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greenkwd/lr0.0001_bs16_0613_1759
lr0.0001_bs16_0613_1759 is a image segmentation model from greenkwd. Use it for the image segmentation task on the model card, and read the license before you ship it in a product. The card lists the license as other.
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From the Hugging Face model README
This model is a fine-tuned version of nvidia/mit-b0 on the greenkwd/upwellingdetection_SST dataset. It achieves the following results on the evaluation set:
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The following hyperparameters were used during training:
| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Land | Accuracy Upwelling | Accuracy Not Upwelling | Iou Land | Iou Upwelling | Iou Not Upwelling | Dice Macro | Dice Micro |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.9689 | 0.4 | 20 | 1.0592 | 0.3233 | 0.6334 | 0.6786 | nan | 0.7477 | 0.5192 | 0.0 | 0.6334 | 0.3365 | 0.7013 | 0.7582 |
| 0.7472 | 0.8 | 40 | 0.8329 | 0.3925 | 0.7222 | 0.7731 | nan | 0.8512 | 0.5932 | 0.0 | 0.7333 | 0.4444 | 0.7882 | 0.8437 |
| 0.5343 | 1.2 | 60 | 0.5104 | 0.4260 | 0.7395 | 0.8198 | nan | 0.9429 | 0.5360 | 0.0 | 0.8004 | 0.4775 | 0.8215 | 0.8816 |
| 0.448 | 1.6 | 80 | 0.3721 | 0.4750 | 0.8083 | 0.8553 | nan | 0.9273 | 0.6892 | 0.0 | 0.8334 | 0.5915 | 0.8643 | 0.9046 |
| 0.3621 | 2.0 | 100 | 0.3223 | 0.5032 | 0.8424 | 0.8777 | nan | 0.9318 | 0.7530 | 0.0 | 0.8583 | 0.6514 | 0.8885 | 0.9206 |
| 0.3518 | 2.4 | 120 | 0.2844 | 0.5031 | 0.8263 | 0.8837 | nan | 0.9716 | 0.6809 | 0.0 | 0.8694 | 0.6398 | 0.8897 | 0.9255 |
| 0.2871 | 2.8 | 140 | 0.2590 | 0.5368 | 0.8898 | 0.9044 | nan | 0.9267 | 0.8529 | 0.0 | 0.8802 | 0.7302 | 0.9122 | 0.9350 |
| 0.2658 | 3.2 | 160 | 0.2335 | 0.5477 | 0.8891 | 0.9135 | nan | 0.9510 | 0.8271 | 0.0 | 0.8987 | 0.7443 | 0.9226 | 0.9443 |
| 0.2878 | 3.6 | 180 | 0.1971 | 0.5659 | 0.9006 | 0.9311 | nan | 0.9779 | 0.8233 | 0.0 | 0.9135 | 0.7841 | 0.9313 | 0.9510 |
| 0.2863 | 4.0 | 200 | 0.1664 | 0.5760 | 0.9138 | 0.9361 | nan | 0.9703 | 0.8573 | 0.0 | 0.9246 | 0.8035 | 0.9407 | 0.9572 |
| 0.222 | 4.4 | 220 | 0.1505 | 0.5819 | 0.9160 | 0.9415 | nan | 0.9806 | 0.8513 | 0.0 | 0.9299 | 0.8158 | 0.9445 | 0.9601 |
| 0.2821 | 4.8 | 240 | 0.1501 | 0.5883 | 0.9374 | 0.9435 | nan | 0.9527 | 0.9222 | 0.0 | 0.9323 | 0.8326 | 0.9492 | 0.9622 |
| 0.2339 | 5.2 | 260 | 0.1381 | 0.5941 | 0.9423 | 0.9489 | nan | 0.9591 | 0.9256 | 0.0 | 0.9357 | 0.8466 | 0.9516 | 0.9639 |
| 0.2423 | 5.6 | 280 | 0.1248 | 0.6001 | 0.9450 | 0.9545 | nan | 0.9691 | 0.9208 | 0.0 | 0.9400 | 0.8602 | 0.9527 | 0.9648 |
| 0.1979 | 6.0 | 300 | 0.1077 | 0.5992 | 0.9437 | 0.9529 | nan | 0.9671 | 0.9204 | 0.0 | 0.9413 | 0.8564 | 0.9554 | 0.9668 |
| 0.2201 | 6.4 | 320 | 0.1107 | 0.5961 | 0.9497 | 0.9502 | nan | 0.9511 | 0.9483 | 0.0 | 0.9353 | 0.8530 | 0.9532 | 0.9647 |
| 0.2078 | 6.8 | 340 | 0.0972 | 0.5981 | 0.9338 | 0.9529 | nan | 0.9822 | 0.8854 | 0.0 | 0.9430 | 0.8514 | 0.9555 | 0.9675 |
| 0.2095 | 7.2 | 360 | 0.1077 | 0.5982 | 0.9351 | 0.9542 | nan | 0.9835 | 0.8867 | 0.0 | 0.9396 | 0.8549 | 0.9511 | 0.9642 |
| 0.2106 | 7.6 | 380 | 0.1086 | 0.5890 | 0.9206 | 0.9480 | nan | 0.9900 | 0.8512 | 0.0 | 0.9343 | 0.8328 | 0.9490 | 0.9635 |
| 0.1989 | 8.0 | 400 | 0.0980 | 0.5983 | 0.9323 | 0.9543 | nan | 0.9880 | 0.8765 | 0.0 | 0.9410 | 0.8538 | 0.9532 | 0.9660 |
| 0.1842 | 8.4 | 420 | 0.0894 | 0.6031 | 0.9498 | 0.9552 | nan | 0.9635 | 0.9361 | 0.0 | 0.9449 | 0.8646 | 0.9592 | 0.9696 |
| 0.2402 | 8.8 | 440 | 0.1081 | 0.5799 | 0.9378 | 0.9355 | nan | 0.9319 | 0.9438 | 0.0 | 0.9225 | 0.8173 | 0.9469 | 0.9602 |
| 0.161 | 9.2 | 460 | 0.0831 | 0.6069 | 0.9506 | 0.9585 | nan | 0.9705 | 0.9308 | 0.0 | 0.9478 | 0.8729 | 0.9611 | 0.9712 |
| 0.2218 | 9.6 | 480 | 0.0823 | 0.5993 | 0.9327 | 0.9525 | nan | 0.9828 | 0.8825 | 0.0 | 0.9463 | 0.8514 | 0.9586 | 0.9704 |
| 0.1646 | 10.0 | 500 | 0.0791 | 0.6081 | 0.9476 | 0.9601 | nan | 0.9793 | 0.9160 | 0.0 | 0.9486 | 0.8758 | 0.9613 | 0.9718 |
| 0.1522 | 10.4 | 520 | 0.0859 | 0.5940 | 0.9244 | 0.9508 | nan | 0.9913 | 0.8575 | 0.0 | 0.9396 | 0.8425 | 0.9549 | 0.9682 |
| 0.1578 | 10.8 | 540 | 0.0713 | 0.6084 | 0.9471 | 0.9597 | nan | 0.9789 | 0.9154 | 0.0 | 0.9501 | 0.8751 | 0.9631 | 0.9732 |
| 0.1833 | 11.2 | 560 | 0.0793 | 0.5973 | 0.9256 | 0.9505 | nan | 0.9886 | 0.8625 | 0.0 | 0.9483 | 0.8434 | 0.9578 | 0.9702 |
| 0.2327 | 11.6 | 580 | 0.0710 | 0.6111 | 0.9481 | 0.9624 | nan | 0.9842 | 0.9119 | 0.0 | 0.9514 | 0.8819 | 0.9634 | 0.9734 |
| 0.2597 | 12.0 | 600 | 0.0771 | 0.6187 | 0.9655 | 0.9674 | nan | 0.9704 | 0.9605 | 0.0 | 0.9553 | 0.9007 | 0.9634 | 0.9726 |
| 0.1693 | 12.4 | 620 | 0.0686 | 0.6045 | 0.9364 | 0.9574 | nan | 0.9895 | 0.8832 | 0.0 | 0.9490 | 0.8645 | 0.9618 | 0.9728 |
| 0.1922 | 12.8 | 640 | 0.0691 | 0.6040 | 0.9361 | 0.9547 | nan | 0.9831 | 0.8891 | 0.0 | 0.9503 | 0.8618 | 0.9624 | 0.9731 |
| 0.1788 | 13.2 | 660 | 0.0777 | 0.5974 | 0.9538 | 0.9489 | nan | 0.9413 | 0.9663 | 0.0 | 0.9366 | 0.8557 | 0.9586 | 0.9692 |
| 0.1392 | 13.6 | 680 | 0.0623 | 0.6180 | 0.9611 | 0.9657 | nan | 0.9728 | 0.9493 | 0.0 | 0.9562 | 0.8980 | 0.9684 | 0.9767 |
| 0.1709 | 14.0 | 700 | 0.0663 | 0.6200 | 0.9604 | 0.9683 | nan | 0.9805 | 0.9403 | 0.0 | 0.9589 | 0.9012 | 0.9680 | 0.9764 |
| 0.1593 | 14.4 | 720 | 0.0585 | 0.6196 | 0.9576 | 0.9672 | nan | 0.9820 | 0.9331 | 0.0 | 0.9602 | 0.8986 | 0.9700 | 0.9781 |
| 0.1544 | 14.8 | 740 | 0.0680 | 0.6218 | 0.9630 | 0.9698 | nan | 0.9802 | 0.9458 | 0.0 | 0.9588 | 0.9064 | 0.9654 | 0.9744 |
| 0.138 | 15.2 | 760 | 0.0597 | 0.6210 | 0.9598 | 0.9683 | nan | 0.9813 | 0.9383 | 0.0 | 0.9605 | 0.9024 | 0.9705 | 0.9784 |
| 0.143 | 15.6 | 780 | 0.0620 | 0.6149 | 0.9482 | 0.9638 | nan | 0.9878 | 0.9085 | 0.0 | 0.9572 | 0.8874 | 0.9681 | 0.9771 |
| 0.1691 | 16.0 | 800 | 0.0606 | 0.6136 | 0.9505 | 0.9607 | nan | 0.9763 | 0.9248 | 0.0 | 0.9582 | 0.8827 | 0.9679 | 0.9766 |
| 0.1621 | 16.4 | 820 | 0.0593 | 0.6201 | 0.9644 | 0.9672 | nan | 0.9715 | 0.9574 | 0.0 | 0.9581 | 0.9023 | 0.9699 | 0.9778 |
| 0.1911 | 16.8 | 840 | 0.0551 | 0.6230 | 0.9624 | 0.9696 | nan | 0.9806 | 0.9441 | 0.0 | 0.9628 | 0.9062 | 0.9717 | 0.9792 |
| 0.1557 | 17.2 | 860 | 0.0582 | 0.6212 | 0.9682 | 0.9682 | nan | 0.9683 | 0.9680 | 0.0 | 0.9586 | 0.9049 | 0.9702 | 0.9779 |
| 0.1316 | 17.6 | 880 | 0.0546 | 0.6219 | 0.9621 | 0.9683 | nan | 0.9778 | 0.9463 | 0.0 | 0.9616 | 0.9042 | 0.9719 | 0.9793 |
| 0.1618 | 18.0 | 900 | 0.0596 | 0.6246 | 0.9638 | 0.9715 | nan | 0.9833 | 0.9443 | 0.0 | 0.9621 | 0.9116 | 0.9697 | 0.9776 |
| 0.1313 | 18.4 | 920 | 0.0556 | 0.6167 | 0.9494 | 0.9653 | nan | 0.9897 | 0.9091 | 0.0 | 0.9584 | 0.8917 | 0.9692 | 0.9779 |
| 0.1642 | 18.8 | 940 | 0.0612 | 0.6121 | 0.9439 | 0.9632 | nan | 0.9930 | 0.8948 | 0.0 | 0.9538 | 0.8826 | 0.9656 | 0.9755 |
| 0.1286 | 19.2 | 960 | 0.0553 | 0.6185 | 0.9580 | 0.9639 | nan | 0.9728 | 0.9433 | 0.0 | 0.9604 | 0.8950 | 0.9708 | 0.9785 |
| 0.1453 | 19.6 | 980 | 0.0518 | 0.6228 | 0.9641 | 0.9687 | nan | 0.9756 | 0.9526 | 0.0 | 0.9622 | 0.9061 | 0.9725 | 0.9798 |
| 0.1489 | 20.0 | 1000 | 0.0525 | 0.6210 | 0.9633 | 0.9672 | nan | 0.9731 | 0.9535 | 0.0 | 0.9610 | 0.9021 | 0.9719 | 0.9794 |
| 0.1645 | 20.4 | 1020 | 0.0513 | 0.6246 | 0.9615 | 0.9703 | nan | 0.9839 | 0.9391 | 0.0 | 0.9641 | 0.9097 | 0.9734 | 0.9806 |
| 0.1306 | 20.8 | 1040 | 0.0565 | 0.6191 | 0.9664 | 0.9661 | nan | 0.9656 | 0.9671 | 0.0 | 0.9573 | 0.8998 | 0.9703 | 0.9780 |
| 0.1133 | 21.2 | 1060 | 0.0501 | 0.6237 | 0.9627 | 0.9694 | nan | 0.9796 | 0.9459 | 0.0 | 0.9639 | 0.9072 | 0.9734 | 0.9805 |
| 0.1354 | 21.6 | 1080 | 0.0502 | 0.6239 | 0.9662 | 0.9695 | nan | 0.9745 | 0.9579 | 0.0 | 0.9629 | 0.9089 | 0.9733 | 0.9803 |
| 0.1335 | 22.0 | 1100 | 0.0511 | 0.6205 | 0.9557 | 0.9668 | nan | 0.9838 | 0.9277 | 0.0 | 0.9631 | 0.8983 | 0.9718 | 0.9795 |
| 0.1321 | 22.4 | 1120 | 0.0540 | 0.6198 | 0.9678 | 0.9666 | nan | 0.9649 | 0.9707 | 0.0 | 0.9576 | 0.9019 | 0.9707 | 0.9783 |
| 0.1127 | 22.8 | 1140 | 0.0489 | 0.6253 | 0.9637 | 0.9707 | nan | 0.9813 | 0.9461 | 0.0 | 0.9651 | 0.9109 | 0.9742 | 0.9811 |
| 0.1333 | 23.2 | 1160 | 0.0497 | 0.6240 | 0.9590 | 0.9707 | nan | 0.9885 | 0.9295 | 0.0 | 0.9640 | 0.9080 | 0.9727 | 0.9801 |
| 0.1234 | 23.6 | 1180 | 0.0475 | 0.6277 | 0.9671 | 0.9727 | nan | 0.9813 | 0.9529 | 0.0 | 0.9657 | 0.9174 | 0.9745 | 0.9813 |
| 0.0899 | 24.0 | 1200 | 0.0482 | 0.6253 | 0.9645 | 0.9704 | nan | 0.9796 | 0.9494 | 0.0 | 0.9650 | 0.9108 | 0.9743 | 0.9812 |
| 0.1096 | 24.4 | 1220 | 0.0514 | 0.6227 | 0.9698 | 0.9688 | nan | 0.9673 | 0.9723 | 0.0 | 0.9598 | 0.9083 | 0.9720 | 0.9792 |
| 0.1197 | 24.8 | 1240 | 0.0494 | 0.6238 | 0.9582 | 0.9701 | nan | 0.9882 | 0.9282 | 0.0 | 0.9639 | 0.9075 | 0.9732 | 0.9806 |
| 0.1198 | 25.2 | 1260 | 0.0474 | 0.6247 | 0.9601 | 0.9702 | nan | 0.9856 | 0.9347 | 0.0 | 0.9656 | 0.9085 | 0.9742 | 0.9812 |
| 0.146 | 25.6 | 1280 | 0.0466 | 0.6284 | 0.9680 | 0.9733 | nan | 0.9813 | 0.9547 | 0.0 | 0.9662 | 0.9189 | 0.9749 | 0.9816 |
| 0.143 | 26.0 | 1300 | 0.0472 | 0.6260 | 0.9676 | 0.9713 | nan | 0.9770 | 0.9582 | 0.0 | 0.9649 | 0.9132 | 0.9745 | 0.9812 |
| 0.1161 | 26.4 | 1320 | 0.0540 | 0.6204 | 0.9708 | 0.9672 | nan | 0.9618 | 0.9798 | 0.0 | 0.9562 | 0.9051 | 0.9701 | 0.9777 |
| 0.1502 | 26.8 | 1340 | 0.0530 | 0.6193 | 0.9681 | 0.9660 | nan | 0.9626 | 0.9736 | 0.0 | 0.9565 | 0.9013 | 0.9708 | 0.9783 |
| 0.1183 | 27.2 | 1360 | 0.0463 | 0.6264 | 0.9620 | 0.9718 | nan | 0.9867 | 0.9374 | 0.0 | 0.9665 | 0.9126 | 0.9748 | 0.9816 |
| 0.1237 | 27.6 | 1380 | 0.0473 | 0.6256 | 0.9685 | 0.9704 | nan | 0.9735 | 0.9635 | 0.0 | 0.9636 | 0.9132 | 0.9743 | 0.9810 |
| 0.1218 | 28.0 | 1400 | 0.0458 | 0.6267 | 0.9623 | 0.9721 | nan | 0.9871 | 0.9375 | 0.0 | 0.9666 | 0.9136 | 0.9749 | 0.9817 |
| 0.1071 | 28.4 | 1420 | 0.0457 | 0.6278 | 0.9692 | 0.9726 | nan | 0.9778 | 0.9607 | 0.0 | 0.9661 | 0.9172 | 0.9752 | 0.9817 |
| 0.1062 | 28.8 | 1440 | 0.0458 | 0.6257 | 0.9631 | 0.9705 | nan | 0.9819 | 0.9443 | 0.0 | 0.9667 | 0.9105 | 0.9749 | 0.9816 |
| 0.1035 | 29.2 | 1460 | 0.0446 | 0.6283 | 0.9681 | 0.9729 | nan | 0.9802 | 0.9560 | 0.0 | 0.9668 | 0.9181 | 0.9757 | 0.9821 |
| 0.1173 | 29.6 | 1480 | 0.0462 | 0.6249 | 0.9593 | 0.9698 | nan | 0.9860 | 0.9326 | 0.0 | 0.9666 | 0.9082 | 0.9746 | 0.9815 |
| 0.0959 | 30.0 | 1500 | 0.0448 | 0.6273 | 0.9624 | 0.9725 | nan | 0.9879 | 0.9369 | 0.0 | 0.9666 | 0.9152 | 0.9752 | 0.9820 |
| 0.1267 | 30.4 | 1520 | 0.0457 | 0.6286 | 0.9708 | 0.9734 | nan | 0.9775 | 0.9641 | 0.0 | 0.9661 | 0.9196 | 0.9752 | 0.9817 |
| 0.1043 | 30.8 | 1540 | 0.0453 | 0.6283 | 0.9703 | 0.9730 | nan | 0.9771 | 0.9635 | 0.0 | 0.9660 | 0.9190 | 0.9754 | 0.9818 |
| 0.1168 | 31.2 | 1560 | 0.0439 | 0.6296 | 0.9677 | 0.9740 | nan | 0.9837 | 0.9516 | 0.0 | 0.9678 | 0.9211 | 0.9762 | 0.9826 |
| 0.117 | 31.6 | 1580 | 0.0438 | 0.6298 | 0.9693 | 0.9744 | nan | 0.9821 | 0.9566 | 0.0 | 0.9677 | 0.9217 | 0.9759 | 0.9823 |
| 0.1328 | 32.0 | 1600 | 0.0439 | 0.6286 | 0.9650 | 0.9735 | nan | 0.9866 | 0.9433 | 0.0 | 0.9678 | 0.9182 | 0.9759 | 0.9824 |
| 0.1101 | 32.4 | 1620 | 0.0451 | 0.6252 | 0.9588 | 0.9711 | nan | 0.9900 | 0.9277 | 0.0 | 0.9655 | 0.9101 | 0.9743 | 0.9814 |
| 0.1027 | 32.8 | 1640 | 0.0431 | 0.6287 | 0.9665 | 0.9730 | nan | 0.9830 | 0.9500 | 0.0 | 0.9684 | 0.9179 | 0.9765 | 0.9827 |
| 0.0904 | 33.2 | 1660 | 0.0463 | 0.6264 | 0.9603 | 0.9726 | nan | 0.9915 | 0.9290 | 0.0 | 0.9649 | 0.9142 | 0.9736 | 0.9809 |
| 0.1277 | 33.6 | 1680 | 0.0427 | 0.6296 | 0.9687 | 0.9740 | nan | 0.9820 | 0.9555 | 0.0 | 0.9682 | 0.9207 | 0.9765 | 0.9827 |
| 0.0871 | 34.0 | 1700 | 0.0435 | 0.6271 | 0.9627 | 0.9717 | nan | 0.9855 | 0.9399 | 0.0 | 0.9677 | 0.9136 | 0.9757 | 0.9823 |
| 0.1069 | 34.4 | 1720 | 0.0434 | 0.6308 | 0.9680 | 0.9753 | nan | 0.9864 | 0.9496 | 0.0 | 0.9682 | 0.9243 | 0.9760 | 0.9824 |
| 0.1018 | 34.8 | 1740 | 0.0457 | 0.6268 | 0.9714 | 0.9719 | nan | 0.9728 | 0.9699 | 0.0 | 0.9645 | 0.9159 | 0.9748 | 0.9813 |
| 0.0943 | 35.2 | 1760 | 0.0421 | 0.6305 | 0.9680 | 0.9746 | nan | 0.9848 | 0.9512 | 0.0 | 0.9685 | 0.9229 | 0.9767 | 0.9829 |
| 0.0944 | 35.6 | 1780 | 0.0447 | 0.6277 | 0.9714 | 0.9725 | nan | 0.9741 | 0.9687 | 0.0 | 0.9651 | 0.9181 | 0.9753 | 0.9817 |
| 0.067 | 36.0 | 1800 | 0.0422 | 0.6289 | 0.9649 | 0.9735 | nan | 0.9866 | 0.9432 | 0.0 | 0.9680 | 0.9187 | 0.9763 | 0.9827 |
| 0.129 | 36.4 | 1820 | 0.0433 | 0.6268 | 0.9614 | 0.9713 | nan | 0.9863 | 0.9365 | 0.0 | 0.9675 | 0.9127 | 0.9757 | 0.9823 |
| 0.106 | 36.8 | 1840 | 0.0423 | 0.6305 | 0.9672 | 0.9750 | nan | 0.9871 | 0.9473 | 0.0 | 0.9684 | 0.9231 | 0.9763 | 0.9826 |
| 0.0948 | 37.2 | 1860 | 0.0438 | 0.6276 | 0.9618 | 0.9732 | nan | 0.9905 | 0.9332 | 0.0 | 0.9665 | 0.9163 | 0.9751 | 0.9819 |
| 0.1001 | 37.6 | 1880 | 0.0421 | 0.6292 | 0.9675 | 0.9733 | nan | 0.9822 | 0.9528 | 0.0 | 0.9687 | 0.9188 | 0.9768 | 0.9830 |
| 0.1163 | 38.0 | 1900 | 0.0416 | 0.6311 | 0.9702 | 0.9752 | nan | 0.9829 | 0.9574 | 0.0 | 0.9691 | 0.9241 | 0.9769 | 0.9830 |
| 0.0901 | 38.4 | 1920 | 0.0415 | 0.6310 | 0.9709 | 0.9750 | nan | 0.9813 | 0.9604 | 0.0 | 0.9687 | 0.9244 | 0.9770 | 0.9831 |
| 0.1049 | 38.8 | 1940 | 0.0412 | 0.6301 | 0.9679 | 0.9740 | nan | 0.9834 | 0.9523 | 0.0 | 0.9693 | 0.9210 | 0.9772 | 0.9833 |
| 0.0971 | 39.2 | 1960 | 0.0423 | 0.6275 | 0.9630 | 0.9722 | nan | 0.9862 | 0.9397 | 0.0 | 0.9680 | 0.9147 | 0.9760 | 0.9826 |
| 0.0908 | 39.6 | 1980 | 0.0414 | 0.6317 | 0.9691 | 0.9757 | nan | 0.9858 | 0.9525 | 0.0 | 0.9691 | 0.9261 | 0.9770 | 0.9831 |
| 0.124 | 40.0 | 2000 | 0.0447 | 0.6247 | 0.9573 | 0.9711 | nan | 0.9922 | 0.9224 | 0.0 | 0.9650 | 0.9092 | 0.9741 | 0.9813 |
| 0.0788 | 40.4 | 2020 | 0.0412 | 0.6309 | 0.9676 | 0.9751 | nan | 0.9867 | 0.9484 | 0.0 | 0.9692 | 0.9235 | 0.9770 | 0.9832 |
| 0.0995 | 40.8 | 2040 | 0.0414 | 0.6313 | 0.9721 | 0.9752 | nan | 0.9799 | 0.9642 | 0.0 | 0.9687 | 0.9252 | 0.9772 | 0.9832 |
| 0.0875 | 41.2 | 2060 | 0.0424 | 0.6279 | 0.9681 | 0.9721 | nan | 0.9783 | 0.9579 | 0.0 | 0.9677 | 0.9161 | 0.9763 | 0.9826 |
| 0.0853 | 41.6 | 2080 | 0.0409 | 0.6325 | 0.9723 | 0.9764 | nan | 0.9826 | 0.9619 | 0.0 | 0.9696 | 0.9281 | 0.9771 | 0.9831 |
| 0.0756 | 42.0 | 2100 | 0.0411 | 0.6323 | 0.9714 | 0.9763 | nan | 0.9837 | 0.9591 | 0.0 | 0.9693 | 0.9275 | 0.9770 | 0.9831 |
| 0.0883 | 42.4 | 2120 | 0.0412 | 0.6283 | 0.9626 | 0.9730 | nan | 0.9889 | 0.9362 | 0.0 | 0.9685 | 0.9165 | 0.9765 | 0.9829 |
| 0.0869 | 42.8 | 2140 | 0.0405 | 0.6311 | 0.9702 | 0.9750 | nan | 0.9823 | 0.9582 | 0.0 | 0.9692 | 0.9240 | 0.9774 | 0.9834 |
| 0.0986 | 43.2 | 2160 | 0.0410 | 0.6302 | 0.9651 | 0.9748 | nan | 0.9895 | 0.9407 | 0.0 | 0.9688 | 0.9218 | 0.9767 | 0.9831 |
| 0.101 | 43.6 | 2180 | 0.0408 | 0.6324 | 0.9696 | 0.9766 | nan | 0.9872 | 0.9520 | 0.0 | 0.9697 | 0.9276 | 0.9770 | 0.9831 |
| 0.0832 | 44.0 | 2200 | 0.0400 | 0.6318 | 0.9715 | 0.9754 | nan | 0.9815 | 0.9615 | 0.0 | 0.9693 | 0.9262 | 0.9776 | 0.9835 |
| 0.0859 | 44.4 | 2220 | 0.0409 | 0.6291 | 0.9642 | 0.9735 | nan | 0.9876 | 0.9408 | 0.0 | 0.9689 | 0.9183 | 0.9769 | 0.9832 |
| 0.0819 | 44.8 | 2240 | 0.0402 | 0.6322 | 0.9724 | 0.9758 | nan | 0.9810 | 0.9638 | 0.0 | 0.9693 | 0.9273 | 0.9776 | 0.9835 |
| 0.111 | 45.2 | 2260 | 0.0401 | 0.6311 | 0.9713 | 0.9748 | nan | 0.9802 | 0.9625 | 0.0 | 0.9692 | 0.9241 | 0.9777 | 0.9836 |
| 0.0891 | 45.6 | 2280 | 0.0397 | 0.6308 | 0.9682 | 0.9744 | nan | 0.9839 | 0.9526 | 0.0 | 0.9698 | 0.9226 | 0.9778 | 0.9837 |
| 0.106 | 46.0 | 2300 | 0.0402 | 0.6298 | 0.9651 | 0.9742 | nan | 0.9881 | 0.9421 | 0.0 | 0.9689 | 0.9206 | 0.9771 | 0.9833 |
| 0.0973 | 46.4 | 2320 | 0.0405 | 0.6312 | 0.9719 | 0.9751 | nan | 0.9800 | 0.9638 | 0.0 | 0.9689 | 0.9247 | 0.9774 | 0.9834 |
| 0.0882 | 46.8 | 2340 | 0.0404 | 0.6320 | 0.9682 | 0.9762 | nan | 0.9883 | 0.9480 | 0.0 | 0.9693 | 0.9268 | 0.9771 | 0.9832 |
| 0.0894 | 47.2 | 2360 | 0.0437 | 0.6268 | 0.9721 | 0.9717 | nan | 0.9711 | 0.9731 | 0.0 | 0.9645 | 0.9158 | 0.9753 | 0.9818 |
| 0.1121 | 47.6 | 2380 | 0.0402 | 0.6317 | 0.9727 | 0.9754 | nan | 0.9796 | 0.9658 | 0.0 | 0.9688 | 0.9263 | 0.9775 | 0.9834 |
| 0.0945 | 48.0 | 2400 | 0.0393 | 0.6328 | 0.9713 | 0.9765 | nan | 0.9845 | 0.9581 | 0.0 | 0.9704 | 0.9280 | 0.9780 | 0.9838 |
| 0.0883 | 48.4 | 2420 | 0.0429 | 0.6269 | 0.9603 | 0.9727 | nan | 0.9915 | 0.9292 | 0.0 | 0.9659 | 0.9147 | 0.9751 | 0.9820 |
| 0.0829 | 48.8 | 2440 | 0.0393 | 0.6312 | 0.9674 | 0.9751 | nan | 0.9870 | 0.9479 | 0.0 | 0.9703 | 0.9233 | 0.9779 | 0.9838 |
| 0.0927 | 49.2 | 2460 | 0.0399 | 0.6327 | 0.9737 | 0.9762 | nan | 0.9802 | 0.9672 | 0.0 | 0.9693 | 0.9288 | 0.9776 | 0.9835 |
| 0.0987 | 49.6 | 2480 | 0.0410 | 0.6297 | 0.9722 | 0.9738 | nan | 0.9763 | 0.9680 | 0.0 | 0.9676 | 0.9216 | 0.9770 | 0.9831 |
| 0.0891 | 50.0 | 2500 | 0.0391 | 0.6321 | 0.9719 | 0.9756 | nan | 0.9813 | 0.9624 | 0.0 | 0.9696 | 0.9266 | 0.9780 | 0.9838 |
| 0.0985 | 50.4 | 2520 | 0.0405 | 0.6306 | 0.9653 | 0.9753 | nan | 0.9907 | 0.9400 | 0.0 | 0.9687 | 0.9231 | 0.9766 | 0.9830 |
| 0.0958 | 50.8 | 2540 | 0.0388 | 0.6319 | 0.9709 | 0.9755 | nan | 0.9826 | 0.9592 | 0.0 | 0.9702 | 0.9255 | 0.9782 | 0.9839 |
| 0.0836 | 51.2 | 2560 | 0.0408 | 0.6291 | 0.9632 | 0.9740 | nan | 0.9906 | 0.9358 | 0.0 | 0.9678 | 0.9196 | 0.9765 | 0.9830 |
| 0.0749 | 51.6 | 2580 | 0.0392 | 0.6318 | 0.9677 | 0.9759 | nan | 0.9883 | 0.9471 | 0.0 | 0.9698 | 0.9255 | 0.9777 | 0.9837 |
| 0.0718 | 52.0 | 2600 | 0.0399 | 0.6298 | 0.9702 | 0.9735 | nan | 0.9785 | 0.9620 | 0.0 | 0.9687 | 0.9207 | 0.9775 | 0.9835 |
| 0.1042 | 52.4 | 2620 | 0.0389 | 0.6314 | 0.9674 | 0.9753 | nan | 0.9875 | 0.9474 | 0.0 | 0.9701 | 0.9241 | 0.9780 | 0.9839 |
| 0.0885 | 52.8 | 2640 | 0.0418 | 0.6285 | 0.9621 | 0.9740 | nan | 0.9922 | 0.9319 | 0.0 | 0.9671 | 0.9183 | 0.9756 | 0.9824 |
| 0.0829 | 53.2 | 2660 | 0.0400 | 0.6301 | 0.9708 | 0.9736 | nan | 0.9780 | 0.9635 | 0.0 | 0.9684 | 0.9219 | 0.9776 | 0.9835 |
| 0.0911 | 53.6 | 2680 | 0.0389 | 0.6334 | 0.9714 | 0.9769 | nan | 0.9852 | 0.9577 | 0.0 | 0.9705 | 0.9297 | 0.9782 | 0.9840 |
| 0.0871 | 54.0 | 2700 | 0.0394 | 0.6304 | 0.9648 | 0.9749 | nan | 0.9904 | 0.9393 | 0.0 | 0.9693 | 0.9219 | 0.9773 | 0.9835 |
| 0.0903 | 54.4 | 2720 | 0.0388 | 0.6321 | 0.9724 | 0.9757 | nan | 0.9807 | 0.9642 | 0.0 | 0.9698 | 0.9266 | 0.9782 | 0.9839 |
| 0.091 | 54.8 | 2740 | 0.0384 | 0.6330 | 0.9706 | 0.9766 | nan | 0.9859 | 0.9553 | 0.0 | 0.9706 | 0.9285 | 0.9783 | 0.9841 |
| 0.0738 | 55.2 | 2760 | 0.0396 | 0.6300 | 0.9644 | 0.9745 | nan | 0.9901 | 0.9387 | 0.0 | 0.9694 | 0.9205 | 0.9772 | 0.9834 |
| 0.0846 | 55.6 | 2780 | 0.0386 | 0.6318 | 0.9672 | 0.9757 | nan | 0.9889 | 0.9455 | 0.0 | 0.9700 | 0.9253 | 0.9779 | 0.9839 |
| 0.0585 | 56.0 | 2800 | 0.0402 | 0.6299 | 0.9721 | 0.9737 | nan | 0.9762 | 0.9681 | 0.0 | 0.9677 | 0.9219 | 0.9773 | 0.9833 |
| 0.0855 | 56.4 | 2820 | 0.0379 | 0.6329 | 0.9700 | 0.9763 | nan | 0.9861 | 0.9538 | 0.0 | 0.9705 | 0.9281 | 0.9784 | 0.9842 |
| 0.0868 | 56.8 | 2840 | 0.0383 | 0.6323 | 0.9683 | 0.9762 | nan | 0.9883 | 0.9482 | 0.0 | 0.9703 | 0.9266 | 0.9781 | 0.9840 |
| 0.0937 | 57.2 | 2860 | 0.0378 | 0.6327 | 0.9693 | 0.9763 | nan | 0.9870 | 0.9515 | 0.0 | 0.9709 | 0.9272 | 0.9785 | 0.9843 |
| 0.0924 | 57.6 | 2880 | 0.0382 | 0.6340 | 0.9717 | 0.9775 | nan | 0.9865 | 0.9569 | 0.0 | 0.9711 | 0.9311 | 0.9783 | 0.9841 |
| 0.0859 | 58.0 | 2900 | 0.0378 | 0.6322 | 0.9710 | 0.9756 | nan | 0.9827 | 0.9593 | 0.0 | 0.9707 | 0.9259 | 0.9786 | 0.9843 |
| 0.0866 | 58.4 | 2920 | 0.0384 | 0.6320 | 0.9721 | 0.9754 | nan | 0.9805 | 0.9637 | 0.0 | 0.9700 | 0.9259 | 0.9784 | 0.9841 |
| 0.0821 | 58.8 | 2940 | 0.0410 | 0.6274 | 0.9604 | 0.9728 | nan | 0.9919 | 0.9288 | 0.0 | 0.9671 | 0.9152 | 0.9760 | 0.9827 |
| 0.0772 | 59.2 | 2960 | 0.0393 | 0.6298 | 0.9640 | 0.9743 | nan | 0.9900 | 0.9380 | 0.0 | 0.9688 | 0.9205 | 0.9772 | 0.9835 |
| 0.0921 | 59.6 | 2980 | 0.0376 | 0.6331 | 0.9720 | 0.9764 | nan | 0.9830 | 0.9610 | 0.0 | 0.9708 | 0.9285 | 0.9788 | 0.9844 |
| 0.0626 | 60.0 | 3000 | 0.0383 | 0.6321 | 0.9725 | 0.9754 | nan | 0.9799 | 0.9651 | 0.0 | 0.9698 | 0.9264 | 0.9785 | 0.9841 |
| 0.0773 | 60.4 | 3020 | 0.0375 | 0.6334 | 0.9720 | 0.9766 | nan | 0.9836 | 0.9604 | 0.0 | 0.9707 | 0.9295 | 0.9788 | 0.9844 |
| 0.0832 | 60.8 | 3040 | 0.0382 | 0.6325 | 0.9732 | 0.9761 | nan | 0.9804 | 0.9660 | 0.0 | 0.9701 | 0.9275 | 0.9784 | 0.9841 |
| 0.1004 | 61.2 | 3060 | 0.0375 | 0.6327 | 0.9696 | 0.9762 | nan | 0.9862 | 0.9530 | 0.0 | 0.9708 | 0.9274 | 0.9787 | 0.9844 |
| 0.0787 | 61.6 | 3080 | 0.0378 | 0.6327 | 0.9730 | 0.9761 | nan | 0.9809 | 0.9651 | 0.0 | 0.9704 | 0.9276 | 0.9786 | 0.9843 |
| 0.0984 | 62.0 | 3100 | 0.0385 | 0.6317 | 0.9667 | 0.9758 | nan | 0.9897 | 0.9437 | 0.0 | 0.9697 | 0.9254 | 0.9778 | 0.9839 |
| 0.0711 | 62.4 | 3120 | 0.0376 | 0.6339 | 0.9717 | 0.9774 | nan | 0.9861 | 0.9573 | 0.0 | 0.9712 | 0.9304 | 0.9786 | 0.9843 |
| 0.0727 | 62.8 | 3140 | 0.0375 | 0.6337 | 0.9723 | 0.9770 | nan | 0.9842 | 0.9605 | 0.0 | 0.9709 | 0.9302 | 0.9788 | 0.9844 |
| 0.0781 | 63.2 | 3160 | 0.0371 | 0.6332 | 0.9702 | 0.9767 | nan | 0.9865 | 0.9539 | 0.0 | 0.9712 | 0.9286 | 0.9789 | 0.9845 |
| 0.0845 | 63.6 | 3180 | 0.0373 | 0.6331 | 0.9697 | 0.9766 | nan | 0.9872 | 0.9522 | 0.0 | 0.9710 | 0.9284 | 0.9788 | 0.9845 |
| 0.0779 | 64.0 | 3200 | 0.0371 | 0.6333 | 0.9704 | 0.9766 | nan | 0.9861 | 0.9548 | 0.0 | 0.9712 | 0.9287 | 0.9790 | 0.9846 |
| 0.0889 | 64.4 | 3220 | 0.0373 | 0.6331 | 0.9725 | 0.9763 | nan | 0.9822 | 0.9628 | 0.0 | 0.9709 | 0.9284 | 0.9789 | 0.9845 |
| 0.0724 | 64.8 | 3240 | 0.0373 | 0.6320 | 0.9689 | 0.9754 | nan | 0.9854 | 0.9523 | 0.0 | 0.9711 | 0.9250 | 0.9787 | 0.9844 |
| 0.0714 | 65.2 | 3260 | 0.0392 | 0.6295 | 0.9634 | 0.9742 | nan | 0.9908 | 0.9360 | 0.0 | 0.9691 | 0.9194 | 0.9772 | 0.9835 |
| 0.0721 | 65.6 | 3280 | 0.0372 | 0.6336 | 0.9732 | 0.9768 | nan | 0.9823 | 0.9641 | 0.0 | 0.9707 | 0.9300 | 0.9789 | 0.9845 |
| 0.0601 | 66.0 | 3300 | 0.0371 | 0.6328 | 0.9718 | 0.9761 | nan | 0.9826 | 0.9611 | 0.0 | 0.9711 | 0.9272 | 0.9789 | 0.9845 |
| 0.0988 | 66.4 | 3320 | 0.0370 | 0.6330 | 0.9695 | 0.9764 | nan | 0.9870 | 0.9519 | 0.0 | 0.9711 | 0.9281 | 0.9789 | 0.9846 |
| 0.0722 | 66.8 | 3340 | 0.0371 | 0.6325 | 0.9684 | 0.9760 | nan | 0.9876 | 0.9492 | 0.0 | 0.9712 | 0.9263 | 0.9788 | 0.9845 |
| 0.0796 | 67.2 | 3360 | 0.0375 | 0.6333 | 0.9737 | 0.9765 | nan | 0.9808 | 0.9666 | 0.0 | 0.9704 | 0.9295 | 0.9788 | 0.9844 |
| 0.0813 | 67.6 | 3380 | 0.0378 | 0.6320 | 0.9724 | 0.9755 | nan | 0.9803 | 0.9644 | 0.0 | 0.9703 | 0.9256 | 0.9785 | 0.9842 |
| 0.0718 | 68.0 | 3400 | 0.0370 | 0.6329 | 0.9722 | 0.9762 | nan | 0.9822 | 0.9621 | 0.0 | 0.9709 | 0.9280 | 0.9790 | 0.9846 |
| 0.0859 | 68.4 | 3420 | 0.0369 | 0.6335 | 0.9701 | 0.9769 | nan | 0.9873 | 0.9528 | 0.0 | 0.9711 | 0.9293 | 0.9789 | 0.9846 |
| 0.0773 | 68.8 | 3440 | 0.0369 | 0.6326 | 0.9710 | 0.9758 | nan | 0.9832 | 0.9588 | 0.0 | 0.9711 | 0.9268 | 0.9790 | 0.9846 |
| 0.0921 | 69.2 | 3460 | 0.0367 | 0.6334 | 0.9708 | 0.9767 | nan | 0.9856 | 0.9560 | 0.0 | 0.9714 | 0.9288 | 0.9792 | 0.9847 |
| 0.0784 | 69.6 | 3480 | 0.0379 | 0.6326 | 0.9679 | 0.9767 | nan | 0.9903 | 0.9454 | 0.0 | 0.9704 | 0.9273 | 0.9780 | 0.9840 |
| 0.0754 | 70.0 | 3500 | 0.0367 | 0.6335 | 0.9702 | 0.9769 | nan | 0.9871 | 0.9534 | 0.0 | 0.9713 | 0.9293 | 0.9790 | 0.9847 |
| 0.0725 | 70.4 | 3520 | 0.0369 | 0.6332 | 0.9725 | 0.9764 | nan | 0.9823 | 0.9627 | 0.0 | 0.9710 | 0.9286 | 0.9791 | 0.9846 |
| 0.0663 | 70.8 | 3540 | 0.0367 | 0.6326 | 0.9690 | 0.9761 | nan | 0.9870 | 0.9509 | 0.0 | 0.9714 | 0.9265 | 0.9790 | 0.9846 |
| 0.0943 | 71.2 | 3560 | 0.0367 | 0.6332 | 0.9725 | 0.9764 | nan | 0.9823 | 0.9627 | 0.0 | 0.9710 | 0.9287 | 0.9792 | 0.9847 |
| 0.0742 | 71.6 | 3580 | 0.0366 | 0.6340 | 0.9729 | 0.9772 | nan | 0.9839 | 0.9619 | 0.0 | 0.9715 | 0.9305 | 0.9792 | 0.9847 |
| 0.0705 | 72.0 | 3600 | 0.0373 | 0.6322 | 0.9673 | 0.9762 | nan | 0.9897 | 0.9448 | 0.0 | 0.9706 | 0.9261 | 0.9784 | 0.9843 |
| 0.0751 | 72.4 | 3620 | 0.0364 | 0.6340 | 0.9719 | 0.9773 | nan | 0.9855 | 0.9582 | 0.0 | 0.9717 | 0.9303 | 0.9792 | 0.9848 |
| 0.0813 | 72.8 | 3640 | 0.0365 | 0.6346 | 0.9729 | 0.9777 | nan | 0.9850 | 0.9608 | 0.0 | 0.9716 | 0.9321 | 0.9792 | 0.9847 |
| 0.0673 | 73.2 | 3660 | 0.0364 | 0.6340 | 0.9726 | 0.9771 | nan | 0.9840 | 0.9612 | 0.0 | 0.9715 | 0.9305 | 0.9793 | 0.9848 |
| 0.0727 | 73.6 | 3680 | 0.0366 | 0.6341 | 0.9712 | 0.9774 | nan | 0.9870 | 0.9554 | 0.0 | 0.9715 | 0.9309 | 0.9791 | 0.9847 |
| 0.0701 | 74.0 | 3700 | 0.0363 | 0.6339 | 0.9714 | 0.9771 | nan | 0.9858 | 0.9569 | 0.0 | 0.9716 | 0.9300 | 0.9793 | 0.9848 |
| 0.0754 | 74.4 | 3720 | 0.0367 | 0.6332 | 0.9691 | 0.9767 | nan | 0.9884 | 0.9498 | 0.0 | 0.9712 | 0.9284 | 0.9789 | 0.9846 |
| 0.0858 | 74.8 | 3740 | 0.0367 | 0.6334 | 0.9730 | 0.9765 | nan | 0.9819 | 0.9641 | 0.0 | 0.9709 | 0.9292 | 0.9792 | 0.9847 |
| 0.0752 | 75.2 | 3760 | 0.0366 | 0.6341 | 0.9706 | 0.9775 | nan | 0.9881 | 0.9531 | 0.0 | 0.9715 | 0.9308 | 0.9789 | 0.9846 |
| 0.0826 | 75.6 | 3780 | 0.0365 | 0.6336 | 0.9699 | 0.9771 | nan | 0.9880 | 0.9518 | 0.0 | 0.9714 | 0.9294 | 0.9790 | 0.9847 |
| 0.0649 | 76.0 | 3800 | 0.0364 | 0.6336 | 0.9701 | 0.9769 | nan | 0.9874 | 0.9528 | 0.0 | 0.9715 | 0.9293 | 0.9792 | 0.9848 |
| 0.0867 | 76.4 | 3820 | 0.0361 | 0.6339 | 0.9714 | 0.9770 | nan | 0.9856 | 0.9571 | 0.0 | 0.9715 | 0.9303 | 0.9794 | 0.9849 |
| 0.0714 | 76.8 | 3840 | 0.0367 | 0.6342 | 0.9708 | 0.9777 | nan | 0.9884 | 0.9532 | 0.0 | 0.9715 | 0.9312 | 0.9789 | 0.9846 |
| 0.089 | 77.2 | 3860 | 0.0364 | 0.6339 | 0.9708 | 0.9772 | nan | 0.9871 | 0.9545 | 0.0 | 0.9714 | 0.9303 | 0.9792 | 0.9848 |
| 0.0737 | 77.6 | 3880 | 0.0369 | 0.6332 | 0.9737 | 0.9764 | nan | 0.9804 | 0.9671 | 0.0 | 0.9706 | 0.9290 | 0.9790 | 0.9846 |
| 0.083 | 78.0 | 3900 | 0.0362 | 0.6345 | 0.9720 | 0.9777 | nan | 0.9865 | 0.9576 | 0.0 | 0.9718 | 0.9317 | 0.9793 | 0.9848 |
| 0.0772 | 78.4 | 3920 | 0.0363 | 0.6342 | 0.9736 | 0.9773 | nan | 0.9828 | 0.9644 | 0.0 | 0.9714 | 0.9311 | 0.9793 | 0.9848 |
| 0.0823 | 78.8 | 3940 | 0.0361 | 0.6343 | 0.9728 | 0.9775 | nan | 0.9847 | 0.9609 | 0.0 | 0.9718 | 0.9312 | 0.9794 | 0.9849 |
| 0.0733 | 79.2 | 3960 | 0.0361 | 0.6333 | 0.9712 | 0.9765 | nan | 0.9844 | 0.9580 | 0.0 | 0.9716 | 0.9284 | 0.9794 | 0.9849 |
| 0.0911 | 79.6 | 3980 | 0.0360 | 0.6335 | 0.9716 | 0.9765 | nan | 0.9842 | 0.9590 | 0.0 | 0.9715 | 0.9290 | 0.9794 | 0.9849 |
| 0.0889 | 80.0 | 4000 | 0.0374 | 0.6310 | 0.9653 | 0.9751 | nan | 0.9903 | 0.9403 | 0.0 | 0.9701 | 0.9230 | 0.9782 | 0.9842 |
| 0.0911 | 80.4 | 4020 | 0.0360 | 0.6336 | 0.9707 | 0.9767 | nan | 0.9859 | 0.9555 | 0.0 | 0.9716 | 0.9292 | 0.9795 | 0.9850 |
| 0.0926 | 80.8 | 4040 | 0.0359 | 0.6341 | 0.9715 | 0.9773 | nan | 0.9860 | 0.9571 | 0.0 | 0.9719 | 0.9304 | 0.9795 | 0.9850 |
| 0.0814 | 81.2 | 4060 | 0.0363 | 0.6348 | 0.9722 | 0.9780 | nan | 0.9867 | 0.9577 | 0.0 | 0.9717 | 0.9326 | 0.9792 | 0.9848 |
| 0.0717 | 81.6 | 4080 | 0.0361 | 0.6337 | 0.9727 | 0.9768 | nan | 0.9831 | 0.9624 | 0.0 | 0.9715 | 0.9295 | 0.9794 | 0.9849 |
| 0.0601 | 82.0 | 4100 | 0.0367 | 0.6322 | 0.9671 | 0.9759 | nan | 0.9892 | 0.9451 | 0.0 | 0.9709 | 0.9256 | 0.9788 | 0.9846 |
| 0.0742 | 82.4 | 4120 | 0.0359 | 0.6339 | 0.9718 | 0.9770 | nan | 0.9849 | 0.9588 | 0.0 | 0.9717 | 0.9300 | 0.9795 | 0.9850 |
| 0.0616 | 82.8 | 4140 | 0.0359 | 0.6347 | 0.9731 | 0.9778 | nan | 0.9850 | 0.9611 | 0.0 | 0.9719 | 0.9322 | 0.9795 | 0.9849 |
| 0.0768 | 83.2 | 4160 | 0.0358 | 0.6347 | 0.9725 | 0.9778 | nan | 0.9859 | 0.9591 | 0.0 | 0.9720 | 0.9320 | 0.9795 | 0.9850 |
| 0.0904 | 83.6 | 4180 | 0.0368 | 0.6329 | 0.9739 | 0.9761 | nan | 0.9796 | 0.9681 | 0.0 | 0.9704 | 0.9284 | 0.9790 | 0.9846 |
| 0.0697 | 84.0 | 4200 | 0.0360 | 0.6339 | 0.9703 | 0.9772 | nan | 0.9877 | 0.9530 | 0.0 | 0.9716 | 0.9302 | 0.9793 | 0.9849 |
| 0.0694 | 84.4 | 4220 | 0.0363 | 0.6338 | 0.9700 | 0.9773 | nan | 0.9885 | 0.9514 | 0.0 | 0.9715 | 0.9300 | 0.9791 | 0.9847 |
| 0.0672 | 84.8 | 4240 | 0.0359 | 0.6333 | 0.9707 | 0.9764 | nan | 0.9851 | 0.9564 | 0.0 | 0.9719 | 0.9280 | 0.9795 | 0.9850 |
| 0.0801 | 85.2 | 4260 | 0.0364 | 0.6336 | 0.9739 | 0.9767 | nan | 0.9810 | 0.9668 | 0.0 | 0.9709 | 0.9298 | 0.9793 | 0.9847 |
| 0.073 | 85.6 | 4280 | 0.0357 | 0.6339 | 0.9713 | 0.9770 | nan | 0.9856 | 0.9570 | 0.0 | 0.9719 | 0.9298 | 0.9796 | 0.9851 |
| 0.0873 | 86.0 | 4300 | 0.0357 | 0.6342 | 0.9726 | 0.9772 | nan | 0.9843 | 0.9609 | 0.0 | 0.9718 | 0.9308 | 0.9796 | 0.9851 |
| 0.0882 | 86.4 | 4320 | 0.0357 | 0.6344 | 0.9720 | 0.9775 | nan | 0.9860 | 0.9580 | 0.0 | 0.9719 | 0.9314 | 0.9795 | 0.9850 |
| 0.0707 | 86.8 | 4340 | 0.0358 | 0.6342 | 0.9728 | 0.9772 | nan | 0.9841 | 0.9615 | 0.0 | 0.9718 | 0.9309 | 0.9796 | 0.9850 |
| 0.0757 | 87.2 | 4360 | 0.0357 | 0.6339 | 0.9707 | 0.9770 | nan | 0.9867 | 0.9547 | 0.0 | 0.9719 | 0.9297 | 0.9795 | 0.9850 |
| 0.0894 | 87.6 | 4380 | 0.0357 | 0.6342 | 0.9714 | 0.9773 | nan | 0.9864 | 0.9563 | 0.0 | 0.9718 | 0.9307 | 0.9796 | 0.9850 |
| 0.0808 | 88.0 | 4400 | 0.0358 | 0.6338 | 0.9704 | 0.9770 | nan | 0.9872 | 0.9536 | 0.0 | 0.9717 | 0.9297 | 0.9794 | 0.9850 |
| 0.0781 | 88.4 | 4420 | 0.0361 | 0.6333 | 0.9691 | 0.9768 | nan | 0.9886 | 0.9495 | 0.0 | 0.9715 | 0.9284 | 0.9792 | 0.9848 |
| 0.071 | 88.8 | 4440 | 0.0373 | 0.6317 | 0.9662 | 0.9757 | nan | 0.9903 | 0.9421 | 0.0 | 0.9700 | 0.9250 | 0.9783 | 0.9843 |
| 0.0804 | 89.2 | 4460 | 0.0357 | 0.6346 | 0.9718 | 0.9777 | nan | 0.9868 | 0.9568 | 0.0 | 0.9720 | 0.9317 | 0.9795 | 0.9850 |
| 0.0804 | 89.6 | 4480 | 0.0358 | 0.6334 | 0.9700 | 0.9767 | nan | 0.9870 | 0.9529 | 0.0 | 0.9718 | 0.9286 | 0.9795 | 0.9850 |
| 0.0616 | 90.0 | 4500 | 0.0356 | 0.6346 | 0.9724 | 0.9777 | nan | 0.9859 | 0.9590 | 0.0 | 0.9721 | 0.9319 | 0.9796 | 0.9850 |
| 0.0599 | 90.4 | 4520 | 0.0357 | 0.6339 | 0.9716 | 0.9769 | nan | 0.9852 | 0.9579 | 0.0 | 0.9719 | 0.9296 | 0.9796 | 0.9851 |
| 0.0865 | 90.8 | 4540 | 0.0356 | 0.6342 | 0.9711 | 0.9774 | nan | 0.9869 | 0.9553 | 0.0 | 0.9719 | 0.9307 | 0.9795 | 0.9850 |
| 0.0899 | 91.2 | 4560 | 0.0356 | 0.6342 | 0.9717 | 0.9773 | nan | 0.9859 | 0.9575 | 0.0 | 0.9720 | 0.9308 | 0.9797 | 0.9851 |
| 0.0698 | 91.6 | 4580 | 0.0356 | 0.6344 | 0.9721 | 0.9774 | nan | 0.9856 | 0.9587 | 0.0 | 0.9719 | 0.9313 | 0.9797 | 0.9851 |
| 0.0617 | 92.0 | 4600 | 0.0358 | 0.6338 | 0.9725 | 0.9768 | nan | 0.9833 | 0.9618 | 0.0 | 0.9717 | 0.9297 | 0.9796 | 0.9850 |
| 0.0669 | 92.4 | 4620 | 0.0355 | 0.6341 | 0.9714 | 0.9772 | nan | 0.9861 | 0.9568 | 0.0 | 0.9720 | 0.9303 | 0.9796 | 0.9851 |
| 0.0772 | 92.8 | 4640 | 0.0356 | 0.6343 | 0.9714 | 0.9774 | nan | 0.9867 | 0.9562 | 0.0 | 0.9720 | 0.9310 | 0.9796 | 0.9851 |
| 0.0744 | 93.2 | 4660 | 0.0355 | 0.6342 | 0.9719 | 0.9772 | nan | 0.9855 | 0.9583 | 0.0 | 0.9720 | 0.9305 | 0.9797 | 0.9851 |
| 0.0826 | 93.6 | 4680 | 0.0355 | 0.6344 | 0.9715 | 0.9775 | nan | 0.9868 | 0.9561 | 0.0 | 0.9721 | 0.9310 | 0.9796 | 0.9851 |
| 0.0672 | 94.0 | 4700 | 0.0355 | 0.6341 | 0.9714 | 0.9772 | nan | 0.9860 | 0.9567 | 0.0 | 0.9719 | 0.9305 | 0.9797 | 0.9851 |
| 0.0727 | 94.4 | 4720 | 0.0357 | 0.6341 | 0.9706 | 0.9773 | nan | 0.9876 | 0.9536 | 0.0 | 0.9718 | 0.9306 | 0.9795 | 0.9850 |
| 0.0706 | 94.8 | 4740 | 0.0355 | 0.6341 | 0.9715 | 0.9771 | nan | 0.9856 | 0.9575 | 0.0 | 0.9719 | 0.9302 | 0.9797 | 0.9851 |
| 0.0636 | 95.2 | 4760 | 0.0355 | 0.6341 | 0.9714 | 0.9772 | nan | 0.9860 | 0.9569 | 0.0 | 0.9721 | 0.9303 | 0.9797 | 0.9851 |
| 0.0754 | 95.6 | 4780 | 0.0356 | 0.6342 | 0.9708 | 0.9774 | nan | 0.9875 | 0.9541 | 0.0 | 0.9720 | 0.9306 | 0.9796 | 0.9851 |
| 0.0857 | 96.0 | 4800 | 0.0356 | 0.6340 | 0.9706 | 0.9772 | nan | 0.9873 | 0.9538 | 0.0 | 0.9719 | 0.9302 | 0.9796 | 0.9851 |
| 0.0695 | 96.4 | 4820 | 0.0355 | 0.6344 | 0.9727 | 0.9774 | nan | 0.9846 | 0.9608 | 0.0 | 0.9720 | 0.9312 | 0.9797 | 0.9851 |
| 0.085 | 96.8 | 4840 | 0.0356 | 0.6341 | 0.9707 | 0.9773 | nan | 0.9875 | 0.9538 | 0.0 | 0.9720 | 0.9304 | 0.9796 | 0.9851 |
| 0.0673 | 97.2 | 4860 | 0.0354 | 0.6343 | 0.9717 | 0.9773 | nan | 0.9858 | 0.9577 | 0.0 | 0.9720 | 0.9308 | 0.9797 | 0.9852 |
| 0.0613 | 97.6 | 4880 | 0.0354 | 0.6343 | 0.9721 | 0.9773 | nan | 0.9852 | 0.9589 | 0.0 | 0.9720 | 0.9308 | 0.9797 | 0.9852 |
| 0.07 | 98.0 | 4900 | 0.0354 | 0.6344 | 0.9715 | 0.9774 | nan | 0.9865 | 0.9564 | 0.0 | 0.9719 | 0.9312 | 0.9796 | 0.9851 |
| 0.0813 | 98.4 | 4920 | 0.0354 | 0.6342 | 0.9718 | 0.9773 | nan | 0.9857 | 0.9580 | 0.0 | 0.9720 | 0.9307 | 0.9797 | 0.9851 |
| 0.0687 | 98.8 | 4940 | 0.0356 | 0.6339 | 0.9706 | 0.9771 | nan | 0.9870 | 0.9542 | 0.0 | 0.9720 | 0.9298 | 0.9796 | 0.9851 |
| 0.0631 | 99.2 | 4960 | 0.0354 | 0.6342 | 0.9718 | 0.9773 | nan | 0.9856 | 0.9580 | 0.0 | 0.9721 | 0.9306 | 0.9797 | 0.9851 |
| 0.0761 | 99.6 | 4980 | 0.0355 | 0.6343 | 0.9719 | 0.9773 | nan | 0.9858 | 0.9580 | 0.0 | 0.9720 | 0.9309 | 0.9797 | 0.9851 |
| 0.0642 | 100.0 | 5000 | 0.0354 | 0.6342 | 0.9715 | 0.9773 | nan | 0.9861 | 0.9570 | 0.0 | 0.9720 | 0.9307 | 0.9797 | 0.9851 |