0.8623 | 0.87 | 0.4729 | 0.8814 | 0.8818 | 0.8217 | 0.8715 | 0.7876 | 0.8186 | 0.8922 | 0.9199 |
| 0.2036 | 140.0 | 70000 | 0.2297 | 0.833 | 0.9668 | 0.9249 | 0.3989 | 0.8455 | 0.8692 | 0.3097 | 0.8613 | 0.8689 | 0.4806 | 0.8795 | 0.8859 | 0.8214 | 0.8697 | 0.7864 | 0.8175 | 0.8912 | 0.9194 |
| 0.1877 | 141.0 | 70500 | 0.2284 | 0.8348 | 0.9667 | 0.9249 | 0.3994 | 0.8487 | 0.8618 | 0.3101 | 0.8633 | 0.8708 | 0.4806 | 0.8821 | 0.8814 | 0.822 | 0.8711 | 0.7921 | 0.8227 | 0.8902 | 0.9188 |
| 0.2172 | 142.0 | 71000 | 0.2302 | 0.833 | 0.9667 | 0.9249 | 0.3958 | 0.8468 | 0.8766 | 0.3098 | 0.8609 | 0.8684 | 0.4725 | 0.8801 | 0.9021 | 0.8208 | 0.8675 | 0.7873 | 0.8186 | 0.8909 | 0.9191 |
| 0.2075 | 143.0 | 71500 | 0.2295 | 0.8336 | 0.9667 | 0.9217 | 0.3773 | 0.8481 | 0.8767 | 0.309 | 0.8623 | 0.8699 | 0.4624 | 0.8819 | 0.9023 | 0.8211 | 0.8689 | 0.7898 | 0.8216 | 0.89 | 0.9191 |
| 0.2151 | 144.0 | 72000 | 0.2293 | 0.8337 | 0.9667 | 0.9217 | 0.381 | 0.8486 | 0.8767 | 0.3093 | 0.8628 | 0.8702 | 0.4648 | 0.882 | 0.9024 | 0.822 | 0.8706 | 0.7886 | 0.8206 | 0.8904 | 0.9194 |
| 0.2604 | 145.0 | 72500 | 0.2288 | 0.8325 | 0.9667 | 0.9216 | 0.3788 | 0.848 | 0.8695 | 0.3091 | 0.8624 | 0.8698 | 0.4592 | 0.8822 | 0.8978 | 0.8211 | 0.8706 | 0.7884 | 0.8206 | 0.8881 | 0.9182 |
| 0.2113 | 146.0 | 73000 | 0.2287 | 0.8329 | 0.9667 | 0.9216 | 0.384 | 0.8477 | 0.8697 | 0.3089 | 0.8621 | 0.8696 | 0.4616 | 0.8816 | 0.898 | 0.8222 | 0.8706 | 0.7881 | 0.8196 | 0.8885 | 0.9185 |
| 0.2192 | 147.0 | 73500 | 0.2292 | 0.8329 | 0.9667 | 0.9216 | 0.384 | 0.8476 | 0.8696 | 0.3088 | 0.8623 | 0.8697 | 0.4616 | 0.8818 | 0.898 | 0.8221 | 0.8711 | 0.7881 | 0.8196 | 0.8884 | 0.9185 |
| 0.2251 | 148.0 | 74000 | 0.2292 | 0.8326 | 0.9667 | 0.9216 | 0.3829 | 0.8476 | 0.8697 | 0.3088 | 0.8621 | 0.8696 | 0.4616 | 0.8816 | 0.898 | 0.8212 | 0.8706 | 0.7881 | 0.8196 | 0.8885 | 0.9185 |
| 0.2084 | 149.0 | 74500 | 0.2292 | 0.8325 | 0.9667 | 0.9216 | 0.3829 | 0.8475 | 0.8697 | 0.3088 | 0.862 | 0.8694 | 0.4616 | 0.8815 | 0.898 | 0.821 | 0.8702 | 0.7881 | 0.8196 | 0.8885 | 0.9185 |
| 0.2152 | 150.0 | 75000 | 0.2292 | 0.8325 | 0.9667 | 0.9216 | 0.3829 | 0.8475 | 0.8697 | 0.3088 | 0.862 | 0.8694 | 0.4616 | 0.8815 | 0.898 | 0.821 | 0.8702 | 0.7881 | 0.8196 | 0.8885 | 0.9185 |
### Framework versions
- Transformers 4.46.1
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.1
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