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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-hybrid-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-201616161616-150-epochs-w-hybrid-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: 0.2826
- Map: 0.8176
- Map 50: 0.9579
- Map 75: 0.9306
- Map Small: 0.3875
- Map Medium: 0.8219
- Map Large: 0.8195
- Mar 1: 0.326
- Mar 10: 0.8548
- Mar 100: 0.8598
- Mar Small: 0.5
- Mar Medium: 0.8639
- Mar Large: 0.8516
- Map Chicken: 0.8172
- Mar 100 Chicken: 0.8631
- Map Duck: 0.7548
- Mar 100 Duck: 0.8103
- Map Plant: 0.8807
- Mar 100 Plant: 0.9061
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:--------:|:------------:|:---------:|:-------------:|
| 1.3637 | 1.0 | 500 | 1.3375 | 0.2022 | 0.2836 | 0.2296 | 0.0079 | 0.1517 | 0.2202 | 0.0888 | 0.2702 | 0.3003 | 0.0857 | 0.2804 | 0.2934 | 0.0406 | 0.1329 | 0.0 | 0.0 | 0.5659 | 0.7679 |
| 1.3442 | 2.0 | 1000 | 1.0745 | 0.2876 | 0.4185 | 0.3389 | 0.0443 | 0.2462 | 0.3099 | 0.1281 | 0.3932 | 0.4098 | 0.0719 | 0.3902 | 0.3825 | 0.2497 | 0.4857 | 0.0 | 0.0 | 0.6132 | 0.7436 |
| 0.9363 | 3.0 | 1500 | 0.8883 | 0.3672 | 0.5234 | 0.4237 | 0.0059 | 0.3185 | 0.4115 | 0.1346 | 0.4657 | 0.4762 | 0.0733 | 0.4505 | 0.5145 | 0.4617 | 0.6905 | 0.0 | 0.0 | 0.6399 | 0.7382 |
| 0.89 | 4.0 | 2000 | 0.7873 | 0.4078 | 0.5706 | 0.4813 | 0.0096 | 0.3748 | 0.4286 | 0.1375 | 0.4847 | 0.4937 | 0.0924 | 0.4683 | 0.5261 | 0.5262 | 0.7206 | 0.0 | 0.0 | 0.6972 | 0.7606 |
| 0.8308 | 5.0 | 2500 | 0.7448 | 0.4216 | 0.5847 | 0.4779 | 0.009 | 0.3892 | 0.4485 | 0.1391 | 0.4851 | 0.4939 | 0.13 | 0.4674 | 0.5251 | 0.5319 | 0.7063 | 0.0 | 0.0 | 0.7329 | 0.7755 |
| 0.778 | 6.0 | 3000 | 0.6862 | 0.4308 | 0.6027 | 0.5111 | 0.0344 | 0.4084 | 0.4212 | 0.1423 | 0.4912 | 0.4957 | 0.141 | 0.4752 | 0.5122 | 0.5414 | 0.6933 | 0.0158 | 0.0103 | 0.7352 | 0.7836 |
| 0.7088 | 7.0 | 3500 | 0.6767 | 0.4691 | 0.6565 | 0.5456 | 0.042 | 0.4453 | 0.4841 | 0.1676 | 0.5327 | 0.5368 | 0.1286 | 0.5151 | 0.5653 | 0.621 | 0.7206 | 0.0456 | 0.1082 | 0.7406 | 0.7815 |
| 0.7226 | 8.0 | 4000 | 0.6517 | 0.4727 | 0.7023 | 0.5455 | 0.0235 | 0.4553 | 0.4898 | 0.1744 | 0.5315 | 0.5381 | 0.1267 | 0.5221 | 0.5627 | 0.6112 | 0.6917 | 0.0952 | 0.1629 | 0.7116 | 0.7597 |
| 0.6153 | 9.0 | 4500 | 0.5861 | 0.502 | 0.7073 | 0.5879 | 0.0876 | 0.478 | 0.5352 | 0.1748 | 0.5451 | 0.5485 | 0.1638 | 0.5274 | 0.5779 | 0.6671 | 0.7298 | 0.0972 | 0.132 | 0.7418 | 0.7836 |
| 0.6657 | 10.0 | 5000 | 0.5325 | 0.6021 | 0.8248 | 0.706 | 0.0865 | 0.5977 | 0.5955 | 0.2438 | 0.6653 | 0.6714 | 0.2181 | 0.6692 | 0.6794 | 0.6827 | 0.7397 | 0.3456 | 0.4515 | 0.778 | 0.823 |
| 0.5313 | 11.0 | 5500 | 0.5259 | 0.624 | 0.8498 | 0.744 | 0.0867 | 0.6118 | 0.6409 | 0.2389 | 0.6733 | 0.68 | 0.2086 | 0.6693 | 0.6879 | 0.6732 | 0.7329 | 0.4293 | 0.4938 | 0.7695 | 0.8133 |
| 0.5726 | 12.0 | 6000 | 0.5454 | 0.6278 | 0.8783 | 0.7558 | 0.0719 | 0.6309 | 0.6167 | 0.25 | 0.6767 | 0.6844 | 0.2052 | 0.6879 | 0.6757 | 0.6544 | 0.7123 | 0.4677 | 0.5351 | 0.7613 | 0.8058 |
| 0.5241 | 13.0 | 6500 | 0.4902 | 0.6769 | 0.9015 | 0.8088 | 0.1959 | 0.6814 | 0.6693 | 0.278 | 0.7256 | 0.733 | 0.3619 | 0.732 | 0.7283 | 0.7033 | 0.7607 | 0.5484 | 0.6155 | 0.779 | 0.8227 |
| 0.6324 | 14.0 | 7000 | 0.4576 | 0.6937 | 0.9148 | 0.8439 | 0.1523 | 0.6985 | 0.6877 | 0.2846 | 0.7398 | 0.7457 | 0.3148 | 0.7466 | 0.7375 | 0.7229 | 0.7714 | 0.5792 | 0.6433 | 0.7791 | 0.8224 |
| 0.5425 | 15.0 | 7500 | 0.4671 | 0.6819 | 0.9082 | 0.8144 | 0.1523 | 0.6779 | 0.6896 | 0.2749 | 0.7227 | 0.7299 | 0.2771 | 0.7295 | 0.7222 | 0.6927 | 0.7437 | 0.5561 | 0.6082 | 0.7969 | 0.8379 |
| 0.4946 | 16.0 | 8000 | 0.4771 | 0.6759 | 0.9287 | 0.8051 | 0.1942 | 0.664 | 0.6773 | 0.2758 | 0.7211 | 0.7304 | 0.3419 | 0.7206 | 0.7289 | 0.6853 | 0.7429 | 0.5681 | 0.634 | 0.7741 | 0.8142 |
| 0.4592 | 17.0 | 8500 | 0.4605 | 0.6986 | 0.9305 | 0.8387 | 0.1326 | 0.696 | 0.7166 | 0.2842 | 0.7451 | 0.7496 | 0.2586 | 0.7471 | 0.7666 | 0.7156 | 0.7639 | 0.5969 | 0.6619 | 0.7834 | 0.823 |
| 0.4969 | 18.0 | 9000 | 0.4115 | 0.7144 | 0.9368 | 0.8357 | 0.1913 | 0.7049 | 0.7354 | 0.2886 | 0.7592 | 0.7666 | 0.3181 | 0.7568 | 0.7811 | 0.7215 | 0.7722 | 0.6137 | 0.6794 | 0.808 | 0.8482 |
| 0.4928 | 19.0 | 9500 | 0.4163 | 0.7035 | 0.9355 | 0.8452 | 0.1962 | 0.7061 | 0.6968 | 0.2862 | 0.7529 | 0.7584 | 0.2681 | 0.7582 | 0.7548 | 0.6955 | 0.7504 | 0.6098 | 0.6794 | 0.8051 | 0.8455 |
| 0.5201 | 20.0 | 10000 | 0.4534 | 0.6923 | 0.924 | 0.8385 | 0.2083 | 0.6837 | 0.703 | 0.2802 | 0.7335 | 0.7376 | 0.3029 | 0.7304 | 0.7484 | 0.6918 | 0.7413 | 0.5991 | 0.6526 | 0.7861 | 0.8191 |
| 0.5026 | 21.0 | 10500 | 0.3920 | 0.7237 | 0.9333 | 0.8567 | 0.2019 | 0.7263 | 0.7093 | 0.2905 | 0.7621 | 0.7662 | 0.2771 | 0.7727 | 0.749 | 0.7321 | 0.7802 | 0.6233 | 0.667 | 0.8157 | 0.8515 |
| 0.6227 | 22.0 | 11000 | 0.4082 | 0.7172 | 0.9319 | 0.8411 | 0.0973 | 0.7143 | 0.7056 | 0.2866 | 0.7566 | 0.7596 | 0.2224 | 0.759 | 0.7403 | 0.741 | 0.7841 | 0.609 | 0.6567 | 0.8016 | 0.8379 |
| 0.46 | 23.0 | 11500 | 0.4134 | 0.7211 | 0.9334 | 0.867 | 0.2071 | 0.7073 | 0.7728 | 0.2958 | 0.7614 | 0.7667 | 0.2967 | 0.7554 | 0.8106 | 0.7142 | 0.7627 | 0.6374 | 0.6887 | 0.8116 | 0.8488 |
| 0.3883 | 24.0 | 12000 | 0.4062 | 0.725 | 0.9453 | 0.8536 | 0.1324 | 0.7104 | 0.7854 | 0.3012 | 0.7681 | 0.7732 | 0.2967 | 0.7581 | 0.8239 | 0.7191 | 0.7643 | 0.6501 | 0.7134 | 0.8058 | 0.8418 |
| 0.4362 | 25.0 | 12500 | 0.3831 | 0.7137 | 0.94 | 0.8691 | 0.2175 | 0.6978 | 0.7459 | 0.2904 | 0.7618 | 0.7694 | 0.3457 | 0.7566 | 0.7837 | 0.7168 | 0.7726 | 0.6148 | 0.6814 | 0.8095 | 0.8542 |
| 0.4348 | 26.0 | 13000 | 0.3933 | 0.7303 | 0.9396 | 0.8519 | 0.2368 | 0.7314 | 0.7378 | 0.2937 | 0.7692 | 0.7761 | 0.3295 | 0.776 | 0.78 | 0.7511 | 0.7944 | 0.6293 | 0.6856 | 0.8104 | 0.8482 |
| 0.3909 | 27.0 | 13500 | 0.3736 | 0.7413 | 0.9409 | 0.8734 | 0.2818 | 0.7467 | 0.6951 | 0.2976 | 0.7825 | 0.7877 | 0.4105 | 0.7886 | 0.7395 | 0.7515 | 0.7988 | 0.6571 | 0.7124 | 0.8153 | 0.8518 |
| 0.3944 | 28.0 | 14000 | 0.3780 | 0.7305 | 0.9325 | 0.872 | 0.2714 | 0.7218 | 0.7149 | 0.2936 | 0.7701 | 0.7788 | 0.4614 | 0.7695 | 0.7534 | 0.7512 | 0.7972 | 0.6358 | 0.6959 | 0.8046 | 0.8433 |
| 0.3858 | 29.0 | 14500 | 0.3911 | 0.7133 | 0.9471 | 0.8613 | 0.1945 | 0.7042 | 0.7527 | 0.2898 | 0.7603 | 0.7666 | 0.29 | 0.7605 | 0.795 | 0.7013 | 0.7548 | 0.6264 | 0.6959 | 0.8123 | 0.8491 |
| 0.3998 | 30.0 | 15000 | 0.3728 | 0.7316 | 0.9269 | 0.8793 | 0.2131 | 0.7387 | 0.7112 | 0.2941 | 0.771 | 0.7763 | 0.3071 | 0.7887 | 0.7482 | 0.7395 | 0.7905 | 0.6496 | 0.6938 | 0.8056 | 0.8445 |
| 0.3604 | 31.0 | 15500 | 0.3699 | 0.7325 | 0.95 | 0.8751 | 0.229 | 0.7248 | 0.7741 | 0.293 | 0.7753 | 0.7801 | 0.3529 | 0.7724 | 0.8156 | 0.7261 | 0.771 | 0.6521 | 0.7144 | 0.8192 | 0.8548 |
| 0.3902 | 32.0 | 16000 | 0.3573 | 0.7518 | 0.9508 | 0.8913 | 0.197 | 0.7475 | 0.7941 | 0.3019 | 0.7907 | 0.7958 | 0.3152 | 0.7903 | 0.8282 | 0.7471 | 0.7925 | 0.6842 | 0.733 | 0.8241 | 0.8618 |
| 0.4054 | 33.0 | 16500 | 0.3459 | 0.7527 | 0.9461 | 0.903 | 0.2512 | 0.7555 | 0.7825 | 0.3012 | 0.7889 | 0.7971 | 0.4448 | 0.7978 | 0.8216 | 0.7604 | 0.8063 | 0.671 | 0.7227 | 0.8266 | 0.8621 |
| 0.4273 | 34.0 | 17000 | 0.3686 | 0.7342 | 0.9373 | 0.8812 | 0.2655 | 0.726 | 0.7763 | 0.2977 | 0.7802 | 0.7849 | 0.3833 | 0.7737 | 0.8162 | 0.7497 | 0.7972 | 0.6367 | 0.7031 | 0.8161 | 0.8542 |
| 0.4061 | 35.0 | 17500 | 0.3784 | 0.7399 | 0.9397 | 0.8932 | 0.241 | 0.7295 | 0.7874 | 0.3016 | 0.7832 | 0.7923 | 0.4824 | 0.7787 | 0.8219 | 0.7375 | 0.7857 | 0.6564 | 0.7268 | 0.8259 | 0.8642 |
| 0.3534 | 36.0 | 18000 | 0.3852 | 0.7407 | 0.9353 | 0.8765 | 0.3013 | 0.7307 | 0.7745 | 0.3057 | 0.7917 | 0.7947 | 0.4233 | 0.785 | 0.8182 | 0.7425 | 0.7937 | 0.6614 | 0.7371 | 0.8181 | 0.8533 |
| 0.3802 | 37.0 | 18500 | 0.3701 | 0.7473 | 0.951 | 0.8693 | 0.2757 | 0.7422 | 0.7779 | 0.3065 | 0.7909 | 0.7976 | 0.4676 | 0.7884 | 0.8179 | 0.7667 | 0.8071 | 0.6716 | 0.7402 | 0.8036 | 0.8455 |
| 0.4238 | 38.0 | 19000 | 0.3718 | 0.7385 | 0.9331 | 0.8621 | 0.2269 | 0.7285 | 0.7558 | 0.2966 | 0.7766 | 0.7845 | 0.411 | 0.7737 | 0.7854 | 0.7463 | 0.7937 | 0.6503 | 0.7021 | 0.8188 | 0.8579 |
| 0.384 | 39.0 | 19500 | 0.3475 | 0.7573 | 0.9468 | 0.8936 | 0.2334 | 0.7534 | 0.7792 | 0.3119 | 0.795 | 0.802 | 0.401 | 0.7979 | 0.8192 | 0.7515 | 0.7929 | 0.6929 | 0.7474 | 0.8274 | 0.8658 |
| 0.3767 | 40.0 | 20000 | 0.3546 | 0.748 | 0.9558 | 0.8997 | 0.298 | 0.7391 | 0.7842 | 0.3009 | 0.7946 | 0.8035 | 0.4962 | 0.7937 | 0.8265 | 0.7671 | 0.8123 | 0.6575 | 0.734 | 0.8193 | 0.8642 |
| 0.3587 | 41.0 | 20500 | 0.3592 | 0.75 | 0.9459 | 0.9021 | 0.2815 | 0.7384 | 0.7797 | 0.3056 | 0.7883 | 0.7966 | 0.4676 | 0.7826 | 0.8161 | 0.7547 | 0.802 | 0.6879 | 0.7423 | 0.8075 | 0.8455 |
| 0.3892 | 42.0 | 21000 | 0.3502 | 0.7557 | 0.9496 | 0.9071 | 0.256 | 0.7472 | 0.7944 | 0.3067 | 0.7939 | 0.8033 | 0.4557 | 0.7924 | 0.8283 | 0.7556 | 0.7968 | 0.6892 | 0.7515 | 0.8222 | 0.8615 |
| 0.3965 | 43.0 | 21500 | 0.3423 | 0.7619 | 0.9494 | 0.8955 | 0.2201 | 0.7643 | 0.7944 | 0.3109 | 0.8013 | 0.8067 | 0.3619 | 0.8075 | 0.8299 | 0.7579 | 0.804 | 0.7127 | 0.7608 | 0.815 | 0.8555 |
| 0.4117 | 44.0 | 22000 | 0.3461 | 0.7709 | 0.9514 | 0.8986 | 0.2226 | 0.7728 | 0.7921 | 0.3123 | 0.8104 | 0.8151 | 0.3595 | 0.8182 | 0.8228 | 0.7658 | 0.8071 | 0.7176 | 0.7722 | 0.8293 | 0.8661 |
| 0.371 | 45.0 | 22500 | 0.3394 | 0.7575 | 0.951 | 0.9036 | 0.2713 | 0.7565 | 0.7873 | 0.3067 | 0.7961 | 0.8056 | 0.4729 | 0.8002 | 0.8273 | 0.7655 | 0.8143 | 0.6865 | 0.7412 | 0.8205 | 0.8612 |
| 0.3745 | 46.0 | 23000 | 0.3338 | 0.7585 | 0.9491 | 0.905 | 0.314 | 0.755 | 0.7677 | 0.3104 | 0.7998 | 0.8059 | 0.4686 | 0.8018 | 0.8021 | 0.7661 | 0.8155 | 0.6791 | 0.7371 | 0.8303 | 0.8652 |
| 0.3535 | 47.0 | 23500 | 0.3374 | 0.7599 | 0.943 | 0.8887 | 0.3107 | 0.7491 | 0.7831 | 0.3106 | 0.7977 | 0.8052 | 0.4733 | 0.7967 | 0.8156 | 0.7645 | 0.8139 | 0.6824 | 0.734 | 0.8329 | 0.8676 |
| 0.3852 | 48.0 | 24000 | 0.3219 | 0.7721 | 0.9565 | 0.9012 | 0.3121 | 0.7702 | 0.802 | 0.313 | 0.8129 | 0.8196 | 0.4281 | 0.8151 | 0.8358 | 0.7631 | 0.8127 | 0.7105 | 0.7639 | 0.8428 | 0.8821 |
| 0.3774 | 49.0 | 24500 | 0.3365 | 0.7641 | 0.956 | 0.9064 | 0.2601 | 0.7618 | 0.7848 | 0.3103 | 0.8038 | 0.8093 | 0.401 | 0.8075 | 0.821 | 0.7504 | 0.7968 | 0.7116 | 0.766 | 0.8304 | 0.8652 |
| 0.328 | 50.0 | 25000 | 0.3349 | 0.7651 | 0.956 | 0.9021 | 0.2856 | 0.7596 | 0.7859 | 0.3055 | 0.8064 | 0.8135 | 0.4576 | 0.8057 | 0.8259 | 0.7504 | 0.7956 | 0.7111 | 0.7753 | 0.8338 | 0.8697 |
| 0.3735 | 51.0 | 25500 | 0.3249 | 0.7643 | 0.9307 | 0.8785 | 0.2775 | 0.7617 | 0.7686 | 0.3034 | 0.7993 | 0.8073 | 0.3895 | 0.804 | 0.7965 | 0.7851 | 0.8306 | 0.6666 | 0.7155 | 0.8412 | 0.8758 |
| 0.4171 | 52.0 | 26000 | 0.3363 | 0.7597 | 0.9441 | 0.8874 | 0.2759 | 0.7622 | 0.7774 | 0.309 | 0.7961 | 0.8026 | 0.4248 | 0.8004 | 0.8073 | 0.7732 | 0.8179 | 0.6757 | 0.7216 | 0.8302 | 0.8682 |
| 0.3355 | 53.0 | 26500 | 0.3175 | 0.7735 | 0.9515 | 0.9071 | 0.3236 | 0.774 | 0.7715 | 0.3121 | 0.816 | 0.8226 | 0.4905 | 0.8181 | 0.8123 | 0.781 | 0.8234 | 0.6936 | 0.7649 | 0.846 | 0.8794 |
| 0.3006 | 54.0 | 27000 | 0.3109 | 0.7736 | 0.9556 | 0.8946 | 0.2718 | 0.7771 | 0.7868 | 0.3137 | 0.814 | 0.8195 | 0.4167 | 0.8179 | 0.8304 | 0.7769 | 0.8183 | 0.6959 | 0.7588 | 0.8481 | 0.8815 |
| 0.3252 | 55.0 | 27500 | 0.3157 | 0.7742 | 0.9552 | 0.9055 | 0.295 | 0.7787 | 0.7803 | 0.3077 | 0.8152 | 0.821 | 0.4471 | 0.8222 | 0.8187 | 0.7697 | 0.8143 | 0.7089 | 0.768 | 0.844 | 0.8806 |
| 0.3341 | 56.0 | 28000 | 0.3221 | 0.7661 | 0.9575 | 0.9019 | 0.2773 | 0.7711 | 0.7937 | 0.3093 | 0.8101 | 0.8169 | 0.4243 | 0.8156 | 0.8359 | 0.7617 | 0.8048 | 0.6915 | 0.7639 | 0.8452 | 0.8821 |
| 0.2994 | 57.0 | 28500 | 0.3109 | 0.7773 | 0.9507 | 0.9021 | 0.3057 | 0.7762 | 0.7781 | 0.3111 | 0.8129 | 0.8205 | 0.479 | 0.8209 | 0.812 | 0.7857 | 0.825 | 0.6957 | 0.7515 | 0.8505 | 0.8848 |
| 0.3167 | 58.0 | 29000 | 0.3244 | 0.7758 | 0.9514 | 0.901 | 0.2373 | 0.7804 | 0.7872 | 0.313 | 0.8148 | 0.8208 | 0.3957 | 0.8239 | 0.8167 | 0.7712 | 0.8151 | 0.7126 | 0.7649 | 0.8437 | 0.8824 |
| 0.3074 | 59.0 | 29500 | 0.3182 | 0.7809 | 0.96 | 0.9199 | 0.2609 | 0.7805 | 0.7921 | 0.3125 | 0.8191 | 0.828 | 0.4752 | 0.8269 | 0.8308 | 0.7695 | 0.8143 | 0.7246 | 0.7845 | 0.8487 | 0.8852 |
| 0.3369 | 60.0 | 30000 | 0.3242 | 0.7739 | 0.9497 | 0.9078 | 0.2622 | 0.7731 | 0.7783 | 0.3113 | 0.8107 | 0.8201 | 0.4729 | 0.8185 | 0.8077 | 0.7768 | 0.8226 | 0.7029 | 0.7588 | 0.8422 | 0.8788 |
| 0.3005 | 61.0 | 30500 | 0.3319 | 0.7724 | 0.9573 | 0.9041 | 0.2995 | 0.7733 | 0.7921 | 0.3076 | 0.8102 | 0.8187 | 0.4633 | 0.8189 | 0.8296 | 0.7655 | 0.8067 | 0.7055 | 0.767 | 0.8462 | 0.8824 |
| 0.3328 | 62.0 | 31000 | 0.3273 | 0.7812 | 0.9559 | 0.9051 | 0.2928 | 0.7776 | 0.8125 | 0.3112 | 0.8205 | 0.8262 | 0.4476 | 0.8246 | 0.842 | 0.7686 | 0.8119 | 0.7238 | 0.7814 | 0.851 | 0.8852 |
| 0.3873 | 63.0 | 31500 | 0.3161 | 0.7829 | 0.9567 | 0.9063 | 0.2979 | 0.7736 | 0.8104 | 0.3151 | 0.819 | 0.827 | 0.471 | 0.8191 | 0.8416 | 0.7796 | 0.8206 | 0.7247 | 0.7835 | 0.8443 | 0.877 |
| 0.3308 | 64.0 | 32000 | 0.3166 | 0.7859 | 0.9579 | 0.9142 | 0.3263 | 0.7833 | 0.7926 | 0.3148 | 0.8224 | 0.8302 | 0.4838 | 0.8258 | 0.8243 | 0.7821 | 0.8206 | 0.7178 | 0.7845 | 0.8579 | 0.8855 |
| 0.3222 | 65.0 | 32500 | 0.3202 | 0.7827 | 0.9594 | 0.9056 | 0.275 | 0.7796 | 0.8137 | 0.314 | 0.821 | 0.8276 | 0.4148 | 0.8252 | 0.8498 | 0.7679 | 0.8079 | 0.7263 | 0.7876 | 0.854 | 0.8873 |
| 0.4033 | 66.0 | 33000 | 0.3232 | 0.7636 | 0.9516 | 0.895 | 0.2858 | 0.7661 | 0.7817 | 0.3043 | 0.8063 | 0.811 | 0.37 | 0.8125 | 0.8294 | 0.769 | 0.8111 | 0.675 | 0.7454 | 0.8468 | 0.8767 |
| 0.3163 | 67.0 | 33500 | 0.3201 | 0.783 | 0.9552 | 0.9034 | 0.3358 | 0.7797 | 0.8046 | 0.3146 | 0.825 | 0.83 | 0.44 | 0.8275 | 0.8378 | 0.7897 | 0.8254 | 0.7044 | 0.7773 | 0.8549 | 0.8873 |
| 0.3443 | 68.0 | 34000 | 0.3102 | 0.783 | 0.9546 | 0.8955 | 0.2943 | 0.7845 | 0.8009 | 0.311 | 0.8232 | 0.8279 | 0.3895 | 0.8291 | 0.8357 | 0.8062 | 0.8425 | 0.6863 | 0.7557 | 0.8565 | 0.8855 |
| 0.2685 | 69.0 | 34500 | 0.3266 | 0.773 | 0.9546 | 0.8951 | 0.2206 | 0.773 | 0.8143 | 0.3098 | 0.8114 | 0.8146 | 0.31 | 0.8146 | 0.848 | 0.7705 | 0.8091 | 0.6992 | 0.7557 | 0.8493 | 0.8791 |
| 0.254 | 70.0 | 35000 | 0.3053 | 0.7816 | 0.9447 | 0.8764 | 0.314 | 0.7861 | 0.7917 | 0.3136 | 0.8187 | 0.8233 | 0.3986 | 0.827 | 0.8207 | 0.8054 | 0.8452 | 0.6802 | 0.7351 | 0.8594 | 0.8897 |
| 0.292 | 71.0 | 35500 | 0.3023 | 0.792 | 0.9538 | 0.9122 | 0.2953 | 0.7958 | 0.8023 | 0.317 | 0.8277 | 0.8329 | 0.4014 | 0.8373 | 0.8342 | 0.8057 | 0.8468 | 0.7129 | 0.7649 | 0.8573 | 0.887 |
| 0.2921 | 72.0 | 36000 | 0.3102 | 0.7772 | 0.9515 | 0.9175 | 0.3279 | 0.7742 | 0.7945 | 0.3114 | 0.8166 | 0.8219 | 0.4195 | 0.8243 | 0.8227 | 0.7752 | 0.8179 | 0.7025 | 0.7629 | 0.8539 | 0.8848 |
| 0.3412 | 73.0 | 36500 | 0.3100 | 0.7817 | 0.9597 | 0.913 | 0.3416 | 0.785 | 0.8018 | 0.3123 | 0.8224 | 0.8276 | 0.4333 | 0.8306 | 0.8333 | 0.782 | 0.8302 | 0.7155 | 0.7711 | 0.8476 | 0.8815 |
| 0.3075 | 74.0 | 37000 | 0.3014 | 0.7946 | 0.9561 | 0.9164 | 0.3 | 0.7964 | 0.8209 | 0.3182 | 0.834 | 0.8385 | 0.3986 | 0.8407 | 0.8561 | 0.7948 | 0.8373 | 0.7279 | 0.7897 | 0.8612 | 0.8885 |
| 0.3023 | 75.0 | 37500 | 0.2935 | 0.7947 | 0.9603 | 0.9196 | 0.3455 | 0.7988 | 0.8218 | 0.3168 | 0.8343 | 0.8398 | 0.4629 | 0.8436 | 0.8527 | 0.8062 | 0.8464 | 0.7108 | 0.7773 | 0.8673 | 0.8958 |
| 0.3002 | 76.0 | 38000 | 0.3102 | 0.7838 | 0.9577 | 0.9181 | 0.318 | 0.7851 | 0.796 | 0.3158 | 0.8263 | 0.833 | 0.4776 | 0.8332 | 0.834 | 0.7756 | 0.8194 | 0.7227 | 0.7959 | 0.8531 | 0.8836 |
| 0.3307 | 77.0 | 38500 | 0.2983 | 0.7925 | 0.9555 | 0.9009 | 0.298 | 0.7967 | 0.807 | 0.317 | 0.8314 | 0.8342 | 0.3962 | 0.838 | 0.8397 | 0.7937 | 0.8373 | 0.7208 | 0.7753 | 0.8631 | 0.89 |
| 0.3413 | 78.0 | 39000 | 0.3021 | 0.7865 | 0.946 | 0.9058 | 0.3466 | 0.7881 | 0.7897 | 0.3155 | 0.8245 | 0.8299 | 0.4881 | 0.8297 | 0.8258 | 0.7951 | 0.8433 | 0.6961 | 0.7485 | 0.8682 | 0.8979 |
| 0.3045 | 79.0 | 39500 | 0.3084 | 0.7888 | 0.9472 | 0.8942 | 0.3235 | 0.7925 | 0.7943 | 0.3175 | 0.83 | 0.8338 | 0.3967 | 0.8379 | 0.8229 | 0.7896 | 0.8341 | 0.7124 | 0.7742 | 0.8644 | 0.893 |
| 0.2488 | 80.0 | 40000 | 0.2982 | 0.7953 | 0.9528 | 0.914 | 0.325 | 0.7916 | 0.8208 | 0.3202 | 0.8348 | 0.8383 | 0.4086 | 0.8356 | 0.8579 | 0.8057 | 0.8437 | 0.7147 | 0.7773 | 0.8655 | 0.8939 |
| 0.3217 | 81.0 | 40500 | 0.3044 | 0.7914 | 0.9556 | 0.9082 | 0.2782 | 0.7956 | 0.7996 | 0.3157 | 0.8283 | 0.8326 | 0.3581 | 0.8366 | 0.8352 | 0.7964 | 0.8385 | 0.7142 | 0.7691 | 0.8636 | 0.8903 |
| 0.3004 | 82.0 | 41000 | 0.3022 | 0.7843 | 0.9572 | 0.9058 | 0.3107 | 0.7879 | 0.7954 | 0.3137 | 0.8267 | 0.8324 | 0.4329 | 0.8352 | 0.834 | 0.7847 | 0.8274 | 0.7074 | 0.7794 | 0.8609 | 0.8903 |
| 0.3093 | 83.0 | 41500 | 0.3071 | 0.785 | 0.9517 | 0.9143 | 0.3427 | 0.7862 | 0.8026 | 0.3152 | 0.8254 | 0.8297 | 0.4381 | 0.8312 | 0.8425 | 0.7865 | 0.8341 | 0.7104 | 0.766 | 0.8581 | 0.8891 |
| 0.2752 | 84.0 | 42000 | 0.2960 | 0.7935 | 0.9572 | 0.9176 | 0.3257 | 0.7954 | 0.812 | 0.3188 | 0.835 | 0.8383 | 0.4529 | 0.8402 | 0.8476 | 0.7907 | 0.8361 | 0.7309 | 0.7887 | 0.859 | 0.89 |
| 0.26 | 85.0 | 42500 | 0.3140 | 0.789 | 0.9532 | 0.913 | 0.3043 | 0.7915 | 0.8005 | 0.3192 | 0.8303 | 0.8344 | 0.4133 | 0.8353 | 0.8375 | 0.7715 | 0.8159 | 0.7299 | 0.7928 | 0.8657 | 0.8945 |
| 0.258 | 86.0 | 43000 | 0.2883 | 0.8003 | 0.9557 | 0.9097 | 0.3498 | 0.8041 | 0.8061 | 0.3181 | 0.8406 | 0.8455 | 0.4662 | 0.8498 | 0.8382 | 0.801 | 0.8413 | 0.7255 | 0.7948 | 0.8743 | 0.9003 |
| 0.3089 | 87.0 | 43500 | 0.2843 | 0.8069 | 0.9607 | 0.9228 | 0.3816 | 0.812 | 0.8019 | 0.3221 | 0.8448 | 0.8493 | 0.4976 | 0.8535 | 0.8391 | 0.806 | 0.8468 | 0.7421 | 0.801 | 0.8725 | 0.9 |
| 0.2824 | 88.0 | 44000 | 0.2950 | 0.7961 | 0.9524 | 0.9114 | 0.3053 | 0.8021 | 0.801 | 0.3197 | 0.8362 | 0.8409 | 0.4262 | 0.8465 | 0.8378 | 0.7861 | 0.8337 | 0.7303 | 0.7918 | 0.8717 | 0.8973 |
| 0.2414 | 89.0 | 44500 | 0.3011 | 0.7851 | 0.9545 | 0.903 | 0.276 | 0.7891 | 0.8036 | 0.3158 | 0.8263 | 0.8307 | 0.4038 | 0.834 | 0.838 | 0.7813 | 0.8278 | 0.7174 | 0.7753 | 0.8564 | 0.8891 |
| 0.2478 | 90.0 | 45000 | 0.2817 | 0.8068 | 0.9522 | 0.9161 | 0.333 | 0.8107 | 0.8157 | 0.3217 | 0.8425 | 0.8468 | 0.4214 | 0.8526 | 0.847 | 0.811 | 0.8512 | 0.7381 | 0.7897 | 0.8714 | 0.8994 |
| 0.2355 | 91.0 | 45500 | 0.2872 | 0.8034 | 0.9469 | 0.9103 | 0.3361 | 0.811 | 0.8067 | 0.3188 | 0.8388 | 0.8449 | 0.46 | 0.8512 | 0.8393 | 0.813 | 0.8552 | 0.7202 | 0.7753 | 0.8769 | 0.9042 |
| 0.2681 | 92.0 | 46000 | 0.2875 | 0.7976 | 0.955 | 0.9142 | 0.368 | 0.8074 | 0.7996 | 0.3144 | 0.834 | 0.8383 | 0.4381 | 0.8488 | 0.8328 | 0.7937 | 0.8357 | 0.7256 | 0.7773 | 0.8735 | 0.9018 |
| 0.2674 | 93.0 | 46500 | 0.2918 | 0.8012 | 0.9527 | 0.913 | 0.3776 | 0.8067 | 0.8022 | 0.3192 | 0.8376 | 0.8417 | 0.4676 | 0.8463 | 0.8334 | 0.8069 | 0.8492 | 0.7304 | 0.7814 | 0.8662 | 0.8945 |
| 0.2494 | 94.0 | 47000 | 0.2939 | 0.8009 | 0.9619 | 0.9184 | 0.3542 | 0.8047 | 0.8084 | 0.317 | 0.8377 | 0.8427 | 0.4429 | 0.8479 | 0.8372 | 0.7996 | 0.8409 | 0.7361 | 0.7907 | 0.867 | 0.8964 |
| 0.2763 | 95.0 | 47500 | 0.3031 | 0.8011 | 0.958 | 0.9032 | 0.3648 | 0.8039 | 0.8072 | 0.3179 | 0.838 | 0.8426 | 0.4481 | 0.8464 | 0.8361 | 0.7969 | 0.8345 | 0.7369 | 0.7948 | 0.8697 | 0.8985 |
| 0.2984 | 96.0 | 48000 | 0.3025 | 0.7951 | 0.9582 | 0.9122 | 0.3507 | 0.7975 | 0.7983 | 0.3193 | 0.8328 | 0.8355 | 0.4119 | 0.8387 | 0.8301 | 0.7936 | 0.8353 | 0.7192 | 0.7732 | 0.8726 | 0.8979 |
| 0.3038 | 97.0 | 48500 | 0.2947 | 0.7968 | 0.9548 | 0.9133 | 0.3387 | 0.7983 | 0.8028 | 0.3233 | 0.8417 | 0.845 | 0.4286 | 0.8499 | 0.8395 | 0.8039 | 0.848 | 0.7194 | 0.7907 | 0.8671 | 0.8964 |
| 0.247 | 98.0 | 49000 | 0.2914 | 0.8014 | 0.9593 | 0.9175 | 0.3421 | 0.8014 | 0.8069 | 0.3215 | 0.842 | 0.8462 | 0.4705 | 0.8469 | 0.8422 | 0.8089 | 0.8544 | 0.7278 | 0.7876 | 0.8675 | 0.8967 |
| 0.2909 | 99.0 | 49500 | 0.2928 | 0.8014 | 0.9546 | 0.9145 | 0.3573 | 0.801 | 0.8208 | 0.3248 | 0.8428 | 0.8466 | 0.4371 | 0.8486 | 0.8505 | 0.8066 | 0.8548 | 0.7311 | 0.7897 | 0.8666 | 0.8955 |
| 0.3016 | 100.0 | 50000 | 0.2921 | 0.8036 | 0.9515 | 0.9174 | 0.3575 | 0.8037 | 0.8162 | 0.3212 | 0.8438 | 0.8473 | 0.4233 | 0.851 | 0.85 | 0.8045 | 0.8508 | 0.7345 | 0.7887 | 0.8718 | 0.9024 |
| 0.302 | 101.0 | 50500 | 0.2868 | 0.7982 | 0.9508 | 0.9107 | 0.36 | 0.8029 | 0.8121 | 0.3155 | 0.8376 | 0.8411 | 0.4543 | 0.8452 | 0.8431 | 0.8013 | 0.85 | 0.717 | 0.768 | 0.8763 | 0.9052 |
| 0.2353 | 102.0 | 51000 | 0.2846 | 0.8089 | 0.9553 | 0.9112 | 0.3669 | 0.8158 | 0.8189 | 0.3221 | 0.8484 | 0.8514 | 0.4329 | 0.8579 | 0.8485 | 0.8159 | 0.8563 | 0.7359 | 0.7948 | 0.8751 | 0.903 |
| 0.2575 | 103.0 | 51500 | 0.2977 | 0.8054 | 0.952 | 0.915 | 0.3537 | 0.8087 | 0.8065 | 0.325 | 0.8431 | 0.8461 | 0.4095 | 0.8511 | 0.8371 | 0.8038 | 0.8484 | 0.7449 | 0.7938 | 0.8676 | 0.8961 |
| 0.291 | 104.0 | 52000 | 0.2912 | 0.7997 | 0.9466 | 0.9142 | 0.3904 | 0.8025 | 0.7997 | 0.3223 | 0.8387 | 0.8426 | 0.4748 | 0.8455 | 0.8343 | 0.8042 | 0.854 | 0.7241 | 0.7732 | 0.8707 | 0.9006 |
| 0.28 | 105.0 | 52500 | 0.2882 | 0.8063 | 0.9571 | 0.9279 | 0.3691 | 0.8113 | 0.8243 | 0.3234 | 0.8448 | 0.8489 | 0.4429 | 0.8524 | 0.8556 | 0.8032 | 0.8468 | 0.7458 | 0.801 | 0.87 | 0.8988 |
| 0.3112 | 106.0 | 53000 | 0.2837 | 0.811 | 0.9572 | 0.9217 | 0.3889 | 0.8121 | 0.8262 | 0.3231 | 0.8466 | 0.851 | 0.4819 | 0.8529 | 0.8575 | 0.8068 | 0.8548 | 0.7538 | 0.7979 | 0.8725 | 0.9003 |
| 0.2614 | 107.0 | 53500 | 0.2850 | 0.8081 | 0.9573 | 0.9274 | 0.4009 | 0.8095 | 0.8211 | 0.3244 | 0.8457 | 0.851 | 0.5033 | 0.8523 | 0.8508 | 0.8 | 0.8429 | 0.7493 | 0.8072 | 0.875 | 0.903 |
| 0.2612 | 108.0 | 54000 | 0.2851 | 0.8042 | 0.9568 | 0.9155 | 0.3603 | 0.808 | 0.8256 | 0.3219 | 0.8436 | 0.8476 | 0.4343 | 0.8535 | 0.8555 | 0.8003 | 0.8452 | 0.7427 | 0.7979 | 0.8697 | 0.8997 |
| 0.3001 | 109.0 | 54500 | 0.2800 | 0.8074 | 0.9564 | 0.919 | 0.3767 | 0.8097 | 0.8226 | 0.3235 | 0.8455 | 0.8497 | 0.4752 | 0.8517 | 0.8574 | 0.8099 | 0.854 | 0.7405 | 0.7938 | 0.8719 | 0.9012 |
| 0.2585 | 110.0 | 55000 | 0.2918 | 0.8069 | 0.9565 | 0.9162 | 0.3777 | 0.8099 | 0.8226 | 0.3229 | 0.8464 | 0.8503 | 0.4605 | 0.8545 | 0.8548 | 0.7991 | 0.8448 | 0.7462 | 0.8041 | 0.8755 | 0.9018 |
| 0.273 | 111.0 | 55500 | 0.2890 | 0.8083 | 0.9558 | 0.927 | 0.3654 | 0.81 | 0.8263 | 0.3251 | 0.8488 | 0.8522 | 0.4295 | 0.8559 | 0.8572 | 0.8041 | 0.85 | 0.7464 | 0.8062 | 0.8744 | 0.9003 |
| 0.2339 | 112.0 | 56000 | 0.2911 | 0.8039 | 0.9557 | 0.9259 | 0.3828 | 0.805 | 0.8195 | 0.3169 | 0.844 | 0.8497 | 0.4876 | 0.8522 | 0.8502 | 0.8027 | 0.85 | 0.7341 | 0.7959 | 0.8748 | 0.9033 |
| 0.2383 | 113.0 | 56500 | 0.2991 | 0.8106 | 0.9585 | 0.918 | 0.3764 | 0.813 | 0.8248 | 0.3212 | 0.8479 | 0.8527 | 0.461 | 0.8534 | 0.8558 | 0.8049 | 0.8488 | 0.7547 | 0.8082 | 0.8721 | 0.9009 |
| 0.2731 | 114.0 | 57000 | 0.2857 | 0.8121 | 0.9561 | 0.9195 | 0.3659 | 0.817 | 0.8208 | 0.3236 | 0.8521 | 0.8555 | 0.4376 | 0.8612 | 0.8529 | 0.8037 | 0.8484 | 0.7544 | 0.8134 | 0.8781 | 0.9045 |
| 0.2248 | 115.0 | 57500 | 0.2981 | 0.8019 | 0.9566 | 0.9271 | 0.3887 | 0.805 | 0.8082 | 0.3184 | 0.8437 | 0.8479 | 0.4733 | 0.8533 | 0.8453 | 0.7973 | 0.8429 | 0.7365 | 0.8 | 0.8719 | 0.9009 |
| 0.252 | 116.0 | 58000 | 0.2910 | 0.8106 | 0.9552 | 0.9285 | 0.3823 | 0.8141 | 0.816 | 0.3219 | 0.8483 | 0.8526 | 0.4757 | 0.8572 | 0.8489 | 0.8031 | 0.8508 | 0.7536 | 0.8052 | 0.8749 | 0.9018 |
| 0.2847 | 117.0 | 58500 | 0.2856 | 0.8084 | 0.9559 | 0.9225 | 0.3742 | 0.8131 | 0.8173 | 0.3197 | 0.848 | 0.8512 | 0.449 | 0.8561 | 0.8494 | 0.803 | 0.8488 | 0.7511 | 0.8052 | 0.8711 | 0.8997 |
| 0.2934 | 118.0 | 59000 | 0.2856 | 0.8109 | 0.9559 | 0.9263 | 0.3909 | 0.8168 | 0.8112 | 0.3219 | 0.8517 | 0.855 | 0.4786 | 0.8607 | 0.8459 | 0.8046 | 0.8524 | 0.7513 | 0.8093 | 0.8767 | 0.9033 |
| 0.2435 | 119.0 | 59500 | 0.2891 | 0.8084 | 0.9561 | 0.9247 | 0.3774 | 0.8149 | 0.808 | 0.3191 | 0.8481 | 0.8526 | 0.469 | 0.8584 | 0.8417 | 0.8032 | 0.8492 | 0.7475 | 0.8052 | 0.8746 | 0.9033 |
| 0.2808 | 120.0 | 60000 | 0.2873 | 0.8088 | 0.9571 | 0.92 | 0.3884 | 0.8126 | 0.8071 | 0.3201 | 0.8484 | 0.8535 | 0.4914 | 0.8576 | 0.8408 | 0.808 | 0.8532 | 0.7427 | 0.8031 | 0.8756 | 0.9042 |
| 0.2391 | 121.0 | 60500 | 0.2912 | 0.81 | 0.9559 | 0.9162 | 0.3701 | 0.8166 | 0.8145 | 0.3214 | 0.8487 | 0.8536 | 0.449 | 0.8603 | 0.848 | 0.8077 | 0.8532 | 0.7471 | 0.8041 | 0.8753 | 0.9036 |
| 0.2206 | 122.0 | 61000 | 0.2914 | 0.8064 | 0.9555 | 0.9144 | 0.3813 | 0.8154 | 0.8055 | 0.3218 | 0.8467 | 0.8506 | 0.439 | 0.8587 | 0.8384 | 0.7992 | 0.8472 | 0.7458 | 0.8021 | 0.8742 | 0.9024 |
| 0.2755 | 123.0 | 61500 | 0.2921 | 0.8068 | 0.9537 | 0.9236 | 0.3731 | 0.814 | 0.8138 | 0.3236 | 0.8474 | 0.8505 | 0.4281 | 0.8578 | 0.8479 | 0.8023 | 0.8504 | 0.7424 | 0.7979 | 0.8758 | 0.903 |
| 0.237 | 124.0 | 62000 | 0.2860 | 0.8114 | 0.9568 | 0.9227 | 0.3928 | 0.8187 | 0.8167 | 0.3225 | 0.8502 | 0.854 | 0.4633 | 0.8611 | 0.8476 | 0.8072 | 0.8528 | 0.7493 | 0.8041 | 0.8777 | 0.9052 |
| 0.2732 | 125.0 | 62500 | 0.2879 | 0.8097 | 0.9555 | 0.9235 | 0.3676 | 0.8152 | 0.8118 | 0.3225 | 0.8478 | 0.8535 | 0.4524 | 0.8598 | 0.8432 | 0.806 | 0.852 | 0.7459 | 0.8031 | 0.8771 | 0.9055 |
| 0.2499 | 126.0 | 63000 | 0.2894 | 0.8091 | 0.9561 | 0.9229 | 0.3738 | 0.8154 | 0.8136 | 0.3229 | 0.8491 | 0.854 | 0.4738 | 0.8594 | 0.847 | 0.808 | 0.8563 | 0.7471 | 0.8052 | 0.8722 | 0.9006 |
| 0.318 | 127.0 | 63500 | 0.2878 | 0.8127 | 0.9561 | 0.9202 | 0.3881 | 0.8165 | 0.818 | 0.3268 | 0.8497 | 0.855 | 0.4886 | 0.8581 | 0.8482 | 0.8084 | 0.8552 | 0.7542 | 0.8062 | 0.8754 | 0.9036 |
| 0.2367 | 128.0 | 64000 | 0.2858 | 0.8111 | 0.957 | 0.92 | 0.387 | 0.8192 | 0.8107 | 0.3243 | 0.8491 | 0.8536 | 0.4657 | 0.8598 | 0.8466 | 0.8081 | 0.8532 | 0.7502 | 0.8041 | 0.875 | 0.9036 |
| 0.2424 | 129.0 | 64500 | 0.2847 | 0.8136 | 0.9571 | 0.9228 | 0.381 | 0.8184 | 0.8178 | 0.3259 | 0.8498 | 0.8541 | 0.4571 | 0.8596 | 0.8479 | 0.8073 | 0.8524 | 0.757 | 0.8062 | 0.8765 | 0.9036 |
| 0.2599 | 130.0 | 65000 | 0.2825 | 0.8158 | 0.9572 | 0.9229 | 0.38 | 0.822 | 0.8196 | 0.3246 | 0.8525 | 0.8569 | 0.4719 | 0.8618 | 0.8522 | 0.8094 | 0.8556 | 0.7587 | 0.8093 | 0.8794 | 0.9058 |
| 0.2459 | 131.0 | 65500 | 0.2810 | 0.8172 | 0.9569 | 0.9268 | 0.3685 | 0.8237 | 0.8197 | 0.3275 | 0.8538 | 0.8584 | 0.4738 | 0.864 | 0.8506 | 0.8141 | 0.8599 | 0.7584 | 0.8093 | 0.879 | 0.9061 |
| 0.2522 | 132.0 | 66000 | 0.2825 | 0.8188 | 0.9595 | 0.9316 | 0.3846 | 0.8266 | 0.8149 | 0.3243 | 0.8522 | 0.8576 | 0.4933 | 0.8634 | 0.8476 | 0.8138 | 0.8603 | 0.7643 | 0.8062 | 0.8784 | 0.9064 |
| 0.2804 | 133.0 | 66500 | 0.2833 | 0.8211 | 0.9595 | 0.9293 | 0.3892 | 0.8275 | 0.8209 | 0.3261 | 0.8555 | 0.8604 | 0.5 | 0.8656 | 0.8503 | 0.8164 | 0.8623 | 0.7675 | 0.8124 | 0.8792 | 0.9067 |
| 0.2773 | 134.0 | 67000 | 0.2819 | 0.817 | 0.9553 | 0.9304 | 0.3784 | 0.8219 | 0.8222 | 0.3246 | 0.8534 | 0.8579 | 0.489 | 0.8623 | 0.8539 | 0.8153 | 0.8615 | 0.755 | 0.8052 | 0.8808 | 0.907 |
| 0.2379 | 135.0 | 67500 | 0.2811 | 0.8152 | 0.9553 | 0.9274 | 0.3972 | 0.8191 | 0.8207 | 0.3254 | 0.8528 | 0.8571 | 0.5 | 0.8607 | 0.8519 | 0.8108 | 0.8571 | 0.7529 | 0.8072 | 0.8818 | 0.907 |
| 0.2451 | 136.0 | 68000 | 0.2830 | 0.8179 | 0.9566 | 0.9304 | 0.3849 | 0.824 | 0.8208 | 0.3278 | 0.8549 | 0.8594 | 0.4886 | 0.8646 | 0.8531 | 0.8181 | 0.8627 | 0.7577 | 0.8103 | 0.8781 | 0.9052 |
| 0.2712 | 137.0 | 68500 | 0.2809 | 0.8139 | 0.9562 | 0.9306 | 0.377 | 0.8198 | 0.8168 | 0.3252 | 0.851 | 0.8551 | 0.4724 | 0.861 | 0.849 | 0.8121 | 0.8575 | 0.7509 | 0.8021 | 0.8788 | 0.9058 |
| 0.2524 | 138.0 | 69000 | 0.2816 | 0.8191 | 0.9576 | 0.9277 | 0.379 | 0.8246 | 0.8252 | 0.3269 | 0.8561 | 0.8606 | 0.4819 | 0.8659 | 0.8543 | 0.8156 | 0.8611 | 0.7612 | 0.8134 | 0.8804 | 0.9073 |
| 0.2524 | 139.0 | 69500 | 0.2821 | 0.8183 | 0.9581 | 0.9278 | 0.3799 | 0.8224 | 0.8204 | 0.3261 | 0.8547 | 0.8598 | 0.49 | 0.8638 | 0.8505 | 0.8162 | 0.8619 | 0.7592 | 0.8113 | 0.8796 | 0.9061 |
| 0.2704 | 140.0 | 70000 | 0.2833 | 0.816 | 0.9579 | 0.9278 | 0.3801 | 0.8204 | 0.8161 | 0.3256 | 0.8532 | 0.8584 | 0.4967 | 0.8627 | 0.8481 | 0.815 | 0.8615 | 0.7535 | 0.8082 | 0.8796 | 0.9055 |
| 0.2495 | 141.0 | 70500 | 0.2830 | 0.8168 | 0.9579 | 0.9307 | 0.3807 | 0.8203 | 0.8169 | 0.3255 | 0.8534 | 0.8586 | 0.5 | 0.8625 | 0.8495 | 0.8166 | 0.8619 | 0.7516 | 0.8072 | 0.8822 | 0.9067 |
| 0.2503 | 142.0 | 71000 | 0.2827 | 0.8166 | 0.9581 | 0.9308 | 0.3842 | 0.8214 | 0.8196 | 0.3257 | 0.8539 | 0.8589 | 0.4967 | 0.8634 | 0.8515 | 0.816 | 0.8615 | 0.7536 | 0.8093 | 0.8801 | 0.9061 |
| 0.2408 | 143.0 | 71500 | 0.2819 | 0.8174 | 0.9579 | 0.9278 | 0.3841 | 0.8222 | 0.8192 | 0.3263 | 0.8543 | 0.8594 | 0.4967 | 0.8639 | 0.8505 | 0.8149 | 0.8611 | 0.7567 | 0.8113 | 0.8805 | 0.9058 |
| 0.2237 | 144.0 | 72000 | 0.2823 | 0.817 | 0.9578 | 0.9305 | 0.3875 | 0.8209 | 0.8204 | 0.326 | 0.8545 | 0.8596 | 0.5 | 0.8632 | 0.8526 | 0.8161 | 0.8627 | 0.7548 | 0.8103 | 0.8801 | 0.9058 |
| 0.2405 | 145.0 | 72500 | 0.2828 | 0.8162 | 0.9578 | 0.9305 | 0.3875 | 0.8205 | 0.8196 | 0.3251 | 0.8537 | 0.8588 | 0.5 | 0.8628 | 0.8515 | 0.8141 | 0.8603 | 0.7545 | 0.8103 | 0.88 | 0.9058 |
| 0.2662 | 146.0 | 73000 | 0.2822 | 0.8172 | 0.9578 | 0.9306 | 0.3842 | 0.8209 | 0.82 | 0.3252 | 0.8545 | 0.8596 | 0.5 | 0.8632 | 0.8518 | 0.8158 | 0.8623 | 0.7546 | 0.8103 | 0.8812 | 0.9061 |
| 0.3253 | 147.0 | 73500 | 0.2825 | 0.8173 | 0.9579 | 0.9306 | 0.3874 | 0.8217 | 0.8199 | 0.326 | 0.8546 | 0.8597 | 0.4967 | 0.8637 | 0.8518 | 0.8162 | 0.8623 | 0.7547 | 0.8103 | 0.881 | 0.9064 |
| 0.2588 | 148.0 | 74000 | 0.2826 | 0.8175 | 0.9579 | 0.9307 | 0.3875 | 0.8217 | 0.8195 | 0.326 | 0.8546 | 0.8597 | 0.5 | 0.8637 | 0.8516 | 0.8168 | 0.8627 | 0.7548 | 0.8103 | 0.8807 | 0.9061 |
| 0.2447 | 149.0 | 74500 | 0.2826 | 0.8176 | 0.9579 | 0.9306 | 0.3875 | 0.8219 | 0.8195 | 0.326 | 0.8548 | 0.8598 | 0.5 | 0.8639 | 0.8516 | 0.8172 | 0.8631 | 0.7548 | 0.8103 | 0.8807 | 0.9061 |
| 0.2683 | 150.0 | 75000 | 0.2826 | 0.8176 | 0.9579 | 0.9306 | 0.3875 | 0.8219 | 0.8195 | 0.326 | 0.8548 | 0.8598 | 0.5 | 0.8639 | 0.8516 | 0.8172 | 0.8631 | 0.7548 | 0.8103 | 0.8807 | 0.9061 |
### Framework versions
- Transformers 4.46.2
- Pytorch 2.5.0+cu121
- Datasets 2.19.2
- Tokenizers 0.20.3
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