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---
library_name: transformers
license: other
base_model: nvidia/mit-b0
tags:
- vision
- image-segmentation
- generated_from_trainer
model-index:
- name: segformer-b0-finetuned-batch1-30nov
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. -->
# segformer-b0-finetuned-batch1-30nov
This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the PushkarA07/batch1-tiles dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0239
- Mean Iou: 0.6822
- Mean Accuracy: 0.7582
- Overall Accuracy: 0.9940
- Accuracy Abnormality: 0.5190
- Iou Abnormality: 0.3704
## 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: 6e-05
- train_batch_size: 2
- eval_batch_size: 2
- 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: linear
- num_epochs: 200
### Training results
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Abnormality | Iou Abnormality |
|:-------------:|:--------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------:|:---------------:|
| 0.0834 | 0.4167 | 10 | 0.0833 | 0.5846 | 0.5959 | 0.9939 | 0.1925 | 0.1753 |
| 0.0821 | 0.8333 | 20 | 0.1344 | 0.6312 | 0.7053 | 0.9924 | 0.4142 | 0.2700 |
| 0.0632 | 1.25 | 30 | 0.1573 | 0.6011 | 0.7036 | 0.9896 | 0.4137 | 0.2125 |
| 0.0528 | 1.6667 | 40 | 0.1880 | 0.6271 | 0.7439 | 0.9907 | 0.4938 | 0.2637 |
| 0.047 | 2.0833 | 50 | 0.2091 | 0.6092 | 0.7053 | 0.9904 | 0.4162 | 0.2279 |
| 0.0539 | 2.5 | 60 | 0.3861 | 0.6545 | 0.7983 | 0.9912 | 0.6027 | 0.3179 |
| 0.0449 | 2.9167 | 70 | 0.2828 | 0.6481 | 0.7927 | 0.9909 | 0.5918 | 0.3054 |
| 0.042 | 3.3333 | 80 | 0.2313 | 0.6686 | 0.7367 | 0.9938 | 0.4761 | 0.3435 |
| 0.0607 | 3.75 | 90 | 0.2082 | 0.6304 | 0.7361 | 0.9912 | 0.4774 | 0.2696 |
| 0.0312 | 4.1667 | 100 | 0.1706 | 0.6602 | 0.7826 | 0.9921 | 0.5703 | 0.3283 |
| 0.0328 | 4.5833 | 110 | 0.0732 | 0.6029 | 0.6369 | 0.9931 | 0.2758 | 0.2127 |
| 0.0326 | 5.0 | 120 | 0.2180 | 0.6444 | 0.8420 | 0.9890 | 0.6930 | 0.2998 |
| 0.0376 | 5.4167 | 130 | 0.0998 | 0.6281 | 0.6863 | 0.9929 | 0.3754 | 0.2634 |
| 0.0299 | 5.8333 | 140 | 0.1290 | 0.6280 | 0.7012 | 0.9923 | 0.4062 | 0.2637 |
| 0.0343 | 6.25 | 150 | 0.1294 | 0.6526 | 0.7173 | 0.9935 | 0.4374 | 0.3118 |
| 0.0329 | 6.6667 | 160 | 0.2029 | 0.6332 | 0.7932 | 0.9895 | 0.5941 | 0.2770 |
| 0.0241 | 7.0833 | 170 | 0.1215 | 0.6400 | 0.7384 | 0.9919 | 0.4815 | 0.2880 |
| 0.0356 | 7.5 | 180 | 0.1589 | 0.6486 | 0.8248 | 0.9900 | 0.6574 | 0.3074 |
| 0.0332 | 7.9167 | 190 | 0.0949 | 0.6630 | 0.7414 | 0.9934 | 0.4860 | 0.3326 |
| 0.0363 | 8.3333 | 200 | 0.1485 | 0.6410 | 0.7836 | 0.9905 | 0.5738 | 0.2915 |
| 0.0515 | 8.75 | 210 | 0.1341 | 0.6377 | 0.8064 | 0.9895 | 0.6208 | 0.2859 |
| 0.0206 | 9.1667 | 220 | 0.0853 | 0.6424 | 0.7158 | 0.9928 | 0.4349 | 0.2919 |
| 0.0377 | 9.5833 | 230 | 0.1459 | 0.6508 | 0.8165 | 0.9904 | 0.6401 | 0.3113 |
| 0.0179 | 10.0 | 240 | 0.1198 | 0.6358 | 0.7321 | 0.9918 | 0.4688 | 0.2799 |
| 0.0199 | 10.4167 | 250 | 0.0987 | 0.6229 | 0.7338 | 0.9906 | 0.4734 | 0.2553 |
| 0.0286 | 10.8333 | 260 | 0.1007 | 0.6271 | 0.7473 | 0.9905 | 0.5008 | 0.2638 |
| 0.0217 | 11.25 | 270 | 0.1579 | 0.6328 | 0.8435 | 0.9877 | 0.6974 | 0.2779 |
| 0.0227 | 11.6667 | 280 | 0.1406 | 0.6422 | 0.7949 | 0.9903 | 0.5968 | 0.2942 |
| 0.0193 | 12.0833 | 290 | 0.1106 | 0.6557 | 0.7800 | 0.9918 | 0.5652 | 0.3197 |
| 0.0221 | 12.5 | 300 | 0.1512 | 0.6404 | 0.8185 | 0.9894 | 0.6452 | 0.2915 |
| 0.0245 | 12.9167 | 310 | 0.1643 | 0.6286 | 0.7995 | 0.9888 | 0.6076 | 0.2685 |
| 0.0229 | 13.3333 | 320 | 0.0705 | 0.6590 | 0.7521 | 0.9929 | 0.5080 | 0.3251 |
| 0.0216 | 13.75 | 330 | 0.0654 | 0.6588 | 0.7665 | 0.9924 | 0.5374 | 0.3251 |
| 0.0168 | 14.1667 | 340 | 0.1114 | 0.6064 | 0.7151 | 0.9897 | 0.4366 | 0.2230 |
| 0.0232 | 14.5833 | 350 | 0.1444 | 0.6165 | 0.8111 | 0.9869 | 0.6329 | 0.2463 |
| 0.0249 | 15.0 | 360 | 0.1370 | 0.6290 | 0.7857 | 0.9893 | 0.5793 | 0.2687 |
| 0.0196 | 15.4167 | 370 | 0.1113 | 0.6471 | 0.8379 | 0.9894 | 0.6842 | 0.3049 |
| 0.0127 | 15.8333 | 380 | 0.1435 | 0.6304 | 0.8566 | 0.9870 | 0.7244 | 0.2739 |
| 0.0228 | 16.25 | 390 | 0.1241 | 0.6327 | 0.8032 | 0.9891 | 0.6147 | 0.2763 |
| 0.0091 | 16.6667 | 400 | 0.1135 | 0.6462 | 0.8366 | 0.9894 | 0.6818 | 0.3030 |
| 0.0112 | 17.0833 | 410 | 0.0820 | 0.6233 | 0.7572 | 0.9898 | 0.5215 | 0.2568 |
| 0.0229 | 17.5 | 420 | 0.0814 | 0.6198 | 0.7079 | 0.9914 | 0.4206 | 0.2482 |
| 0.0186 | 17.9167 | 430 | 0.1623 | 0.6335 | 0.8813 | 0.9865 | 0.7746 | 0.2806 |
| 0.0132 | 18.3333 | 440 | 0.1086 | 0.6325 | 0.8541 | 0.9873 | 0.7190 | 0.2778 |
| 0.0224 | 18.75 | 450 | 0.1675 | 0.5968 | 0.8417 | 0.9823 | 0.6992 | 0.2114 |
| 0.016 | 19.1667 | 460 | 0.1120 | 0.6374 | 0.8143 | 0.9892 | 0.6371 | 0.2856 |
| 0.0315 | 19.5833 | 470 | 0.0964 | 0.6448 | 0.8174 | 0.9898 | 0.6426 | 0.2998 |
| 0.0133 | 20.0 | 480 | 0.1557 | 0.6223 | 0.8905 | 0.9847 | 0.7951 | 0.2599 |
| 0.0076 | 20.4167 | 490 | 0.1391 | 0.6194 | 0.8667 | 0.9851 | 0.7467 | 0.2537 |
| 0.028 | 20.8333 | 500 | 0.1427 | 0.6197 | 0.7958 | 0.9879 | 0.6010 | 0.2516 |
| 0.0132 | 21.25 | 510 | 0.2282 | 0.6051 | 0.8790 | 0.9822 | 0.7744 | 0.2280 |
| 0.0175 | 21.6667 | 520 | 0.1833 | 0.6117 | 0.8780 | 0.9835 | 0.7711 | 0.2401 |
| 0.0217 | 22.0833 | 530 | 0.2084 | 0.6022 | 0.9059 | 0.9805 | 0.8303 | 0.2240 |
| 0.0159 | 22.5 | 540 | 0.0312 | 0.6496 | 0.7155 | 0.9933 | 0.4338 | 0.3059 |
| 0.0142 | 22.9167 | 550 | 0.2139 | 0.6133 | 0.9288 | 0.9817 | 0.8752 | 0.2451 |
| 0.0209 | 23.3333 | 560 | 0.0566 | 0.6743 | 0.8391 | 0.9916 | 0.6845 | 0.3569 |
| 0.0157 | 23.75 | 570 | 0.0222 | 0.5976 | 0.6082 | 0.9942 | 0.2169 | 0.2010 |
| 0.0057 | 24.1667 | 580 | 0.1198 | 0.6183 | 0.7980 | 0.9876 | 0.6058 | 0.2491 |
| 0.0178 | 24.5833 | 590 | 0.0675 | 0.6752 | 0.8111 | 0.9924 | 0.6274 | 0.3581 |
| 0.0152 | 25.0 | 600 | 0.1778 | 0.6282 | 0.9105 | 0.9848 | 0.8352 | 0.2717 |
| 0.021 | 25.4167 | 610 | 0.0786 | 0.6292 | 0.7836 | 0.9894 | 0.5750 | 0.2691 |
| 0.0189 | 25.8333 | 620 | 0.1308 | 0.6102 | 0.8983 | 0.9824 | 0.8130 | 0.2382 |
| 0.0165 | 26.25 | 630 | 0.2002 | 0.6074 | 0.9271 | 0.9807 | 0.8728 | 0.2342 |
| 0.021 | 26.6667 | 640 | 0.1803 | 0.6037 | 0.8553 | 0.9830 | 0.7259 | 0.2244 |
| 0.0109 | 27.0833 | 650 | 0.2525 | 0.5713 | 0.8758 | 0.9741 | 0.7762 | 0.1687 |
| 0.0237 | 27.5 | 660 | 0.1833 | 0.5933 | 0.9115 | 0.9783 | 0.8438 | 0.2084 |
| 0.012 | 27.9167 | 670 | 0.0172 | 0.6687 | 0.6931 | 0.9950 | 0.3870 | 0.3424 |
| 0.0092 | 28.3333 | 680 | 0.0477 | 0.6830 | 0.8302 | 0.9924 | 0.6658 | 0.3736 |
| 0.0183 | 28.75 | 690 | 0.2163 | 0.5913 | 0.9475 | 0.9761 | 0.9186 | 0.2067 |
| 0.0106 | 29.1667 | 700 | 0.1987 | 0.5740 | 0.8622 | 0.9757 | 0.7472 | 0.1725 |
| 0.0156 | 29.5833 | 710 | 0.1389 | 0.6056 | 0.8715 | 0.9826 | 0.7588 | 0.2286 |
| 0.0082 | 30.0 | 720 | 0.1502 | 0.6077 | 0.8639 | 0.9834 | 0.7428 | 0.2322 |
| 0.0135 | 30.4167 | 730 | 0.1151 | 0.6088 | 0.7963 | 0.9864 | 0.6036 | 0.2313 |
| 0.0122 | 30.8333 | 740 | 0.0454 | 0.6358 | 0.7351 | 0.9917 | 0.4749 | 0.2799 |
| 0.0341 | 31.25 | 750 | 0.0270 | 0.6414 | 0.6951 | 0.9935 | 0.3927 | 0.2894 |
| 0.0147 | 31.6667 | 760 | 0.0268 | 0.6210 | 0.6485 | 0.9939 | 0.2984 | 0.2482 |
| 0.016 | 32.0833 | 770 | 0.0338 | 0.6490 | 0.7206 | 0.9931 | 0.4444 | 0.3050 |
| 0.0187 | 32.5 | 780 | 0.1884 | 0.5957 | 0.9222 | 0.9784 | 0.8652 | 0.2132 |
| 0.0118 | 32.9167 | 790 | 0.1681 | 0.6207 | 0.9194 | 0.9834 | 0.8546 | 0.2582 |
| 0.0306 | 33.3333 | 800 | 0.0540 | 0.6495 | 0.7295 | 0.9929 | 0.4625 | 0.3061 |
| 0.0168 | 33.75 | 810 | 0.0419 | 0.6088 | 0.6321 | 0.9938 | 0.2655 | 0.2239 |
| 0.0134 | 34.1667 | 820 | 0.0550 | 0.6505 | 0.7799 | 0.9915 | 0.5654 | 0.3096 |
| 0.0286 | 34.5833 | 830 | 0.0672 | 0.6485 | 0.8774 | 0.9884 | 0.7648 | 0.3087 |
| 0.0119 | 35.0 | 840 | 0.1695 | 0.6033 | 0.9233 | 0.9800 | 0.8658 | 0.2268 |
| 0.0237 | 35.4167 | 850 | 0.0507 | 0.6541 | 0.7459 | 0.9927 | 0.4957 | 0.3156 |
| 0.0154 | 35.8333 | 860 | 0.1155 | 0.6253 | 0.8582 | 0.9863 | 0.7285 | 0.2644 |
| 0.0086 | 36.25 | 870 | 0.0643 | 0.6419 | 0.8805 | 0.9876 | 0.7719 | 0.2963 |
| 0.0066 | 36.6667 | 880 | 0.0725 | 0.6406 | 0.9016 | 0.9868 | 0.8153 | 0.2945 |
| 0.0117 | 37.0833 | 890 | 0.2025 | 0.5893 | 0.9307 | 0.9764 | 0.8844 | 0.2023 |
| 0.0181 | 37.5 | 900 | 0.0218 | 0.6281 | 0.6442 | 0.9945 | 0.2891 | 0.2617 |
| 0.0074 | 37.9167 | 910 | 0.0911 | 0.6351 | 0.8564 | 0.9876 | 0.7234 | 0.2828 |
| 0.0195 | 38.3333 | 920 | 0.0682 | 0.6532 | 0.8314 | 0.9902 | 0.6705 | 0.3163 |
| 0.0096 | 38.75 | 930 | 0.1141 | 0.6252 | 0.8749 | 0.9856 | 0.7627 | 0.2648 |
| 0.0122 | 39.1667 | 940 | 0.0604 | 0.6484 | 0.8292 | 0.9898 | 0.6663 | 0.3070 |
| 0.0155 | 39.5833 | 950 | 0.0378 | 0.6299 | 0.6683 | 0.9937 | 0.3384 | 0.2662 |
| 0.0091 | 40.0 | 960 | 0.0803 | 0.6438 | 0.8680 | 0.9882 | 0.7462 | 0.2994 |
| 0.0133 | 40.4167 | 970 | 0.0790 | 0.6275 | 0.8472 | 0.9870 | 0.7054 | 0.2682 |
| 0.0128 | 40.8333 | 980 | 0.0946 | 0.6249 | 0.8844 | 0.9853 | 0.7822 | 0.2646 |
| 0.0147 | 41.25 | 990 | 0.0778 | 0.6388 | 0.8535 | 0.9881 | 0.7171 | 0.2895 |
| 0.0183 | 41.6667 | 1000 | 0.1511 | 0.6082 | 0.8858 | 0.9825 | 0.7877 | 0.2340 |
| 0.0112 | 42.0833 | 1010 | 0.0629 | 0.6443 | 0.8475 | 0.9888 | 0.7043 | 0.2998 |
| 0.0148 | 42.5 | 1020 | 0.1011 | 0.6260 | 0.8937 | 0.9851 | 0.8011 | 0.2670 |
| 0.0117 | 42.9167 | 1030 | 0.0498 | 0.5701 | 0.5779 | 0.9938 | 0.1563 | 0.1463 |
| 0.0178 | 43.3333 | 1040 | 0.0355 | 0.6145 | 0.6515 | 0.9933 | 0.3051 | 0.2357 |
| 0.0049 | 43.75 | 1050 | 0.1166 | 0.6136 | 0.8864 | 0.9834 | 0.7880 | 0.2438 |
| 0.0154 | 44.1667 | 1060 | 0.0681 | 0.6423 | 0.8381 | 0.9889 | 0.6851 | 0.2958 |
| 0.0171 | 44.5833 | 1070 | 0.0685 | 0.6336 | 0.7482 | 0.9911 | 0.5020 | 0.2761 |
| 0.015 | 45.0 | 1080 | 0.0653 | 0.6185 | 0.7283 | 0.9904 | 0.4625 | 0.2466 |
| 0.0037 | 45.4167 | 1090 | 0.0860 | 0.6279 | 0.8350 | 0.9874 | 0.6805 | 0.2685 |
| 0.0233 | 45.8333 | 1100 | 0.0414 | 0.6638 | 0.8037 | 0.9918 | 0.6130 | 0.3359 |
| 0.0177 | 46.25 | 1110 | 0.0483 | 0.6526 | 0.7782 | 0.9917 | 0.5618 | 0.3135 |
| 0.0072 | 46.6667 | 1120 | 0.1099 | 0.6245 | 0.8701 | 0.9857 | 0.7529 | 0.2634 |
| 0.009 | 47.0833 | 1130 | 0.1331 | 0.6177 | 0.8590 | 0.9852 | 0.7312 | 0.2503 |
| 0.0078 | 47.5 | 1140 | 0.1266 | 0.6040 | 0.8594 | 0.9829 | 0.7342 | 0.2253 |
| 0.0153 | 47.9167 | 1150 | 0.1102 | 0.6171 | 0.8486 | 0.9855 | 0.7098 | 0.2488 |
| 0.0197 | 48.3333 | 1160 | 0.0437 | 0.6535 | 0.7733 | 0.9919 | 0.5517 | 0.3151 |
| 0.01 | 48.75 | 1170 | 0.0814 | 0.6341 | 0.8216 | 0.9886 | 0.6522 | 0.2797 |
| 0.0222 | 49.1667 | 1180 | 0.0639 | 0.6563 | 0.8673 | 0.9894 | 0.7435 | 0.3232 |
| 0.0172 | 49.5833 | 1190 | 0.0875 | 0.6094 | 0.7797 | 0.9872 | 0.5695 | 0.2316 |
| 0.0103 | 50.0 | 1200 | 0.0545 | 0.5223 | 0.5265 | 0.9933 | 0.0532 | 0.0512 |
| 0.0124 | 50.4167 | 1210 | 0.0294 | 0.6633 | 0.7677 | 0.9927 | 0.5397 | 0.3338 |
| 0.0092 | 50.8333 | 1220 | 0.0433 | 0.6672 | 0.8051 | 0.9920 | 0.6157 | 0.3425 |
| 0.008 | 51.25 | 1230 | 0.0348 | 0.6778 | 0.7929 | 0.9930 | 0.5901 | 0.3626 |
| 0.0047 | 51.6667 | 1240 | 0.0367 | 0.6728 | 0.8096 | 0.9923 | 0.6244 | 0.3534 |
| 0.0219 | 52.0833 | 1250 | 0.0808 | 0.6065 | 0.7866 | 0.9865 | 0.5839 | 0.2266 |
| 0.0127 | 52.5 | 1260 | 0.0620 | 0.6124 | 0.7593 | 0.9885 | 0.5269 | 0.2365 |
| 0.0177 | 52.9167 | 1270 | 0.0623 | 0.6232 | 0.7213 | 0.9911 | 0.4478 | 0.2552 |
| 0.0067 | 53.3333 | 1280 | 0.0590 | 0.6176 | 0.7141 | 0.9909 | 0.4335 | 0.2444 |
| 0.0161 | 53.75 | 1290 | 0.0759 | 0.6059 | 0.7928 | 0.9861 | 0.5969 | 0.2257 |
| 0.0069 | 54.1667 | 1300 | 0.0608 | 0.5980 | 0.7009 | 0.9894 | 0.4085 | 0.2066 |
| 0.022 | 54.5833 | 1310 | 0.0534 | 0.6143 | 0.7275 | 0.9900 | 0.4615 | 0.2387 |
| 0.0072 | 55.0 | 1320 | 0.0815 | 0.6381 | 0.9053 | 0.9863 | 0.8231 | 0.2899 |
| 0.0151 | 55.4167 | 1330 | 0.0889 | 0.6486 | 0.8972 | 0.9878 | 0.8054 | 0.3095 |
| 0.0099 | 55.8333 | 1340 | 0.0618 | 0.6587 | 0.8824 | 0.9893 | 0.7741 | 0.3282 |
| 0.0095 | 56.25 | 1350 | 0.0704 | 0.6598 | 0.8236 | 0.9909 | 0.6539 | 0.3287 |
| 0.0075 | 56.6667 | 1360 | 0.1065 | 0.6327 | 0.9100 | 0.9855 | 0.8336 | 0.2800 |
| 0.0085 | 57.0833 | 1370 | 0.0860 | 0.6439 | 0.8997 | 0.9872 | 0.8110 | 0.3007 |
| 0.0104 | 57.5 | 1380 | 0.0738 | 0.6652 | 0.9173 | 0.9890 | 0.8447 | 0.3415 |
| 0.016 | 57.9167 | 1390 | 0.0669 | 0.6596 | 0.9270 | 0.9882 | 0.8650 | 0.3312 |
| 0.008 | 58.3333 | 1400 | 0.0558 | 0.6724 | 0.8535 | 0.9912 | 0.7140 | 0.3536 |
| 0.0063 | 58.75 | 1410 | 0.0785 | 0.6271 | 0.7907 | 0.9889 | 0.5897 | 0.2653 |
| 0.0124 | 59.1667 | 1420 | 0.0671 | 0.6119 | 0.7327 | 0.9895 | 0.4722 | 0.2343 |
| 0.0063 | 59.5833 | 1430 | 0.0683 | 0.6389 | 0.8681 | 0.9876 | 0.7469 | 0.2902 |
| 0.011 | 60.0 | 1440 | 0.0301 | 0.6678 | 0.7401 | 0.9937 | 0.4831 | 0.3420 |
| 0.0078 | 60.4167 | 1450 | 0.0654 | 0.6255 | 0.7529 | 0.9902 | 0.5124 | 0.2608 |
| 0.0161 | 60.8333 | 1460 | 0.0700 | 0.6199 | 0.7464 | 0.9898 | 0.4997 | 0.2500 |
| 0.0122 | 61.25 | 1470 | 0.0913 | 0.6209 | 0.8395 | 0.9864 | 0.6905 | 0.2556 |
| 0.0096 | 61.6667 | 1480 | 0.0687 | 0.6286 | 0.8000 | 0.9888 | 0.6086 | 0.2685 |
| 0.0118 | 62.0833 | 1490 | 0.0740 | 0.6262 | 0.7484 | 0.9904 | 0.5030 | 0.2621 |
| 0.0106 | 62.5 | 1500 | 0.0323 | 0.6403 | 0.7013 | 0.9932 | 0.4053 | 0.2873 |
| 0.0133 | 62.9167 | 1510 | 0.0500 | 0.6457 | 0.7871 | 0.9908 | 0.5805 | 0.3007 |
| 0.0067 | 63.3333 | 1520 | 0.0369 | 0.6256 | 0.6867 | 0.9927 | 0.3764 | 0.2585 |
| 0.0157 | 63.75 | 1530 | 0.0562 | 0.6100 | 0.7013 | 0.9907 | 0.4079 | 0.2294 |
| 0.0179 | 64.1667 | 1540 | 0.0591 | 0.6388 | 0.7698 | 0.9908 | 0.5458 | 0.2868 |
| 0.0109 | 64.5833 | 1550 | 0.0568 | 0.6082 | 0.6989 | 0.9906 | 0.4032 | 0.2258 |
| 0.0063 | 65.0 | 1560 | 0.0505 | 0.6108 | 0.6932 | 0.9911 | 0.3912 | 0.2304 |
| 0.0091 | 65.4167 | 1570 | 0.0510 | 0.5976 | 0.6582 | 0.9915 | 0.3202 | 0.2036 |
| 0.0076 | 65.8333 | 1580 | 0.0570 | 0.6343 | 0.7747 | 0.9902 | 0.5562 | 0.2785 |
| 0.0168 | 66.25 | 1590 | 0.0620 | 0.6430 | 0.8336 | 0.9891 | 0.6760 | 0.2969 |
| 0.0056 | 66.6667 | 1600 | 0.0698 | 0.6321 | 0.7756 | 0.9900 | 0.5582 | 0.2742 |
| 0.0171 | 67.0833 | 1610 | 0.0930 | 0.6287 | 0.9063 | 0.9850 | 0.8265 | 0.2724 |
| 0.0038 | 67.5 | 1620 | 0.0293 | 0.6452 | 0.7033 | 0.9934 | 0.4093 | 0.2969 |
| 0.0056 | 67.9167 | 1630 | 0.0339 | 0.6506 | 0.7372 | 0.9927 | 0.4781 | 0.3085 |
| 0.0121 | 68.3333 | 1640 | 0.0336 | 0.6458 | 0.7127 | 0.9932 | 0.4283 | 0.2985 |
| 0.0114 | 68.75 | 1650 | 0.0496 | 0.6542 | 0.8034 | 0.9911 | 0.6133 | 0.3174 |
| 0.0025 | 69.1667 | 1660 | 0.0390 | 0.6493 | 0.7361 | 0.9927 | 0.4761 | 0.3059 |
| 0.0141 | 69.5833 | 1670 | 0.0436 | 0.6446 | 0.7302 | 0.9925 | 0.4642 | 0.2967 |
| 0.0103 | 70.0 | 1680 | 0.0510 | 0.6433 | 0.8344 | 0.9892 | 0.6776 | 0.2975 |
| 0.0103 | 70.4167 | 1690 | 0.0363 | 0.6574 | 0.7701 | 0.9922 | 0.5448 | 0.3226 |
| 0.01 | 70.8333 | 1700 | 0.0324 | 0.6614 | 0.7305 | 0.9936 | 0.4639 | 0.3292 |
| 0.0163 | 71.25 | 1710 | 0.0557 | 0.6561 | 0.8289 | 0.9905 | 0.6651 | 0.3217 |
| 0.0118 | 71.6667 | 1720 | 0.0341 | 0.6548 | 0.7626 | 0.9923 | 0.5297 | 0.3173 |
| 0.0197 | 72.0833 | 1730 | 0.0407 | 0.6640 | 0.7959 | 0.9920 | 0.5970 | 0.3359 |
| 0.0128 | 72.5 | 1740 | 0.0471 | 0.6728 | 0.8372 | 0.9916 | 0.6807 | 0.3541 |
| 0.0064 | 72.9167 | 1750 | 0.0527 | 0.6179 | 0.7069 | 0.9912 | 0.4186 | 0.2446 |
| 0.0092 | 73.3333 | 1760 | 0.0431 | 0.5962 | 0.6342 | 0.9926 | 0.2708 | 0.1997 |
| 0.0069 | 73.75 | 1770 | 0.0539 | 0.6251 | 0.7473 | 0.9903 | 0.5009 | 0.2599 |
| 0.0057 | 74.1667 | 1780 | 0.0453 | 0.6075 | 0.6687 | 0.9919 | 0.3409 | 0.2230 |
| 0.0078 | 74.5833 | 1790 | 0.0484 | 0.6350 | 0.7288 | 0.9919 | 0.4621 | 0.2781 |
| 0.0124 | 75.0 | 1800 | 0.0502 | 0.6331 | 0.7689 | 0.9903 | 0.5445 | 0.2759 |
| 0.0076 | 75.4167 | 1810 | 0.0447 | 0.6134 | 0.7028 | 0.9910 | 0.4106 | 0.2359 |
| 0.0083 | 75.8333 | 1820 | 0.0360 | 0.6532 | 0.7654 | 0.9921 | 0.5357 | 0.3144 |
| 0.0133 | 76.25 | 1830 | 0.0466 | 0.6512 | 0.7816 | 0.9915 | 0.5689 | 0.3109 |
| 0.0107 | 76.6667 | 1840 | 0.0181 | 0.6813 | 0.7325 | 0.9946 | 0.4668 | 0.3681 |
| 0.0214 | 77.0833 | 1850 | 0.0415 | 0.6421 | 0.7491 | 0.9917 | 0.5030 | 0.2924 |
| 0.0157 | 77.5 | 1860 | 0.0327 | 0.6080 | 0.6460 | 0.9930 | 0.2942 | 0.2229 |
| 0.0106 | 77.9167 | 1870 | 0.0410 | 0.6191 | 0.6966 | 0.9918 | 0.3973 | 0.2464 |
| 0.0047 | 78.3333 | 1880 | 0.0398 | 0.6135 | 0.6586 | 0.9929 | 0.3196 | 0.2342 |
| 0.0194 | 78.75 | 1890 | 0.0426 | 0.6532 | 0.7582 | 0.9923 | 0.5209 | 0.3142 |
| 0.0049 | 79.1667 | 1900 | 0.0392 | 0.6382 | 0.7157 | 0.9926 | 0.4350 | 0.2838 |
| 0.0098 | 79.5833 | 1910 | 0.0325 | 0.6196 | 0.6562 | 0.9935 | 0.3144 | 0.2457 |
| 0.0111 | 80.0 | 1920 | 0.0252 | 0.6179 | 0.6440 | 0.9939 | 0.2893 | 0.2420 |
| 0.0082 | 80.4167 | 1930 | 0.0267 | 0.6149 | 0.6426 | 0.9937 | 0.2867 | 0.2360 |
| 0.011 | 80.8333 | 1940 | 0.0192 | 0.6505 | 0.6839 | 0.9943 | 0.3691 | 0.3067 |
| 0.009 | 81.25 | 1950 | 0.0214 | 0.6264 | 0.6520 | 0.9941 | 0.3052 | 0.2588 |
| 0.0105 | 81.6667 | 1960 | 0.0251 | 0.6601 | 0.7187 | 0.9938 | 0.4397 | 0.3263 |
| 0.0076 | 82.0833 | 1970 | 0.0276 | 0.6171 | 0.6473 | 0.9937 | 0.2962 | 0.2405 |
| 0.0093 | 82.5 | 1980 | 0.0296 | 0.6076 | 0.6336 | 0.9936 | 0.2686 | 0.2216 |
| 0.0102 | 82.9167 | 1990 | 0.0235 | 0.6402 | 0.6811 | 0.9939 | 0.3640 | 0.2865 |
| 0.0087 | 83.3333 | 2000 | 0.0442 | 0.6370 | 0.7313 | 0.9919 | 0.4672 | 0.2820 |
| 0.0104 | 83.75 | 2010 | 0.0387 | 0.6325 | 0.6867 | 0.9932 | 0.3761 | 0.2718 |
| 0.0089 | 84.1667 | 2020 | 0.0259 | 0.6353 | 0.6711 | 0.9939 | 0.3439 | 0.2767 |
| 0.0071 | 84.5833 | 2030 | 0.0279 | 0.6211 | 0.6437 | 0.9941 | 0.2886 | 0.2481 |
| 0.0093 | 85.0 | 2040 | 0.0289 | 0.6137 | 0.6300 | 0.9942 | 0.2609 | 0.2332 |
| 0.0065 | 85.4167 | 2050 | 0.0269 | 0.6437 | 0.6911 | 0.9937 | 0.3844 | 0.2936 |
| 0.0155 | 85.8333 | 2060 | 0.0337 | 0.6730 | 0.7886 | 0.9928 | 0.5816 | 0.3533 |
| 0.0136 | 86.25 | 2070 | 0.0351 | 0.6505 | 0.7254 | 0.9931 | 0.4541 | 0.3079 |
| 0.0062 | 86.6667 | 2080 | 0.0297 | 0.6404 | 0.6915 | 0.9935 | 0.3853 | 0.2874 |
| 0.0061 | 87.0833 | 2090 | 0.0289 | 0.6461 | 0.7008 | 0.9936 | 0.4040 | 0.2986 |
| 0.008 | 87.5 | 2100 | 0.0363 | 0.6277 | 0.6733 | 0.9933 | 0.3488 | 0.2622 |
| 0.0094 | 87.9167 | 2110 | 0.0342 | 0.6351 | 0.6867 | 0.9933 | 0.3758 | 0.2769 |
| 0.0118 | 88.3333 | 2120 | 0.0291 | 0.6848 | 0.7916 | 0.9934 | 0.5869 | 0.3763 |
| 0.0063 | 88.75 | 2130 | 0.0264 | 0.6626 | 0.7227 | 0.9939 | 0.4477 | 0.3313 |
| 0.0061 | 89.1667 | 2140 | 0.0283 | 0.6429 | 0.6909 | 0.9937 | 0.3840 | 0.2922 |
| 0.0089 | 89.5833 | 2150 | 0.0320 | 0.6052 | 0.6235 | 0.9939 | 0.2479 | 0.2165 |
| 0.0052 | 90.0 | 2160 | 0.0264 | 0.6602 | 0.7111 | 0.9941 | 0.4242 | 0.3263 |
| 0.0171 | 90.4167 | 2170 | 0.0238 | 0.6472 | 0.6839 | 0.9942 | 0.3694 | 0.3002 |
| 0.0053 | 90.8333 | 2180 | 0.0236 | 0.6854 | 0.7720 | 0.9939 | 0.5470 | 0.3770 |
| 0.0099 | 91.25 | 2190 | 0.0340 | 0.6761 | 0.7701 | 0.9934 | 0.5437 | 0.3587 |
| 0.0071 | 91.6667 | 2200 | 0.0246 | 0.6729 | 0.7427 | 0.9939 | 0.4880 | 0.3519 |
| 0.0036 | 92.0833 | 2210 | 0.0324 | 0.6855 | 0.7979 | 0.9933 | 0.5998 | 0.3777 |
| 0.0078 | 92.5 | 2220 | 0.0382 | 0.6860 | 0.8185 | 0.9929 | 0.6418 | 0.3791 |
| 0.0106 | 92.9167 | 2230 | 0.0317 | 0.6789 | 0.7588 | 0.9938 | 0.5206 | 0.3641 |
| 0.0095 | 93.3333 | 2240 | 0.0266 | 0.6952 | 0.7830 | 0.9941 | 0.5689 | 0.3962 |
| 0.0098 | 93.75 | 2250 | 0.0269 | 0.6902 | 0.7582 | 0.9944 | 0.5188 | 0.3860 |
| 0.0025 | 94.1667 | 2260 | 0.0544 | 0.6768 | 0.9133 | 0.9901 | 0.8355 | 0.3636 |
| 0.0047 | 94.5833 | 2270 | 0.0259 | 0.6757 | 0.7335 | 0.9943 | 0.4692 | 0.3572 |
| 0.0153 | 95.0 | 2280 | 0.0279 | 0.6914 | 0.7865 | 0.9939 | 0.5763 | 0.3890 |
| 0.007 | 95.4167 | 2290 | 0.0294 | 0.6937 | 0.8240 | 0.9932 | 0.6524 | 0.3941 |
| 0.0113 | 95.8333 | 2300 | 0.0378 | 0.6923 | 0.8413 | 0.9928 | 0.6878 | 0.3919 |
| 0.013 | 96.25 | 2310 | 0.0245 | 0.6880 | 0.7541 | 0.9944 | 0.5105 | 0.3816 |
| 0.0042 | 96.6667 | 2320 | 0.0206 | 0.6853 | 0.7379 | 0.9946 | 0.4776 | 0.3760 |
| 0.0157 | 97.0833 | 2330 | 0.0200 | 0.6580 | 0.6901 | 0.9945 | 0.3814 | 0.3215 |
| 0.0042 | 97.5 | 2340 | 0.0245 | 0.6339 | 0.6548 | 0.9944 | 0.3105 | 0.2735 |
| 0.0121 | 97.9167 | 2350 | 0.0204 | 0.7109 | 0.8020 | 0.9945 | 0.6069 | 0.4273 |
| 0.0038 | 98.3333 | 2360 | 0.0176 | 0.6814 | 0.7215 | 0.9948 | 0.4444 | 0.3680 |
| 0.0073 | 98.75 | 2370 | 0.0310 | 0.6033 | 0.6211 | 0.9939 | 0.2431 | 0.2126 |
| 0.0059 | 99.1667 | 2380 | 0.0344 | 0.5711 | 0.5772 | 0.9940 | 0.1546 | 0.1482 |
| 0.0074 | 99.5833 | 2390 | 0.0206 | 0.6328 | 0.6456 | 0.9947 | 0.2916 | 0.2708 |
| 0.0072 | 100.0 | 2400 | 0.0174 | 0.6729 | 0.7037 | 0.9949 | 0.4085 | 0.3509 |
| 0.0095 | 100.4167 | 2410 | 0.0252 | 0.6263 | 0.6580 | 0.9938 | 0.3175 | 0.2589 |
| 0.0084 | 100.8333 | 2420 | 0.0221 | 0.6423 | 0.6645 | 0.9945 | 0.3300 | 0.2900 |
| 0.0039 | 101.25 | 2430 | 0.0278 | 0.6244 | 0.6592 | 0.9937 | 0.3202 | 0.2552 |
| 0.0034 | 101.6667 | 2440 | 0.0234 | 0.6373 | 0.6708 | 0.9940 | 0.3431 | 0.2805 |
| 0.0048 | 102.0833 | 2450 | 0.0462 | 0.5879 | 0.6166 | 0.9929 | 0.2351 | 0.1829 |
| 0.0175 | 102.5 | 2460 | 0.0290 | 0.6219 | 0.6614 | 0.9934 | 0.3249 | 0.2503 |
| 0.0082 | 102.9167 | 2470 | 0.0178 | 0.6729 | 0.7075 | 0.9948 | 0.4163 | 0.3511 |
| 0.003 | 103.3333 | 2480 | 0.0382 | 0.5969 | 0.6274 | 0.9931 | 0.2567 | 0.2008 |
| 0.0072 | 103.75 | 2490 | 0.0300 | 0.6234 | 0.6588 | 0.9936 | 0.3193 | 0.2532 |
| 0.0128 | 104.1667 | 2500 | 0.0238 | 0.6910 | 0.7668 | 0.9943 | 0.5362 | 0.3878 |
| 0.0102 | 104.5833 | 2510 | 0.0260 | 0.6739 | 0.7369 | 0.9941 | 0.4761 | 0.3538 |
| 0.0055 | 105.0 | 2520 | 0.0272 | 0.6602 | 0.7252 | 0.9937 | 0.4530 | 0.3268 |
| 0.0063 | 105.4167 | 2530 | 0.0305 | 0.6129 | 0.6422 | 0.9936 | 0.2860 | 0.2323 |
| 0.0093 | 105.8333 | 2540 | 0.0249 | 0.6607 | 0.7196 | 0.9939 | 0.4416 | 0.3275 |
| 0.0141 | 106.25 | 2550 | 0.0187 | 0.6824 | 0.7366 | 0.9945 | 0.4751 | 0.3702 |
| 0.0114 | 106.6667 | 2560 | 0.0179 | 0.6749 | 0.7178 | 0.9946 | 0.4372 | 0.3553 |
| 0.0052 | 107.0833 | 2570 | 0.0206 | 0.6696 | 0.7259 | 0.9942 | 0.4539 | 0.3450 |
| 0.0152 | 107.5 | 2580 | 0.0219 | 0.6641 | 0.7170 | 0.9941 | 0.4361 | 0.3340 |
| 0.0126 | 107.9167 | 2590 | 0.0187 | 0.6949 | 0.7569 | 0.9946 | 0.5158 | 0.3952 |
| 0.006 | 108.3333 | 2600 | 0.0176 | 0.6784 | 0.7181 | 0.9948 | 0.4376 | 0.3621 |
| 0.0094 | 108.75 | 2610 | 0.0199 | 0.7094 | 0.7969 | 0.9945 | 0.5966 | 0.4243 |
| 0.0082 | 109.1667 | 2620 | 0.0228 | 0.6574 | 0.7026 | 0.9942 | 0.4070 | 0.3207 |
| 0.0149 | 109.5833 | 2630 | 0.0267 | 0.6420 | 0.6830 | 0.9939 | 0.3678 | 0.2900 |
| 0.0109 | 110.0 | 2640 | 0.0236 | 0.6574 | 0.6991 | 0.9943 | 0.3999 | 0.3205 |
| 0.0119 | 110.4167 | 2650 | 0.0221 | 0.6722 | 0.7229 | 0.9944 | 0.4477 | 0.3500 |
| 0.0092 | 110.8333 | 2660 | 0.0339 | 0.6123 | 0.6462 | 0.9934 | 0.2943 | 0.2313 |
| 0.0028 | 111.25 | 2670 | 0.0227 | 0.6454 | 0.6818 | 0.9941 | 0.3651 | 0.2966 |
| 0.0058 | 111.6667 | 2680 | 0.0195 | 0.7062 | 0.7852 | 0.9946 | 0.5730 | 0.4179 |
| 0.0126 | 112.0833 | 2690 | 0.0222 | 0.7005 | 0.7891 | 0.9943 | 0.5812 | 0.4067 |
| 0.0066 | 112.5 | 2700 | 0.0236 | 0.6623 | 0.7075 | 0.9943 | 0.4167 | 0.3302 |
| 0.0049 | 112.9167 | 2710 | 0.0240 | 0.6694 | 0.7287 | 0.9941 | 0.4596 | 0.3448 |
| 0.0068 | 113.3333 | 2720 | 0.0207 | 0.7132 | 0.8041 | 0.9946 | 0.6110 | 0.4319 |
| 0.0131 | 113.75 | 2730 | 0.0213 | 0.7153 | 0.8071 | 0.9946 | 0.6171 | 0.4359 |
| 0.0103 | 114.1667 | 2740 | 0.0175 | 0.6934 | 0.7498 | 0.9947 | 0.5015 | 0.3921 |
| 0.0106 | 114.5833 | 2750 | 0.0187 | 0.6662 | 0.6991 | 0.9947 | 0.3995 | 0.3377 |
| 0.0078 | 115.0 | 2760 | 0.0281 | 0.6375 | 0.6826 | 0.9936 | 0.3672 | 0.2813 |
| 0.0074 | 115.4167 | 2770 | 0.0256 | 0.6395 | 0.6757 | 0.9940 | 0.3530 | 0.2849 |
| 0.0056 | 115.8333 | 2780 | 0.0255 | 0.6549 | 0.7034 | 0.9940 | 0.4087 | 0.3159 |
| 0.0058 | 116.25 | 2790 | 0.0224 | 0.6637 | 0.7119 | 0.9942 | 0.4257 | 0.3331 |
| 0.0038 | 116.6667 | 2800 | 0.0222 | 0.6658 | 0.7135 | 0.9943 | 0.4288 | 0.3374 |
| 0.0109 | 117.0833 | 2810 | 0.0204 | 0.6799 | 0.7357 | 0.9944 | 0.4734 | 0.3655 |
| 0.0093 | 117.5 | 2820 | 0.0191 | 0.7038 | 0.7848 | 0.9945 | 0.5722 | 0.4132 |
| 0.0077 | 117.9167 | 2830 | 0.0225 | 0.6598 | 0.6975 | 0.9944 | 0.3965 | 0.3251 |
| 0.0161 | 118.3333 | 2840 | 0.0333 | 0.6110 | 0.6317 | 0.9939 | 0.2646 | 0.2280 |
| 0.008 | 118.75 | 2850 | 0.0251 | 0.6945 | 0.8142 | 0.9934 | 0.6325 | 0.3956 |
| 0.0151 | 119.1667 | 2860 | 0.0233 | 0.6793 | 0.7455 | 0.9942 | 0.4935 | 0.3645 |
| 0.0077 | 119.5833 | 2870 | 0.0199 | 0.6682 | 0.7056 | 0.9946 | 0.4125 | 0.3418 |
| 0.007 | 120.0 | 2880 | 0.0259 | 0.6484 | 0.7026 | 0.9937 | 0.4076 | 0.3033 |
| 0.0016 | 120.4167 | 2890 | 0.0216 | 0.6632 | 0.7070 | 0.9943 | 0.4157 | 0.3321 |
| 0.0046 | 120.8333 | 2900 | 0.0308 | 0.6285 | 0.6661 | 0.9937 | 0.3340 | 0.2633 |
| 0.0081 | 121.25 | 2910 | 0.0247 | 0.6518 | 0.7053 | 0.9938 | 0.4128 | 0.3098 |
| 0.006 | 121.6667 | 2920 | 0.0223 | 0.6730 | 0.7411 | 0.9940 | 0.4848 | 0.3520 |
| 0.0116 | 122.0833 | 2930 | 0.0274 | 0.6222 | 0.6543 | 0.9937 | 0.3103 | 0.2507 |
| 0.0087 | 122.5 | 2940 | 0.0237 | 0.6945 | 0.7857 | 0.9940 | 0.5744 | 0.3951 |
| 0.0179 | 122.9167 | 2950 | 0.0220 | 0.6981 | 0.7798 | 0.9943 | 0.5624 | 0.4020 |
| 0.0087 | 123.3333 | 2960 | 0.0203 | 0.6986 | 0.7755 | 0.9944 | 0.5536 | 0.4029 |
| 0.0115 | 123.75 | 2970 | 0.0218 | 0.6554 | 0.7005 | 0.9941 | 0.4029 | 0.3167 |
| 0.0126 | 124.1667 | 2980 | 0.0207 | 0.6695 | 0.7221 | 0.9943 | 0.4462 | 0.3447 |
| 0.0093 | 124.5833 | 2990 | 0.0218 | 0.6516 | 0.6903 | 0.9942 | 0.3823 | 0.3090 |
| 0.0108 | 125.0 | 3000 | 0.0203 | 0.6768 | 0.7382 | 0.9942 | 0.4786 | 0.3595 |
| 0.0017 | 125.4167 | 3010 | 0.0197 | 0.6716 | 0.7276 | 0.9942 | 0.4573 | 0.3491 |
| 0.0165 | 125.8333 | 3020 | 0.0233 | 0.6905 | 0.7768 | 0.9940 | 0.5566 | 0.3870 |
| 0.0048 | 126.25 | 3030 | 0.0256 | 0.6957 | 0.7879 | 0.9940 | 0.5789 | 0.3974 |
| 0.0037 | 126.6667 | 3040 | 0.0219 | 0.6784 | 0.7428 | 0.9942 | 0.4879 | 0.3626 |
| 0.0132 | 127.0833 | 3050 | 0.0254 | 0.6929 | 0.7992 | 0.9937 | 0.6021 | 0.3921 |
| 0.0061 | 127.5 | 3060 | 0.0242 | 0.6573 | 0.7077 | 0.9940 | 0.4175 | 0.3206 |
| 0.0071 | 127.9167 | 3070 | 0.0220 | 0.6621 | 0.7138 | 0.9941 | 0.4296 | 0.3302 |
| 0.0087 | 128.3333 | 3080 | 0.0306 | 0.6626 | 0.7467 | 0.9932 | 0.4968 | 0.3320 |
| 0.0089 | 128.75 | 3090 | 0.0331 | 0.6725 | 0.7809 | 0.9929 | 0.5659 | 0.3520 |
| 0.008 | 129.1667 | 3100 | 0.0284 | 0.6697 | 0.7569 | 0.9934 | 0.5171 | 0.3460 |
| 0.0031 | 129.5833 | 3110 | 0.0262 | 0.6396 | 0.6660 | 0.9943 | 0.3332 | 0.2848 |
| 0.0037 | 130.0 | 3120 | 0.0228 | 0.6670 | 0.7221 | 0.9941 | 0.4463 | 0.3399 |
| 0.0093 | 130.4167 | 3130 | 0.0307 | 0.6955 | 0.8419 | 0.9929 | 0.6888 | 0.3981 |
| 0.0077 | 130.8333 | 3140 | 0.0278 | 0.6749 | 0.7588 | 0.9936 | 0.5208 | 0.3563 |
| 0.0073 | 131.25 | 3150 | 0.0241 | 0.6751 | 0.7546 | 0.9937 | 0.5121 | 0.3565 |
| 0.0072 | 131.6667 | 3160 | 0.0180 | 0.6916 | 0.7560 | 0.9945 | 0.5142 | 0.3888 |
| 0.0051 | 132.0833 | 3170 | 0.0178 | 0.6791 | 0.7218 | 0.9947 | 0.4450 | 0.3636 |
| 0.0038 | 132.5 | 3180 | 0.0176 | 0.6800 | 0.7233 | 0.9947 | 0.4482 | 0.3653 |
| 0.0109 | 132.9167 | 3190 | 0.0195 | 0.6543 | 0.6777 | 0.9947 | 0.3564 | 0.3139 |
| 0.0081 | 133.3333 | 3200 | 0.0274 | 0.6862 | 0.7910 | 0.9935 | 0.5857 | 0.3789 |
| 0.0053 | 133.75 | 3210 | 0.0235 | 0.6567 | 0.6996 | 0.9942 | 0.4009 | 0.3192 |
| 0.0067 | 134.1667 | 3220 | 0.0244 | 0.6541 | 0.6942 | 0.9942 | 0.3901 | 0.3140 |
| 0.0118 | 134.5833 | 3230 | 0.0296 | 0.6363 | 0.6805 | 0.9936 | 0.3632 | 0.2789 |
| 0.0032 | 135.0 | 3240 | 0.0244 | 0.6849 | 0.7843 | 0.9936 | 0.5721 | 0.3763 |
| 0.0088 | 135.4167 | 3250 | 0.0219 | 0.6782 | 0.7497 | 0.9940 | 0.5021 | 0.3625 |
| 0.0098 | 135.8333 | 3260 | 0.0202 | 0.6744 | 0.7319 | 0.9943 | 0.4660 | 0.3546 |
| 0.0045 | 136.25 | 3270 | 0.0286 | 0.6678 | 0.7526 | 0.9934 | 0.5086 | 0.3423 |
| 0.0049 | 136.6667 | 3280 | 0.0267 | 0.6360 | 0.6613 | 0.9943 | 0.3237 | 0.2778 |
| 0.0006 | 137.0833 | 3290 | 0.0272 | 0.6416 | 0.6813 | 0.9939 | 0.3643 | 0.2894 |
| 0.0039 | 137.5 | 3300 | 0.0262 | 0.6400 | 0.6747 | 0.9941 | 0.3510 | 0.2860 |
| 0.0095 | 137.9167 | 3310 | 0.0260 | 0.6456 | 0.6911 | 0.9938 | 0.3841 | 0.2973 |
| 0.0089 | 138.3333 | 3320 | 0.0285 | 0.6870 | 0.8127 | 0.9931 | 0.6298 | 0.3809 |
| 0.0132 | 138.75 | 3330 | 0.0224 | 0.6814 | 0.7585 | 0.9940 | 0.5198 | 0.3688 |
| 0.0086 | 139.1667 | 3340 | 0.0236 | 0.6780 | 0.7522 | 0.9939 | 0.5072 | 0.3621 |
| 0.0114 | 139.5833 | 3350 | 0.0262 | 0.6604 | 0.7165 | 0.9939 | 0.4352 | 0.3268 |
| 0.0116 | 140.0 | 3360 | 0.0238 | 0.6719 | 0.7223 | 0.9944 | 0.4464 | 0.3494 |
| 0.0022 | 140.4167 | 3370 | 0.0257 | 0.6414 | 0.6642 | 0.9945 | 0.3294 | 0.2884 |
| 0.0099 | 140.8333 | 3380 | 0.0198 | 0.6918 | 0.7706 | 0.9942 | 0.5439 | 0.3894 |
| 0.0096 | 141.25 | 3390 | 0.0194 | 0.6882 | 0.7662 | 0.9941 | 0.5352 | 0.3822 |
| 0.0099 | 141.6667 | 3400 | 0.0213 | 0.6832 | 0.7506 | 0.9942 | 0.5037 | 0.3723 |
| 0.0159 | 142.0833 | 3410 | 0.0212 | 0.6764 | 0.7409 | 0.9941 | 0.4841 | 0.3588 |
| 0.0019 | 142.5 | 3420 | 0.0235 | 0.6814 | 0.7539 | 0.9941 | 0.5104 | 0.3687 |
| 0.01 | 142.9167 | 3430 | 0.0223 | 0.6656 | 0.7159 | 0.9942 | 0.4338 | 0.3371 |
| 0.0074 | 143.3333 | 3440 | 0.0206 | 0.7059 | 0.8157 | 0.9940 | 0.6350 | 0.4178 |
| 0.018 | 143.75 | 3450 | 0.0248 | 0.6714 | 0.7336 | 0.9941 | 0.4696 | 0.3487 |
| 0.0082 | 144.1667 | 3460 | 0.0246 | 0.6640 | 0.7204 | 0.9940 | 0.4430 | 0.3340 |
| 0.0043 | 144.5833 | 3470 | 0.0263 | 0.6829 | 0.7653 | 0.9939 | 0.5336 | 0.3720 |
| 0.0091 | 145.0 | 3480 | 0.0233 | 0.6700 | 0.7292 | 0.9941 | 0.4607 | 0.3459 |
| 0.0156 | 145.4167 | 3490 | 0.0192 | 0.7030 | 0.7968 | 0.9942 | 0.5967 | 0.4117 |
| 0.0021 | 145.8333 | 3500 | 0.0203 | 0.6830 | 0.7423 | 0.9944 | 0.4866 | 0.3716 |
| 0.0057 | 146.25 | 3510 | 0.0235 | 0.6774 | 0.7358 | 0.9943 | 0.4738 | 0.3604 |
| 0.0147 | 146.6667 | 3520 | 0.0199 | 0.6706 | 0.7117 | 0.9946 | 0.4250 | 0.3466 |
| 0.0088 | 147.0833 | 3530 | 0.0320 | 0.6266 | 0.6594 | 0.9938 | 0.3204 | 0.2594 |
| 0.0069 | 147.5 | 3540 | 0.0210 | 0.6737 | 0.7206 | 0.9945 | 0.4430 | 0.3529 |
| 0.0119 | 147.9167 | 3550 | 0.0238 | 0.6613 | 0.7161 | 0.9940 | 0.4343 | 0.3286 |
| 0.0091 | 148.3333 | 3560 | 0.0209 | 0.6817 | 0.7498 | 0.9942 | 0.5021 | 0.3692 |
| 0.0049 | 148.75 | 3570 | 0.0196 | 0.6924 | 0.7644 | 0.9944 | 0.5312 | 0.3904 |
| 0.0059 | 149.1667 | 3580 | 0.0246 | 0.6628 | 0.7151 | 0.9941 | 0.4322 | 0.3315 |
| 0.0109 | 149.5833 | 3590 | 0.0246 | 0.6623 | 0.7099 | 0.9942 | 0.4218 | 0.3304 |
| 0.0101 | 150.0 | 3600 | 0.0236 | 0.6701 | 0.7221 | 0.9943 | 0.4462 | 0.3459 |
| 0.006 | 150.4167 | 3610 | 0.0273 | 0.6744 | 0.7439 | 0.9940 | 0.4904 | 0.3549 |
| 0.0082 | 150.8333 | 3620 | 0.0258 | 0.6554 | 0.7107 | 0.9938 | 0.4238 | 0.3169 |
| 0.0054 | 151.25 | 3630 | 0.0205 | 0.6839 | 0.7509 | 0.9943 | 0.5042 | 0.3736 |
| 0.0096 | 151.6667 | 3640 | 0.0233 | 0.6825 | 0.7489 | 0.9942 | 0.5003 | 0.3708 |
| 0.0044 | 152.0833 | 3650 | 0.0236 | 0.6749 | 0.7355 | 0.9942 | 0.4732 | 0.3557 |
| 0.0012 | 152.5 | 3660 | 0.0206 | 0.6908 | 0.7545 | 0.9945 | 0.5111 | 0.3871 |
| 0.0067 | 152.9167 | 3670 | 0.0241 | 0.6662 | 0.7178 | 0.9942 | 0.4377 | 0.3382 |
| 0.0075 | 153.3333 | 3680 | 0.0197 | 0.6795 | 0.7351 | 0.9944 | 0.4722 | 0.3646 |
| 0.0053 | 153.75 | 3690 | 0.0223 | 0.6965 | 0.7826 | 0.9942 | 0.5681 | 0.3989 |
| 0.0024 | 154.1667 | 3700 | 0.0341 | 0.6559 | 0.7251 | 0.9934 | 0.4531 | 0.3184 |
| 0.0085 | 154.5833 | 3710 | 0.0217 | 0.6996 | 0.8000 | 0.9940 | 0.6033 | 0.4053 |
| 0.0138 | 155.0 | 3720 | 0.0206 | 0.6814 | 0.7433 | 0.9943 | 0.4888 | 0.3684 |
| 0.0077 | 155.4167 | 3730 | 0.0288 | 0.6623 | 0.7232 | 0.9938 | 0.4489 | 0.3308 |
| 0.0079 | 155.8333 | 3740 | 0.0262 | 0.6689 | 0.7389 | 0.9938 | 0.4805 | 0.3440 |
| 0.0086 | 156.25 | 3750 | 0.0201 | 0.7033 | 0.7929 | 0.9943 | 0.5887 | 0.4122 |
| 0.0137 | 156.6667 | 3760 | 0.0218 | 0.6891 | 0.7668 | 0.9942 | 0.5363 | 0.3841 |
| 0.003 | 157.0833 | 3770 | 0.0307 | 0.6698 | 0.7460 | 0.9937 | 0.4950 | 0.3460 |
| 0.013 | 157.5 | 3780 | 0.0203 | 0.7006 | 0.7749 | 0.9945 | 0.5523 | 0.4066 |
| 0.0026 | 157.9167 | 3790 | 0.0280 | 0.6678 | 0.7380 | 0.9938 | 0.4787 | 0.3420 |
| 0.0084 | 158.3333 | 3800 | 0.0219 | 0.6804 | 0.7531 | 0.9940 | 0.5088 | 0.3668 |
| 0.0077 | 158.75 | 3810 | 0.0258 | 0.6546 | 0.7013 | 0.9940 | 0.4046 | 0.3152 |
| 0.0066 | 159.1667 | 3820 | 0.0184 | 0.6879 | 0.7495 | 0.9945 | 0.5012 | 0.3813 |
| 0.0082 | 159.5833 | 3830 | 0.0203 | 0.6762 | 0.7232 | 0.9945 | 0.4481 | 0.3578 |
| 0.0075 | 160.0 | 3840 | 0.0191 | 0.6963 | 0.7895 | 0.9940 | 0.5821 | 0.3987 |
| 0.0074 | 160.4167 | 3850 | 0.0223 | 0.6822 | 0.7553 | 0.9941 | 0.5133 | 0.3704 |
| 0.0123 | 160.8333 | 3860 | 0.0209 | 0.6946 | 0.7736 | 0.9943 | 0.5498 | 0.3948 |
| 0.0043 | 161.25 | 3870 | 0.0213 | 0.6994 | 0.7891 | 0.9942 | 0.5812 | 0.4045 |
| 0.0078 | 161.6667 | 3880 | 0.0205 | 0.6745 | 0.7291 | 0.9943 | 0.4602 | 0.3547 |
| 0.0115 | 162.0833 | 3890 | 0.0298 | 0.6291 | 0.6549 | 0.9941 | 0.3109 | 0.2642 |
| 0.0075 | 162.5 | 3900 | 0.0202 | 0.6750 | 0.7276 | 0.9944 | 0.4571 | 0.3557 |
| 0.0115 | 162.9167 | 3910 | 0.0187 | 0.6987 | 0.7828 | 0.9943 | 0.5683 | 0.4032 |
| 0.0132 | 163.3333 | 3920 | 0.0179 | 0.7123 | 0.8162 | 0.9943 | 0.6357 | 0.4303 |
| 0.0081 | 163.75 | 3930 | 0.0198 | 0.6954 | 0.7812 | 0.9942 | 0.5654 | 0.3966 |
| 0.007 | 164.1667 | 3940 | 0.0227 | 0.7139 | 0.8387 | 0.9940 | 0.6812 | 0.4338 |
| 0.0109 | 164.5833 | 3950 | 0.0241 | 0.6823 | 0.7620 | 0.9939 | 0.5269 | 0.3708 |
| 0.0047 | 165.0 | 3960 | 0.0231 | 0.7000 | 0.8132 | 0.9938 | 0.6301 | 0.4063 |
| 0.0099 | 165.4167 | 3970 | 0.0213 | 0.7052 | 0.8079 | 0.9941 | 0.6191 | 0.4162 |
| 0.0075 | 165.8333 | 3980 | 0.0278 | 0.6608 | 0.7130 | 0.9940 | 0.4281 | 0.3275 |
| 0.0039 | 166.25 | 3990 | 0.0227 | 0.6827 | 0.7581 | 0.9940 | 0.5189 | 0.3713 |
| 0.0065 | 166.6667 | 4000 | 0.0220 | 0.6822 | 0.7574 | 0.9940 | 0.5176 | 0.3704 |
| 0.0064 | 167.0833 | 4010 | 0.0252 | 0.6997 | 0.8051 | 0.9939 | 0.6138 | 0.4056 |
| 0.0103 | 167.5 | 4020 | 0.0203 | 0.6841 | 0.7483 | 0.9943 | 0.4989 | 0.3738 |
| 0.0039 | 167.9167 | 4030 | 0.0209 | 0.7007 | 0.7873 | 0.9943 | 0.5775 | 0.4071 |
| 0.0054 | 168.3333 | 4040 | 0.0237 | 0.6866 | 0.7727 | 0.9939 | 0.5483 | 0.3792 |
| 0.0093 | 168.75 | 4050 | 0.0201 | 0.6977 | 0.7896 | 0.9941 | 0.5822 | 0.4013 |
| 0.0071 | 169.1667 | 4060 | 0.0261 | 0.6761 | 0.7536 | 0.9938 | 0.5101 | 0.3584 |
| 0.0065 | 169.5833 | 4070 | 0.0255 | 0.6958 | 0.8025 | 0.9938 | 0.6087 | 0.3979 |
| 0.0038 | 170.0 | 4080 | 0.0213 | 0.7097 | 0.8155 | 0.9942 | 0.6343 | 0.4252 |
| 0.0155 | 170.4167 | 4090 | 0.0188 | 0.6991 | 0.7870 | 0.9942 | 0.5769 | 0.4039 |
| 0.0068 | 170.8333 | 4100 | 0.0182 | 0.7079 | 0.8180 | 0.9941 | 0.6394 | 0.4218 |
| 0.0022 | 171.25 | 4110 | 0.0188 | 0.7001 | 0.7893 | 0.9942 | 0.5816 | 0.4060 |
| 0.0135 | 171.6667 | 4120 | 0.0173 | 0.7067 | 0.7998 | 0.9943 | 0.6026 | 0.4190 |
| 0.0111 | 172.0833 | 4130 | 0.0219 | 0.6982 | 0.7883 | 0.9942 | 0.5796 | 0.4023 |
| 0.0049 | 172.5 | 4140 | 0.0264 | 0.6726 | 0.7433 | 0.9939 | 0.4893 | 0.3513 |
| 0.0088 | 172.9167 | 4150 | 0.0267 | 0.7031 | 0.8313 | 0.9936 | 0.6667 | 0.4126 |
| 0.0057 | 173.3333 | 4160 | 0.0225 | 0.6974 | 0.7942 | 0.9940 | 0.5916 | 0.4007 |
| 0.0112 | 173.75 | 4170 | 0.0187 | 0.6913 | 0.7665 | 0.9943 | 0.5355 | 0.3883 |
| 0.0029 | 174.1667 | 4180 | 0.0234 | 0.6981 | 0.8058 | 0.9938 | 0.6152 | 0.4025 |
| 0.0121 | 174.5833 | 4190 | 0.0239 | 0.6782 | 0.7514 | 0.9940 | 0.5056 | 0.3625 |
| 0.0187 | 175.0 | 4200 | 0.0187 | 0.6888 | 0.7546 | 0.9944 | 0.5115 | 0.3832 |
| 0.0068 | 175.4167 | 4210 | 0.0185 | 0.6944 | 0.7703 | 0.9943 | 0.5432 | 0.3945 |
| 0.0071 | 175.8333 | 4220 | 0.0256 | 0.6935 | 0.7961 | 0.9938 | 0.5958 | 0.3933 |
| 0.0073 | 176.25 | 4230 | 0.0191 | 0.6970 | 0.7803 | 0.9943 | 0.5634 | 0.3997 |
| 0.0083 | 176.6667 | 4240 | 0.0188 | 0.6933 | 0.7745 | 0.9942 | 0.5518 | 0.3924 |
| 0.0115 | 177.0833 | 4250 | 0.0246 | 0.6722 | 0.7392 | 0.9940 | 0.4810 | 0.3505 |
| 0.0102 | 177.5 | 4260 | 0.0295 | 0.6583 | 0.7146 | 0.9939 | 0.4314 | 0.3228 |
| 0.0161 | 177.9167 | 4270 | 0.0180 | 0.6954 | 0.7760 | 0.9943 | 0.5547 | 0.3966 |
| 0.0091 | 178.3333 | 4280 | 0.0212 | 0.6796 | 0.7445 | 0.9942 | 0.4913 | 0.3651 |
| 0.0017 | 178.75 | 4290 | 0.0253 | 0.6877 | 0.7809 | 0.9938 | 0.5651 | 0.3816 |
| 0.0054 | 179.1667 | 4300 | 0.0287 | 0.6844 | 0.7700 | 0.9939 | 0.5430 | 0.3750 |
| 0.0136 | 179.5833 | 4310 | 0.0268 | 0.7007 | 0.8137 | 0.9938 | 0.6311 | 0.4077 |
| 0.0065 | 180.0 | 4320 | 0.0223 | 0.7094 | 0.8253 | 0.9940 | 0.6542 | 0.4248 |
| 0.0062 | 180.4167 | 4330 | 0.0185 | 0.7053 | 0.7925 | 0.9944 | 0.5878 | 0.4163 |
| 0.0109 | 180.8333 | 4340 | 0.0254 | 0.6815 | 0.7569 | 0.9940 | 0.5165 | 0.3690 |
| 0.0044 | 181.25 | 4350 | 0.0187 | 0.7059 | 0.8080 | 0.9941 | 0.6193 | 0.4178 |
| 0.0114 | 181.6667 | 4360 | 0.0211 | 0.6884 | 0.7621 | 0.9942 | 0.5269 | 0.3825 |
| 0.0129 | 182.0833 | 4370 | 0.0208 | 0.6763 | 0.7310 | 0.9944 | 0.4641 | 0.3582 |
| 0.0041 | 182.5 | 4380 | 0.0183 | 0.6872 | 0.7541 | 0.9944 | 0.5105 | 0.3800 |
| 0.007 | 182.9167 | 4390 | 0.0196 | 0.7078 | 0.8237 | 0.9939 | 0.6511 | 0.4217 |
| 0.0074 | 183.3333 | 4400 | 0.0177 | 0.7047 | 0.7950 | 0.9943 | 0.5930 | 0.4151 |
| 0.0055 | 183.75 | 4410 | 0.0293 | 0.6941 | 0.8042 | 0.9936 | 0.6121 | 0.3947 |
| 0.0066 | 184.1667 | 4420 | 0.0204 | 0.6986 | 0.7946 | 0.9941 | 0.5924 | 0.4031 |
| 0.0054 | 184.5833 | 4430 | 0.0231 | 0.6799 | 0.7475 | 0.9942 | 0.4974 | 0.3657 |
| 0.0112 | 185.0 | 4440 | 0.0269 | 0.6768 | 0.7451 | 0.9941 | 0.4927 | 0.3596 |
| 0.0034 | 185.4167 | 4450 | 0.0218 | 0.6875 | 0.7650 | 0.9941 | 0.5328 | 0.3809 |
| 0.0027 | 185.8333 | 4460 | 0.0263 | 0.6586 | 0.7067 | 0.9941 | 0.4154 | 0.3231 |
| 0.0045 | 186.25 | 4470 | 0.0236 | 0.6867 | 0.7681 | 0.9940 | 0.5391 | 0.3793 |
| 0.0104 | 186.6667 | 4480 | 0.0228 | 0.6884 | 0.7676 | 0.9941 | 0.5380 | 0.3828 |
| 0.008 | 187.0833 | 4490 | 0.0175 | 0.7078 | 0.7999 | 0.9944 | 0.6028 | 0.4213 |
| 0.0034 | 187.5 | 4500 | 0.0174 | 0.7155 | 0.8213 | 0.9944 | 0.6459 | 0.4368 |
| 0.004 | 187.9167 | 4510 | 0.0233 | 0.6821 | 0.7533 | 0.9941 | 0.5092 | 0.3701 |
| 0.0073 | 188.3333 | 4520 | 0.0248 | 0.6678 | 0.7254 | 0.9941 | 0.4531 | 0.3415 |
| 0.0161 | 188.75 | 4530 | 0.0244 | 0.6892 | 0.7755 | 0.9940 | 0.5540 | 0.3845 |
| 0.0022 | 189.1667 | 4540 | 0.0227 | 0.6945 | 0.7920 | 0.9939 | 0.5874 | 0.3952 |
| 0.0102 | 189.5833 | 4550 | 0.0210 | 0.7053 | 0.8213 | 0.9939 | 0.6463 | 0.4168 |
| 0.0046 | 190.0 | 4560 | 0.0242 | 0.6894 | 0.7774 | 0.9940 | 0.5579 | 0.3848 |
| 0.0021 | 190.4167 | 4570 | 0.0214 | 0.6924 | 0.7834 | 0.9940 | 0.5700 | 0.3909 |
| 0.0117 | 190.8333 | 4580 | 0.0181 | 0.6974 | 0.7784 | 0.9943 | 0.5596 | 0.4005 |
| 0.0074 | 191.25 | 4590 | 0.0199 | 0.6871 | 0.7597 | 0.9942 | 0.5219 | 0.3800 |
| 0.006 | 191.6667 | 4600 | 0.0212 | 0.7024 | 0.7998 | 0.9941 | 0.6027 | 0.4107 |
| 0.0061 | 192.0833 | 4610 | 0.0226 | 0.6884 | 0.7640 | 0.9942 | 0.5307 | 0.3826 |
| 0.0099 | 192.5 | 4620 | 0.0177 | 0.6995 | 0.7747 | 0.9945 | 0.5518 | 0.4045 |
| 0.0046 | 192.9167 | 4630 | 0.0223 | 0.6941 | 0.7752 | 0.9942 | 0.5532 | 0.3940 |
| 0.0009 | 193.3333 | 4640 | 0.0277 | 0.6864 | 0.7743 | 0.9939 | 0.5517 | 0.3789 |
| 0.0045 | 193.75 | 4650 | 0.0184 | 0.7146 | 0.8290 | 0.9942 | 0.6615 | 0.4350 |
| 0.0126 | 194.1667 | 4660 | 0.0182 | 0.7104 | 0.8163 | 0.9942 | 0.6360 | 0.4267 |
| 0.0113 | 194.5833 | 4670 | 0.0184 | 0.7058 | 0.7929 | 0.9944 | 0.5886 | 0.4172 |
| 0.0076 | 195.0 | 4680 | 0.0200 | 0.6980 | 0.7783 | 0.9944 | 0.5592 | 0.4017 |
| 0.0075 | 195.4167 | 4690 | 0.0215 | 0.6837 | 0.7478 | 0.9943 | 0.4979 | 0.3730 |
| 0.0099 | 195.8333 | 4700 | 0.0208 | 0.6995 | 0.7865 | 0.9943 | 0.5759 | 0.4048 |
| 0.0054 | 196.25 | 4710 | 0.0243 | 0.7081 | 0.8162 | 0.9941 | 0.6359 | 0.4222 |
| 0.0086 | 196.6667 | 4720 | 0.0251 | 0.6960 | 0.7898 | 0.9940 | 0.5828 | 0.3979 |
| 0.0065 | 197.0833 | 4730 | 0.0194 | 0.7122 | 0.8146 | 0.9943 | 0.6323 | 0.4301 |
| 0.0151 | 197.5 | 4740 | 0.0189 | 0.7079 | 0.8052 | 0.9943 | 0.6134 | 0.4216 |
| 0.0099 | 197.9167 | 4750 | 0.0242 | 0.6887 | 0.7668 | 0.9942 | 0.5364 | 0.3834 |
| 0.0034 | 198.3333 | 4760 | 0.0246 | 0.7113 | 0.8418 | 0.9938 | 0.6877 | 0.4289 |
| 0.0084 | 198.75 | 4770 | 0.0270 | 0.6891 | 0.7799 | 0.9939 | 0.5629 | 0.3844 |
| 0.0052 | 199.1667 | 4780 | 0.0282 | 0.6813 | 0.7691 | 0.9937 | 0.5414 | 0.3689 |
| 0.0071 | 199.5833 | 4790 | 0.0219 | 0.6857 | 0.7599 | 0.9942 | 0.5225 | 0.3772 |
| 0.0053 | 200.0 | 4800 | 0.0239 | 0.6822 | 0.7582 | 0.9940 | 0.5190 | 0.3704 |
### Framework versions
- Transformers 4.46.2
- Pytorch 2.5.1+cu121
- Datasets 3.1.0
- Tokenizers 0.20.3
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