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safety-utcustom-terrain

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metadata
license: other
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
model-index:
  - name: safety-utcustom-terrain-final
    results: []

safety-utcustom-terrain-final

This model is a fine-tuned version of nvidia/mit-b5 on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset. It achieves the following results on the evaluation set:

  • Accuracy Nat: 0.9936
  • Accuracy Rest: 0.3593
  • Accuracy Concrete: 0.9573
  • Accuracy Concrete tiles: 0.9342
  • Accuracy Dark bricks: 0.8621
  • Accuracy Grass: 0.8982
  • Accuracy Red bricks: 0.9247
  • Accuracy Road: 0.9811
  • Accuracy Rough concrete: 0.6239
  • Accuracy Rough red sidewalk: 0.7856
  • Accuracy Speedway bricks: 0.9894
  • Accuracy Steel: 0.9232
  • Accuracy Tiles: 0.2462
  • Accuracy Unlabeled: nan
  • Iou Nat: 0.9838
  • Iou Rest: 0.3530
  • Iou Concrete: 0.8923
  • Iou Concrete tiles: 0.8729
  • Iou Dark bricks: 0.8439
  • Iou Grass: 0.8413
  • Iou Red bricks: 0.9004
  • Iou Road: 0.9610
  • Iou Rough concrete: 0.6173
  • Iou Rough red sidewalk: 0.6248
  • Iou Speedway bricks: 0.9796
  • Iou Steel: 0.8684
  • Iou Tiles: 0.2439
  • Iou Unlabeled: nan
  • Loss: 0.0821
  • Mean Accuracy: 0.8061
  • Mean Iou: 0.7679
  • Overall Accuracy: 0.9801

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: 5e-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.05
  • num_epochs: 100

Training results

Training Loss Epoch Step Accuracy Nat Accuracy Rest Accuracy Concrete Accuracy Concrete tiles Accuracy Dark bricks Accuracy Grass Accuracy Red bricks Accuracy Road Accuracy Rough concrete Accuracy Rough red sidewalk Accuracy Speedway bricks Accuracy Steel Accuracy Tiles Accuracy Unlabeled Iou Nat Iou Rest Iou Concrete Iou Concrete tiles Iou Dark bricks Iou Grass Iou Red bricks Iou Road Iou Rough concrete Iou Rough red sidewalk Iou Speedway bricks Iou Steel Iou Tiles Iou Unlabeled Validation Loss Mean Accuracy Mean Iou Overall Accuracy
2.51 1.18 20 0.0902 0.1772 0.2184 0.1090 0.0127 0.0271 0.0004 0.0071 0.0027 0.0 0.6742 0.0008 0.2799 nan 0.0901 0.0000 0.0797 0.0012 0.0031 0.0192 0.0000 0.0068 0.0001 0.0 0.4633 0.0007 0.0032 0.0 2.5071 0.1230 0.0477 0.2016
1.5504 2.35 40 0.7602 0.0 0.3387 0.0079 0.0014 0.0745 0.0 0.3332 0.0010 0.0 0.9880 0.0 0.0088 nan 0.7577 0.0 0.2038 0.0003 0.0010 0.0682 0.0 0.3127 0.0002 0.0 0.5711 0.0 0.0008 0.0 1.8408 0.1934 0.1368 0.6936
0.6271 3.53 60 0.9551 0.0 0.8127 0.0 0.0 0.2590 0.0 0.8979 0.0 0.0 0.9793 0.0 0.0000 nan 0.9405 0.0 0.5259 0.0 0.0 0.2392 0.0 0.6993 0.0 0.0 0.8263 0.0 0.0000 nan 0.8083 0.3003 0.2486 0.8894
0.3963 4.71 80 0.9698 0.0 0.7973 0.0443 0.0 0.7826 0.0 0.9651 0.0 0.0 0.9777 0.0004 0.0 nan 0.9532 0.0 0.6901 0.0443 0.0 0.5632 0.0 0.7280 0.0 0.0 0.8641 0.0004 0.0 nan 0.4204 0.3490 0.2956 0.9186
0.3558 5.88 100 0.9806 0.0 0.9025 0.3050 0.0 0.7816 0.0 0.9135 0.0031 0.0 0.9632 0.2874 0.0 nan 0.9618 0.0 0.6868 0.3027 0.0 0.6345 0.0 0.8305 0.0031 0.0 0.8915 0.2804 0.0 nan 0.3091 0.3952 0.3532 0.9322
0.2654 7.06 120 0.9793 0.0 0.8161 0.3875 0.0 0.8487 0.0 0.9769 0.0002 0.0009 0.9862 0.4149 0.0 nan 0.9636 0.0 0.7301 0.3046 0.0 0.6491 0.0 0.7846 0.0002 0.0009 0.9014 0.4015 0.0 nan 0.2554 0.4162 0.3643 0.9363
0.1938 8.24 140 0.9830 0.0 0.9010 0.6649 0.0 0.8719 0.0 0.9517 0.1663 0.0374 0.9779 0.6445 0.0 nan 0.9681 0.0 0.7740 0.1887 0.0 0.6642 0.0 0.8746 0.1660 0.0374 0.9354 0.5996 0.0 nan 0.2059 0.4768 0.4006 0.9478
0.202 9.41 160 0.9873 0.0 0.8667 0.7499 0.0282 0.8553 0.0 0.9539 0.5565 0.1631 0.9878 0.6794 0.0172 nan 0.9705 0.0 0.7775 0.2007 0.0282 0.7107 0.0 0.9073 0.4995 0.1493 0.9308 0.6268 0.0166 nan 0.1785 0.5266 0.4475 0.9524
0.174 10.59 180 0.9880 0.0 0.9067 0.7555 0.0684 0.8559 0.0881 0.9470 0.5194 0.4768 0.9831 0.7462 0.0 nan 0.9711 0.0 0.7934 0.2110 0.0680 0.7406 0.0881 0.9141 0.5091 0.3846 0.9482 0.6883 0.0 nan 0.1571 0.5642 0.4859 0.9572
0.1317 11.76 200 0.9865 0.0 0.9250 0.7600 0.7836 0.8949 0.1046 0.9492 0.5791 0.5757 0.9715 0.7851 0.0 nan 0.9720 0.0 0.8087 0.6147 0.7372 0.7440 0.1044 0.9256 0.5756 0.4397 0.9522 0.7135 0.0 nan 0.1391 0.6396 0.5837 0.9632
0.0915 12.94 220 0.9860 0.0 0.9262 0.7639 0.7600 0.9003 0.5878 0.9337 0.6388 0.5331 0.9805 0.7937 0.0115 nan 0.9733 0.0 0.8116 0.6127 0.7370 0.7638 0.5787 0.9065 0.5673 0.4644 0.9561 0.7260 0.0114 nan 0.1252 0.6781 0.6238 0.9644
0.1027 14.12 240 0.9917 0.0 0.9190 0.7523 0.7272 0.8350 0.6341 0.9736 0.6123 0.5560 0.9814 0.7842 0.0590 nan 0.9741 0.0 0.8297 0.6982 0.7163 0.7690 0.6251 0.9232 0.5949 0.4768 0.9583 0.7348 0.0588 nan 0.1175 0.6789 0.6430 0.9672
0.1055 15.29 260 0.9881 0.0 0.9170 0.6841 0.7566 0.8499 0.6607 0.9807 0.6126 0.6318 0.9881 0.7435 0.0304 nan 0.9746 0.0 0.8274 0.6670 0.7390 0.7777 0.6508 0.9133 0.5831 0.5124 0.9579 0.7130 0.0301 nan 0.1139 0.6803 0.6420 0.9669
0.089 16.47 280 0.9883 0.0 0.9266 0.7338 0.7679 0.8684 0.7259 0.9741 0.6241 0.7053 0.9872 0.7572 0.0675 nan 0.9757 0.0 0.8339 0.6869 0.7546 0.7875 0.7145 0.9367 0.5637 0.5270 0.9598 0.7243 0.0665 nan 0.1049 0.7020 0.6562 0.9687
0.0982 17.65 300 0.9932 0.0 0.9315 0.7460 0.8016 0.8161 0.8457 0.9702 0.6211 0.6153 0.9799 0.8352 0.0917 nan 0.9753 0.0 0.8406 0.7205 0.7828 0.7713 0.8009 0.9369 0.5512 0.5013 0.9641 0.7745 0.0881 nan 0.1024 0.7113 0.6698 0.9696
0.0787 18.82 320 0.9902 0.0 0.9380 0.7392 0.8253 0.8625 0.8736 0.9765 0.6109 0.7008 0.9773 0.8889 0.1198 nan 0.9772 0.0 0.8491 0.6967 0.8024 0.7964 0.8242 0.9342 0.5884 0.5514 0.9625 0.7733 0.1164 nan 0.1005 0.7310 0.6825 0.9711
0.0659 20.0 340 0.9924 0.0 0.9213 0.8308 0.8275 0.8675 0.8678 0.9701 0.6168 0.7045 0.9838 0.8907 0.1436 nan 0.9771 0.0 0.8576 0.7540 0.8017 0.8037 0.8045 0.9477 0.5888 0.5288 0.9634 0.7818 0.1388 nan 0.0948 0.7398 0.6883 0.9722
0.0615 21.18 360 0.9914 0.0 0.9523 0.7668 0.8173 0.8567 0.7849 0.9601 0.6088 0.6383 0.9756 0.8970 0.0394 nan 0.9766 0.0 0.8440 0.7240 0.8007 0.7904 0.7613 0.9455 0.6013 0.5302 0.9648 0.7870 0.0386 nan 0.0998 0.7145 0.6742 0.9711
0.0671 22.35 380 0.9918 0.0 0.9463 0.7548 0.8054 0.8489 0.8876 0.9673 0.6129 0.7477 0.9791 0.8704 0.1060 nan 0.9774 0.0 0.8497 0.7045 0.7850 0.7915 0.8271 0.9405 0.5940 0.5749 0.9671 0.7935 0.1040 nan 0.0957 0.7322 0.6853 0.9719
0.0917 23.53 400 0.9909 0.0 0.9336 0.7850 0.8096 0.8687 0.8738 0.9780 0.6158 0.6849 0.9868 0.8362 0.1046 nan 0.9777 0.0 0.8545 0.7320 0.7838 0.8004 0.8380 0.9417 0.5996 0.5411 0.9665 0.7895 0.1043 nan 0.0935 0.7283 0.6869 0.9725
0.0649 24.71 420 0.9925 0.0 0.9283 0.8514 0.8465 0.8542 0.9041 0.9788 0.6238 0.6471 0.9883 0.8563 0.1356 nan 0.9783 0.0 0.8609 0.7683 0.8168 0.8034 0.8423 0.9410 0.6038 0.5446 0.9664 0.7955 0.1335 nan 0.0880 0.7390 0.6965 0.9733
0.0648 25.88 440 0.9920 0.0 0.9411 0.8344 0.8282 0.8705 0.8488 0.9759 0.6163 0.7026 0.9870 0.8342 0.1031 nan 0.9789 0.0 0.8594 0.7905 0.8074 0.8149 0.8212 0.9523 0.5988 0.5236 0.9685 0.7926 0.1028 nan 0.0886 0.7334 0.6931 0.9739
0.0633 27.06 460 0.9913 0.0 0.9298 0.8931 0.8600 0.8680 0.9230 0.9770 0.6187 0.7837 0.9905 0.8313 0.1321 nan 0.9785 0.0 0.8658 0.7637 0.8113 0.8027 0.8376 0.9457 0.6000 0.6097 0.9674 0.7922 0.1316 nan 0.0885 0.7537 0.7005 0.9739
0.0504 28.24 480 0.9911 0.0 0.9332 0.8848 0.8469 0.8925 0.9045 0.9779 0.6205 0.7196 0.9882 0.8626 0.1751 nan 0.9790 0.0 0.8676 0.7879 0.8161 0.8156 0.8464 0.9503 0.5961 0.5367 0.9697 0.8085 0.1739 nan 0.0862 0.7536 0.7037 0.9746
0.0603 29.41 500 0.9932 0.0 0.9429 0.8191 0.8274 0.8523 0.8900 0.9719 0.6164 0.7170 0.9858 0.8697 0.1381 nan 0.9783 0.0 0.8635 0.7952 0.8105 0.8027 0.8526 0.9460 0.6043 0.5907 0.9711 0.8125 0.1370 nan 0.0885 0.7403 0.7050 0.9743
0.0447 30.59 520 0.9902 0.0 0.9484 0.8591 0.8759 0.8866 0.9197 0.9788 0.6183 0.7369 0.9854 0.8896 0.2666 nan 0.9795 0.0 0.8699 0.8193 0.8352 0.8187 0.8540 0.9470 0.6008 0.5913 0.9714 0.8157 0.2453 nan 0.0824 0.7658 0.7191 0.9753
0.0517 31.76 540 0.9910 0.0 0.9372 0.8937 0.8920 0.8815 0.9331 0.9784 0.6245 0.8062 0.9904 0.8431 0.3040 nan 0.9799 0.0 0.8732 0.8217 0.8341 0.8191 0.8354 0.9495 0.6024 0.5985 0.9702 0.8045 0.2819 nan 0.0807 0.7750 0.7208 0.9755
0.0512 32.94 560 0.9934 0.0 0.9411 0.8627 0.7835 0.8619 0.8360 0.9789 0.6166 0.7804 0.9853 0.8938 0.1282 nan 0.9793 0.0 0.8740 0.8110 0.7669 0.8082 0.8223 0.9476 0.6077 0.6209 0.9704 0.8202 0.1262 nan 0.0856 0.7432 0.7042 0.9752
0.0474 34.12 580 0.9925 0.0 0.9511 0.8677 0.8661 0.8697 0.8806 0.9743 0.6254 0.7290 0.9838 0.8987 0.2127 nan 0.9795 0.0 0.8724 0.8249 0.8305 0.8163 0.8461 0.9532 0.5900 0.6061 0.9724 0.8224 0.2101 nan 0.0796 0.7578 0.7172 0.9758
0.0471 35.29 600 0.9922 0.0 0.9352 0.9168 0.8880 0.8596 0.9220 0.9797 0.6205 0.8090 0.9876 0.8911 0.4564 nan 0.9789 0.0 0.8785 0.8174 0.8203 0.8034 0.8567 0.9530 0.6048 0.5828 0.9728 0.8208 0.4101 nan 0.0815 0.7891 0.7307 0.9757
0.0522 36.47 620 0.9943 0.0 0.9353 0.8650 0.8185 0.8543 0.8783 0.9783 0.6238 0.7479 0.9850 0.9008 0.1075 nan 0.9786 0.0 0.8728 0.8187 0.7978 0.8036 0.8519 0.9475 0.6092 0.6031 0.9727 0.8254 0.1075 nan 0.0846 0.7453 0.7068 0.9752
0.043 37.65 640 0.9938 0.0 0.9391 0.9101 0.8167 0.8672 0.9004 0.9800 0.6179 0.7609 0.9853 0.9130 0.1707 nan 0.9796 0.0 0.8763 0.8325 0.7965 0.8145 0.8582 0.9520 0.6101 0.6211 0.9728 0.8251 0.1693 nan 0.0813 0.7581 0.7160 0.9761
0.0429 38.82 660 0.9931 0.0 0.9416 0.8665 0.8163 0.8894 0.9095 0.9792 0.6195 0.7703 0.9876 0.8956 0.1931 nan 0.9804 0.0 0.8790 0.8424 0.7970 0.8264 0.8589 0.9544 0.6086 0.6180 0.9729 0.8282 0.1904 nan 0.0792 0.7586 0.7197 0.9768
0.0506 40.0 680 0.9916 0.0 0.9474 0.8906 0.8488 0.8903 0.8936 0.9796 0.6164 0.7507 0.9894 0.8788 0.2110 nan 0.9807 0.0 0.8770 0.8471 0.8198 0.8269 0.8523 0.9516 0.6061 0.6140 0.9726 0.8269 0.2069 nan 0.0794 0.7606 0.7217 0.9767
0.0426 41.18 700 0.9921 0.0 0.9513 0.9062 0.8437 0.8701 0.9256 0.9788 0.6143 0.7620 0.9887 0.8859 0.2141 nan 0.9804 0.0 0.8763 0.8417 0.8206 0.8174 0.8579 0.9524 0.6066 0.6145 0.9741 0.8318 0.2104 nan 0.0813 0.7641 0.7219 0.9766
0.043 42.35 720 0.9924 0.0 0.9485 0.8467 0.8488 0.8918 0.9142 0.9799 0.6665 0.7487 0.9883 0.8804 0.1911 nan 0.9810 0.0 0.8794 0.8212 0.8281 0.8290 0.8633 0.9536 0.6521 0.6152 0.9744 0.8307 0.1892 nan 0.0758 0.7613 0.7244 0.9773
0.0369 43.53 740 0.9928 0.0 0.9526 0.8837 0.8391 0.8761 0.9155 0.9745 0.6171 0.7684 0.9882 0.8889 0.2243 nan 0.9808 0.0 0.8761 0.8354 0.8189 0.8243 0.8648 0.9536 0.6082 0.6259 0.9747 0.8328 0.2171 nan 0.0800 0.7632 0.7241 0.9770
0.0373 44.71 760 0.9928 0.0 0.9444 0.8855 0.8561 0.8601 0.8866 0.9836 0.6149 0.7557 0.9886 0.8776 0.2033 nan 0.9803 0.0 0.8743 0.8405 0.8347 0.8131 0.8579 0.9458 0.6082 0.6064 0.9741 0.8309 0.1965 nan 0.0832 0.7576 0.7202 0.9762
0.0332 45.88 780 0.9923 0.0 0.9401 0.8656 0.8542 0.8879 0.8911 0.9791 0.6248 0.8070 0.9859 0.9102 0.2295 nan 0.9807 0.0 0.8770 0.8293 0.8286 0.8240 0.8598 0.9451 0.5887 0.5983 0.9746 0.8353 0.2259 nan 0.0818 0.7668 0.7205 0.9765
0.0386 47.06 800 0.9926 0.0325 0.9593 0.8440 0.8593 0.8725 0.8980 0.9703 0.6201 0.7499 0.9851 0.9043 0.1994 nan 0.9810 0.0325 0.8732 0.8141 0.8340 0.8222 0.8616 0.9529 0.5787 0.5951 0.9753 0.8392 0.1945 nan 0.0835 0.7606 0.7196 0.9767
0.0457 48.24 820 0.9933 0.0114 0.9413 0.9301 0.8847 0.8748 0.9043 0.9777 0.6238 0.7846 0.9887 0.8896 0.2452 nan 0.9810 0.0114 0.8789 0.8180 0.8470 0.8198 0.8569 0.9515 0.6110 0.6043 0.9751 0.8365 0.2376 nan 0.0799 0.7730 0.7253 0.9771
0.045 49.41 840 0.9927 0.0 0.9411 0.8221 0.8123 0.8807 0.8406 0.9732 0.6200 0.7598 0.9920 0.8704 0.1768 nan 0.9807 0.0 0.8722 0.7926 0.7954 0.8200 0.8261 0.9524 0.6057 0.6041 0.9720 0.8282 0.1756 nan 0.0856 0.7447 0.7096 0.9762
0.0414 50.59 860 0.9926 0.1220 0.9469 0.8722 0.8333 0.8965 0.8889 0.9775 0.6201 0.7202 0.9903 0.8716 0.2122 nan 0.9814 0.1218 0.8780 0.8280 0.8171 0.8290 0.8561 0.9514 0.6120 0.5965 0.9745 0.8299 0.2088 nan 0.0802 0.7649 0.7296 0.9772
0.038 51.76 880 0.9934 0.0341 0.9430 0.8840 0.8400 0.8810 0.8959 0.9795 0.6205 0.7668 0.9909 0.8688 0.1805 nan 0.9812 0.0341 0.8798 0.8270 0.8212 0.8243 0.8576 0.9539 0.6108 0.6118 0.9746 0.8286 0.1792 nan 0.0805 0.7599 0.7219 0.9773
0.0348 52.94 900 0.9889 0.3008 0.9530 0.9012 0.8565 0.9122 0.9022 0.9801 0.6242 0.8273 0.9888 0.8903 0.2021 nan 0.9810 0.2998 0.8773 0.8303 0.8292 0.8277 0.8710 0.9463 0.5850 0.6260 0.9757 0.8368 0.1981 nan 0.0810 0.7944 0.7449 0.9768
0.0386 54.12 920 0.9938 0.0537 0.9512 0.8835 0.8350 0.8486 0.9054 0.9783 0.6164 0.7138 0.9896 0.8807 0.1991 nan 0.9803 0.0537 0.8779 0.8351 0.8194 0.8058 0.8772 0.9517 0.6106 0.6058 0.9751 0.8357 0.1963 nan 0.0854 0.7576 0.7250 0.9766
0.0387 55.29 940 0.9936 0.0829 0.9422 0.8882 0.8625 0.8795 0.8723 0.9796 0.6231 0.8037 0.9910 0.8757 0.2241 nan 0.9811 0.0828 0.8820 0.8280 0.8400 0.8260 0.8475 0.9557 0.6126 0.6468 0.9754 0.8335 0.2217 nan 0.0794 0.7706 0.7333 0.9777
0.0283 56.47 960 0.9940 0.1073 0.9472 0.8996 0.8596 0.8739 0.9006 0.9807 0.6203 0.7863 0.9864 0.8994 0.2271 nan 0.9810 0.1070 0.8836 0.8254 0.8396 0.8187 0.8586 0.9543 0.6134 0.6249 0.9763 0.8406 0.2245 nan 0.0813 0.7756 0.7345 0.9776
0.0384 57.65 980 0.9925 0.1577 0.9499 0.9201 0.8493 0.8903 0.8871 0.9788 0.6250 0.7860 0.9886 0.8914 0.2491 nan 0.9817 0.1575 0.8825 0.8383 0.8280 0.8280 0.8572 0.9502 0.5993 0.6357 0.9760 0.8399 0.2445 nan 0.0800 0.7820 0.7399 0.9777
0.0284 58.82 1000 0.9922 0.4341 0.9423 0.8988 0.8606 0.8817 0.8903 0.9850 0.6222 0.7714 0.9912 0.8787 0.2188 nan 0.9813 0.4070 0.8806 0.8373 0.8310 0.8225 0.8639 0.9464 0.6076 0.6204 0.9753 0.8363 0.2159 nan 0.0827 0.7975 0.7558 0.9772
0.0282 60.0 1020 0.9918 0.4016 0.9464 0.9251 0.8827 0.8950 0.8991 0.9836 0.6233 0.7761 0.9871 0.9167 0.2432 nan 0.9815 0.3927 0.8841 0.8398 0.8436 0.8236 0.8689 0.9497 0.6084 0.6328 0.9760 0.8398 0.2396 nan 0.0809 0.8055 0.7600 0.9777
0.0327 61.18 1040 0.9918 0.4114 0.9499 0.9102 0.8241 0.9009 0.8756 0.9790 0.6216 0.7633 0.9883 0.9068 0.2295 nan 0.9817 0.4081 0.8796 0.8338 0.8084 0.8279 0.8530 0.9510 0.6062 0.6306 0.9756 0.8438 0.2259 nan 0.0825 0.7963 0.7558 0.9775
0.033 62.35 1060 0.9924 0.3024 0.9527 0.8912 0.8402 0.8845 0.9115 0.9813 0.6220 0.7280 0.9887 0.9029 0.2298 nan 0.9816 0.2995 0.8806 0.8413 0.8209 0.8232 0.8705 0.9529 0.6107 0.6132 0.9762 0.8435 0.2262 nan 0.0824 0.7868 0.7493 0.9776
0.0368 63.53 1080 0.9934 0.1106 0.9447 0.8896 0.8379 0.8801 0.9108 0.9836 0.6245 0.7779 0.9905 0.8842 0.2147 nan 0.9817 0.1106 0.8837 0.8379 0.8201 0.8246 0.8741 0.9522 0.6121 0.6342 0.9760 0.8399 0.2128 nan 0.0803 0.7725 0.7354 0.9779
0.0395 64.71 1100 0.9933 0.0553 0.9391 0.9201 0.8681 0.8875 0.9200 0.9820 0.6582 0.7844 0.9909 0.8916 0.2336 nan 0.9816 0.0553 0.8854 0.8479 0.8407 0.8273 0.8752 0.9526 0.6441 0.6288 0.9760 0.8418 0.2306 nan 0.0766 0.7788 0.7375 0.9782
0.0355 65.88 1120 0.9935 0.1577 0.9472 0.9118 0.8493 0.8630 0.9045 0.9832 0.6617 0.7930 0.9891 0.8981 0.2304 nan 0.9811 0.1575 0.8863 0.8400 0.8324 0.8154 0.8784 0.9513 0.6451 0.6217 0.9769 0.8456 0.2256 nan 0.0792 0.7833 0.7429 0.9778
0.0326 67.06 1140 0.9919 0.1919 0.9547 0.8761 0.8499 0.8893 0.9099 0.9822 0.6300 0.7588 0.9882 0.9022 0.1801 nan 0.9820 0.1919 0.8805 0.8213 0.8275 0.8292 0.8831 0.9492 0.6199 0.6253 0.9767 0.8458 0.1768 nan 0.0798 0.7773 0.7392 0.9778
0.03 68.24 1160 0.9935 0.3057 0.9438 0.9097 0.8682 0.8853 0.9112 0.9814 0.7520 0.7964 0.9891 0.9062 0.2278 nan 0.9820 0.2998 0.8900 0.8445 0.8443 0.8281 0.8803 0.9556 0.7380 0.6151 0.9768 0.8482 0.2242 nan 0.0735 0.8054 0.7636 0.9789
0.0304 69.41 1180 0.9931 0.2634 0.9452 0.9119 0.8890 0.8894 0.9082 0.9829 0.6426 0.7216 0.9899 0.9068 0.2100 nan 0.9820 0.2613 0.8847 0.8445 0.8600 0.8291 0.8779 0.9486 0.6299 0.6227 0.9780 0.8495 0.2039 nan 0.0749 0.7888 0.7517 0.9784
0.0366 70.59 1200 0.9927 0.0472 0.9582 0.8675 0.8251 0.8619 0.9024 0.9774 0.6224 0.8008 0.9870 0.9060 0.1424 nan 0.9819 0.0471 0.8767 0.8272 0.8106 0.8130 0.8767 0.9599 0.6055 0.5239 0.9777 0.8490 0.1354 nan 0.0830 0.7609 0.7142 0.9771
0.0296 71.76 1220 0.9916 0.1431 0.9524 0.9023 0.8712 0.9014 0.8903 0.9791 0.6243 0.7556 0.9916 0.8860 0.1754 nan 0.9819 0.1431 0.8808 0.8397 0.8471 0.8321 0.8665 0.9586 0.6103 0.6133 0.9772 0.8449 0.1710 nan 0.0791 0.7742 0.7359 0.9782
0.0313 72.94 1240 0.9927 0.0894 0.9468 0.9155 0.8566 0.8993 0.8841 0.9796 0.6253 0.7843 0.9926 0.8653 0.2090 nan 0.9821 0.0894 0.8860 0.8653 0.8393 0.8309 0.8594 0.9601 0.6150 0.6127 0.9755 0.8342 0.2065 nan 0.0774 0.7724 0.7351 0.9784
0.0272 74.12 1260 0.9942 0.2228 0.9498 0.9141 0.8849 0.8712 0.9235 0.9781 0.6261 0.7730 0.9907 0.8943 0.2644 nan 0.9817 0.2164 0.8902 0.8554 0.8587 0.8241 0.8853 0.9617 0.6170 0.6001 0.9772 0.8477 0.2536 nan 0.0761 0.7913 0.7515 0.9787
0.0329 75.29 1280 0.9928 0.1902 0.9563 0.8935 0.8582 0.8855 0.8926 0.9794 0.6249 0.7687 0.9893 0.8970 0.2109 nan 0.9821 0.1896 0.8856 0.8492 0.8390 0.8261 0.8720 0.9610 0.6129 0.5996 0.9775 0.8492 0.2071 nan 0.0783 0.7800 0.7424 0.9785
0.0297 76.47 1300 0.9925 0.2602 0.9522 0.9211 0.8558 0.9005 0.8835 0.9813 0.6233 0.7873 0.9882 0.9161 0.2259 nan 0.9823 0.2581 0.8877 0.8522 0.8369 0.8292 0.8674 0.9597 0.6142 0.6165 0.9772 0.8511 0.2211 nan 0.0783 0.7914 0.7503 0.9787
0.0316 77.65 1320 0.9950 0.0683 0.9489 0.9051 0.8369 0.8689 0.8564 0.9788 0.6222 0.7373 0.9890 0.9112 0.2202 nan 0.9813 0.0681 0.8873 0.8526 0.8250 0.8239 0.8418 0.9599 0.6145 0.6000 0.9773 0.8518 0.2182 nan 0.0802 0.7645 0.7309 0.9783
0.0295 78.82 1340 0.9931 0.2309 0.9575 0.8918 0.8445 0.8918 0.8780 0.9784 0.6227 0.7670 0.9876 0.9198 0.2125 nan 0.9825 0.2276 0.8858 0.8543 0.8294 0.8329 0.8619 0.9603 0.6136 0.6130 0.9771 0.8528 0.2104 nan 0.0793 0.7827 0.7463 0.9787
0.0363 80.0 1360 0.9935 0.2293 0.9455 0.9084 0.8572 0.8976 0.8853 0.9827 0.6365 0.7868 0.9908 0.8975 0.2276 nan 0.9824 0.2267 0.8881 0.8519 0.8387 0.8352 0.8649 0.9615 0.6243 0.6143 0.9772 0.8497 0.2253 nan 0.0758 0.7876 0.7493 0.9790
0.0278 81.18 1380 0.9933 0.1659 0.9558 0.9068 0.8466 0.8911 0.8826 0.9817 0.6237 0.7761 0.9879 0.8980 0.2160 nan 0.9825 0.1656 0.8856 0.8531 0.8324 0.8328 0.8661 0.9615 0.6169 0.6027 0.9773 0.8501 0.2138 nan 0.0779 0.7789 0.7416 0.9787
0.0349 82.35 1400 0.9919 0.2244 0.9584 0.8933 0.8434 0.9011 0.8807 0.9809 0.6226 0.7732 0.9893 0.8945 0.2060 nan 0.9826 0.2240 0.8839 0.8456 0.8265 0.8310 0.8619 0.9604 0.6152 0.6070 0.9772 0.8500 0.2038 nan 0.0789 0.7815 0.7438 0.9785
0.0334 83.53 1420 0.9938 0.2081 0.9553 0.9087 0.8442 0.8773 0.8931 0.9789 0.6275 0.7603 0.9896 0.8964 0.2237 nan 0.9822 0.2055 0.8865 0.8505 0.8299 0.8272 0.8748 0.9599 0.6198 0.6036 0.9772 0.8502 0.2211 nan 0.0789 0.7813 0.7452 0.9786
0.0271 84.71 1440 0.9929 0.3496 0.9541 0.9276 0.8700 0.8941 0.8969 0.9810 0.6276 0.7772 0.9882 0.9110 0.2436 nan 0.9825 0.3418 0.8882 0.8426 0.8466 0.8327 0.8717 0.9594 0.6172 0.6108 0.9775 0.8514 0.2407 nan 0.0779 0.8011 0.7587 0.9789
0.0269 85.88 1460 0.9929 0.2959 0.9507 0.9229 0.8474 0.8995 0.9106 0.9824 0.6299 0.7745 0.9895 0.9106 0.2364 nan 0.9826 0.2940 0.8884 0.8451 0.8318 0.8361 0.8758 0.9576 0.6199 0.6215 0.9774 0.8516 0.2340 nan 0.0778 0.7956 0.7551 0.9790
0.0273 87.06 1480 0.9937 0.0894 0.9506 0.9190 0.8680 0.8860 0.9251 0.9807 0.6401 0.7765 0.9898 0.9120 0.2603 nan 0.9826 0.0894 0.8905 0.8519 0.8466 0.8315 0.8874 0.9592 0.6285 0.6164 0.9774 0.8540 0.2562 nan 0.0758 0.7839 0.7440 0.9791
0.0288 88.24 1500 0.9932 0.1854 0.9524 0.9075 0.8556 0.8900 0.8910 0.9808 0.6311 0.7878 0.9903 0.9093 0.2340 nan 0.9828 0.1848 0.8889 0.8508 0.8370 0.8321 0.8751 0.9591 0.6224 0.6146 0.9774 0.8555 0.2317 nan 0.0780 0.7852 0.7471 0.9790
0.0258 89.41 1520 0.9924 0.3057 0.9572 0.9354 0.8573 0.8933 0.8876 0.9823 0.6272 0.7935 0.9876 0.9146 0.2306 nan 0.9826 0.3003 0.8866 0.8465 0.8400 0.8322 0.8710 0.9575 0.6192 0.6181 0.9778 0.8540 0.2259 nan 0.0794 0.7973 0.7548 0.9788
0.023 90.59 1540 0.9927 0.3252 0.9555 0.9297 0.8655 0.8867 0.9231 0.9818 0.6278 0.7999 0.9899 0.9057 0.2339 nan 0.9828 0.3135 0.8881 0.8506 0.8438 0.8323 0.8904 0.9598 0.6192 0.6107 0.9778 0.8548 0.2281 nan 0.0783 0.8014 0.7578 0.9790
0.0263 91.76 1560 0.9935 0.2634 0.9549 0.9192 0.8576 0.8835 0.9122 0.9809 0.6293 0.7828 0.9882 0.9137 0.2440 nan 0.9826 0.2576 0.8877 0.8496 0.8401 0.8323 0.8877 0.9592 0.6229 0.6039 0.9777 0.8543 0.2387 nan 0.0788 0.7941 0.7534 0.9789
0.0308 92.94 1580 0.9933 0.2195 0.9518 0.9267 0.8570 0.8981 0.8983 0.9813 0.6285 0.7817 0.9884 0.9184 0.2340 nan 0.9828 0.2181 0.8883 0.8554 0.8391 0.8335 0.8765 0.9603 0.6199 0.6176 0.9778 0.8563 0.2311 nan 0.0786 0.7905 0.7505 0.9791
0.0255 94.12 1600 0.9936 0.2065 0.9601 0.9187 0.8598 0.8876 0.8846 0.9775 0.6275 0.7880 0.9860 0.9239 0.2229 nan 0.9829 0.2058 0.8874 0.8559 0.8419 0.8333 0.8670 0.9607 0.6197 0.6095 0.9777 0.8581 0.2203 nan 0.0799 0.7874 0.7477 0.9791
0.0288 95.29 1620 0.9932 0.2878 0.9565 0.9128 0.8604 0.8750 0.9047 0.9825 0.6288 0.7858 0.9910 0.8878 0.2249 nan 0.9828 0.2846 0.8870 0.8520 0.8408 0.8290 0.8824 0.9594 0.6188 0.6095 0.9775 0.8493 0.2224 nan 0.0808 0.7916 0.7535 0.9789
0.0278 96.47 1640 0.9944 0.1593 0.9515 0.9112 0.8437 0.8814 0.8830 0.9805 0.6292 0.7454 0.9892 0.9099 0.2248 nan 0.9825 0.1593 0.8880 0.8545 0.8285 0.8316 0.8652 0.9586 0.6228 0.5959 0.9778 0.8548 0.2228 nan 0.0802 0.7772 0.7417 0.9789
0.0266 97.65 1660 0.9933 0.2033 0.9569 0.9173 0.8506 0.8898 0.8823 0.9815 0.6297 0.7677 0.9875 0.9221 0.2112 nan 0.9829 0.2029 0.8874 0.8550 0.8348 0.8321 0.8654 0.9597 0.6215 0.6081 0.9780 0.8558 0.2093 nan 0.0801 0.7841 0.7456 0.9790
0.025 98.82 1680 0.9930 0.2081 0.9597 0.8978 0.8492 0.9013 0.8684 0.9799 0.6333 0.7604 0.9864 0.9254 0.2005 nan 0.9832 0.2075 0.8871 0.8506 0.8329 0.8398 0.8552 0.9606 0.6287 0.6087 0.9772 0.8545 0.1986 nan 0.0787 0.7818 0.7450 0.9792
0.0268 100.0 1700 0.9931 0.1870 0.9549 0.9206 0.8659 0.8962 0.8848 0.9826 0.6367 0.7757 0.9882 0.9147 0.2171 nan 0.9830 0.1861 0.8891 0.8483 0.8460 0.8333 0.8671 0.9596 0.6281 0.6210 0.9784 0.8557 0.2148 nan 0.0788 0.7860 0.7470 0.9793
0.0256 101.18 1720 0.9942 0.1902 0.9516 0.9301 0.8468 0.8849 0.9161 0.9808 0.6354 0.7714 0.9889 0.9183 0.2331 nan 0.9826 0.1896 0.8895 0.8524 0.8318 0.8335 0.8921 0.9605 0.6271 0.6191 0.9780 0.8559 0.2303 nan 0.0785 0.7878 0.7494 0.9792
0.0256 102.35 1740 0.9930 0.3220 0.9563 0.9174 0.8542 0.8969 0.9228 0.9798 0.6242 0.7796 0.9893 0.9139 0.2347 nan 0.9831 0.3163 0.8872 0.8580 0.8359 0.8384 0.8959 0.9590 0.6187 0.6221 0.9785 0.8583 0.2265 nan 0.0795 0.7988 0.7598 0.9793
0.0243 103.53 1760 0.9933 0.1967 0.9556 0.9194 0.8592 0.9019 0.9078 0.9791 0.6303 0.7629 0.9883 0.9218 0.2304 nan 0.9830 0.1961 0.8895 0.8594 0.8390 0.8391 0.8899 0.9602 0.6230 0.6181 0.9782 0.8581 0.2273 nan 0.0781 0.7882 0.7509 0.9794
0.0299 104.71 1780 0.9931 0.2033 0.9584 0.9250 0.8485 0.9021 0.8709 0.9783 0.6225 0.7794 0.9884 0.9216 0.2051 nan 0.9831 0.2026 0.8884 0.8548 0.8335 0.8379 0.8556 0.9612 0.6179 0.6252 0.9788 0.8587 0.2033 nan 0.0785 0.7843 0.7462 0.9794
0.0238 105.88 1800 0.9939 0.1789 0.9530 0.9209 0.8513 0.8998 0.8795 0.9815 0.6352 0.7671 0.9888 0.9116 0.2369 nan 0.9830 0.1789 0.8912 0.8586 0.8351 0.8372 0.8654 0.9615 0.6288 0.6171 0.9785 0.8580 0.2351 nan 0.0770 0.7845 0.7483 0.9796
0.0283 107.06 1820 0.9930 0.2358 0.9605 0.9187 0.8514 0.8910 0.9089 0.9780 0.6273 0.8059 0.9888 0.9097 0.2182 nan 0.9829 0.2342 0.8885 0.8595 0.8352 0.8344 0.8892 0.9608 0.6210 0.6203 0.9786 0.8585 0.2165 nan 0.0792 0.7913 0.7523 0.9792
0.0236 108.24 1840 0.9934 0.3024 0.9579 0.9291 0.8560 0.8895 0.9201 0.9805 0.6352 0.7655 0.9884 0.9079 0.2409 nan 0.9828 0.2981 0.8888 0.8550 0.8388 0.8342 0.8929 0.9592 0.6231 0.6139 0.9783 0.8570 0.2367 nan 0.0789 0.7974 0.7584 0.9792
0.0248 109.41 1860 0.9936 0.2927 0.9553 0.9286 0.8521 0.8933 0.9070 0.9819 0.6299 0.7726 0.9893 0.9061 0.2390 nan 0.9830 0.2885 0.8901 0.8463 0.8344 0.8375 0.8853 0.9592 0.6220 0.6224 0.9784 0.8568 0.2365 nan 0.0784 0.7955 0.7570 0.9794
0.0296 110.59 1880 0.9933 0.1561 0.9523 0.9349 0.8549 0.9022 0.8833 0.9830 0.6291 0.7902 0.9888 0.9162 0.2348 nan 0.9831 0.1561 0.8907 0.8562 0.8386 0.8375 0.8652 0.9607 0.6205 0.6305 0.9783 0.8588 0.2331 nan 0.0777 0.7861 0.7469 0.9795
0.0234 111.76 1900 0.9937 0.2764 0.9536 0.9374 0.8559 0.8959 0.9211 0.9791 0.6245 0.7706 0.9896 0.9138 0.2421 nan 0.9828 0.2742 0.8901 0.8577 0.8386 0.8378 0.8941 0.9596 0.6196 0.6235 0.9785 0.8596 0.2400 nan 0.0799 0.7964 0.7582 0.9794
0.0256 112.94 1920 0.9931 0.3415 0.9587 0.9101 0.8473 0.8977 0.9016 0.9780 0.6255 0.7751 0.9892 0.9108 0.2290 nan 0.9830 0.3371 0.8884 0.8634 0.8312 0.8370 0.8852 0.9599 0.6191 0.6203 0.9783 0.8605 0.2273 nan 0.0801 0.7967 0.7608 0.9793
0.022 114.12 1940 0.9933 0.3789 0.9556 0.9383 0.8550 0.8948 0.9147 0.9789 0.6288 0.7992 0.9892 0.9181 0.2431 nan 0.9830 0.3612 0.8901 0.8594 0.8375 0.8357 0.8922 0.9607 0.6224 0.6209 0.9785 0.8616 0.2407 nan 0.0786 0.8068 0.7649 0.9794
0.0235 115.29 1960 0.9932 0.3480 0.9560 0.9251 0.8506 0.8939 0.9053 0.9799 0.6274 0.7836 0.9905 0.9063 0.2364 nan 0.9830 0.3424 0.8901 0.8615 0.8324 0.8352 0.8878 0.9598 0.6207 0.6235 0.9783 0.8597 0.2343 nan 0.0790 0.7997 0.7622 0.9794
0.0292 116.47 1980 0.9939 0.3545 0.9550 0.9267 0.8588 0.8872 0.9186 0.9809 0.6221 0.7914 0.9883 0.9215 0.2433 nan 0.9829 0.3455 0.8907 0.8650 0.8402 0.8341 0.8967 0.9594 0.6182 0.6286 0.9787 0.8614 0.2409 nan 0.0803 0.8032 0.7648 0.9795
0.0252 117.65 2000 0.9940 0.3480 0.9533 0.9367 0.8492 0.8846 0.9283 0.9816 0.6248 0.7847 0.9894 0.9175 0.2436 nan 0.9829 0.3386 0.8908 0.8639 0.8326 0.8315 0.8974 0.9589 0.6189 0.6293 0.9788 0.8600 0.2391 nan 0.0801 0.8027 0.7633 0.9794
0.0266 118.82 2020 0.9924 0.4439 0.9605 0.9216 0.8813 0.9003 0.9196 0.9826 0.6329 0.7891 0.9875 0.9215 0.1686 nan 0.9834 0.4326 0.8888 0.8657 0.8562 0.8397 0.8957 0.9589 0.6227 0.6283 0.9782 0.8601 0.1679 nan 0.0790 0.8078 0.7676 0.9795
0.0257 120.0 2040 0.9935 0.3317 0.9584 0.9307 0.8576 0.8875 0.9198 0.9791 0.6243 0.8030 0.9882 0.9262 0.1780 nan 0.9831 0.3259 0.8903 0.8655 0.8413 0.8344 0.8958 0.9607 0.6169 0.6193 0.9788 0.8634 0.1772 nan 0.0813 0.7983 0.7579 0.9795
0.0246 121.18 2060 0.9937 0.2504 0.9544 0.9303 0.8725 0.8938 0.9228 0.9800 0.6265 0.7641 0.9910 0.9045 0.2586 nan 0.9833 0.2476 0.8922 0.8671 0.8509 0.8386 0.9003 0.9603 0.6180 0.6211 0.9782 0.8594 0.2520 nan 0.0773 0.7956 0.7592 0.9797
0.0273 122.35 2080 0.9939 0.1935 0.9529 0.9174 0.8531 0.8845 0.9048 0.9814 0.6249 0.7741 0.9913 0.9008 0.2092 nan 0.9832 0.1926 0.8896 0.8640 0.8383 0.8356 0.8907 0.9592 0.6192 0.6205 0.9774 0.8581 0.2077 nan 0.0812 0.7832 0.7489 0.9794
0.0209 123.53 2100 0.9933 0.2455 0.9573 0.9207 0.8545 0.9000 0.9154 0.9801 0.6232 0.7778 0.9897 0.9137 0.2016 nan 0.9834 0.2439 0.8904 0.8679 0.8394 0.8419 0.8981 0.9600 0.6177 0.6289 0.9784 0.8627 0.2002 nan 0.0805 0.7902 0.7548 0.9797
0.0233 124.71 2120 0.9930 0.2423 0.9551 0.9354 0.8548 0.9022 0.9183 0.9807 0.6224 0.7888 0.9906 0.9106 0.2290 nan 0.9834 0.2407 0.8903 0.8648 0.8388 0.8394 0.8962 0.9600 0.6161 0.6274 0.9785 0.8623 0.2271 nan 0.0803 0.7941 0.7558 0.9797
0.0206 125.88 2140 0.9938 0.3089 0.9518 0.9177 0.8557 0.8886 0.9249 0.9814 0.6287 0.7948 0.9914 0.9048 0.2116 nan 0.9832 0.3035 0.8902 0.8658 0.8395 0.8396 0.9013 0.9591 0.6217 0.6244 0.9783 0.8598 0.2103 nan 0.0804 0.7965 0.7598 0.9796
0.0252 127.06 2160 0.9933 0.3285 0.9544 0.9381 0.8706 0.8985 0.9303 0.9813 0.6272 0.7816 0.9902 0.9175 0.2381 nan 0.9834 0.3211 0.8908 0.8686 0.8502 0.8415 0.9023 0.9597 0.6207 0.6264 0.9788 0.8633 0.2337 nan 0.0794 0.8038 0.7646 0.9798
0.0274 128.24 2180 0.9935 0.3366 0.9562 0.9205 0.8627 0.8976 0.9170 0.9812 0.6234 0.7904 0.9889 0.9198 0.2291 nan 0.9833 0.3312 0.8904 0.8680 0.8469 0.8408 0.8969 0.9593 0.6176 0.6297 0.9789 0.8639 0.2272 nan 0.0801 0.8013 0.7642 0.9797
0.0254 129.41 2200 0.9936 0.2537 0.9551 0.9270 0.8635 0.8960 0.9123 0.9819 0.6250 0.7929 0.9886 0.9260 0.2223 nan 0.9833 0.2512 0.8911 0.8658 0.8461 0.8386 0.8925 0.9590 0.6188 0.6304 0.9792 0.8636 0.2206 nan 0.0796 0.7952 0.7569 0.9797
0.024 130.59 2220 0.9936 0.1951 0.9572 0.9302 0.8622 0.8970 0.9229 0.9811 0.6275 0.7900 0.9893 0.9206 0.2262 nan 0.9835 0.1942 0.8927 0.8688 0.8467 0.8410 0.8989 0.9612 0.6217 0.6272 0.9791 0.8650 0.2247 nan 0.0783 0.7918 0.7542 0.9800
0.027 131.76 2240 0.9933 0.2813 0.9517 0.9241 0.8712 0.9027 0.9345 0.9833 0.6333 0.7869 0.9902 0.9146 0.2275 nan 0.9834 0.2777 0.8926 0.8661 0.8497 0.8405 0.9018 0.9597 0.6237 0.6262 0.9790 0.8631 0.2257 nan 0.0786 0.7996 0.7607 0.9799
0.0208 132.94 2260 0.9935 0.2358 0.9551 0.9257 0.8583 0.8920 0.9265 0.9821 0.6282 0.8028 0.9903 0.9136 0.2308 nan 0.9833 0.2339 0.8921 0.8694 0.8426 0.8365 0.8995 0.9604 0.6216 0.6271 0.9791 0.8638 0.2291 nan 0.0801 0.7950 0.7568 0.9798
0.0251 134.12 2280 0.9937 0.2894 0.9541 0.9327 0.8687 0.8883 0.9182 0.9822 0.6234 0.7846 0.9905 0.9137 0.2341 nan 0.9833 0.2848 0.8915 0.8688 0.8491 0.8362 0.8970 0.9603 0.6178 0.6223 0.9790 0.8634 0.2323 nan 0.0810 0.7980 0.7604 0.9797
0.0217 135.29 2300 0.9942 0.3285 0.9531 0.9385 0.8568 0.8883 0.9183 0.9803 0.6244 0.7928 0.9904 0.9173 0.2393 nan 0.9833 0.3201 0.8922 0.8765 0.8403 0.8374 0.8983 0.9603 0.6188 0.6297 0.9789 0.8644 0.2366 nan 0.0809 0.8017 0.7644 0.9798
0.0249 136.47 2320 0.9937 0.2976 0.9560 0.9356 0.8588 0.8969 0.8910 0.9818 0.6262 0.7744 0.9887 0.9167 0.2345 nan 0.9833 0.2928 0.8913 0.8725 0.8419 0.8377 0.8746 0.9608 0.6198 0.6203 0.9789 0.8643 0.2324 nan 0.0812 0.7963 0.7593 0.9797
0.0229 137.65 2340 0.9940 0.3398 0.9522 0.9262 0.8622 0.8958 0.9253 0.9809 0.6251 0.7975 0.9905 0.9102 0.2338 nan 0.9834 0.3333 0.8922 0.8732 0.8430 0.8405 0.9013 0.9609 0.6189 0.6253 0.9788 0.8638 0.2321 nan 0.0800 0.8026 0.7651 0.9799
0.0255 138.82 2360 0.9942 0.3220 0.9547 0.9288 0.8616 0.8916 0.9138 0.9814 0.6246 0.7646 0.9898 0.9134 0.2408 nan 0.9832 0.3153 0.8923 0.8761 0.8445 0.8383 0.8958 0.9602 0.6180 0.6198 0.9792 0.8644 0.2385 nan 0.0807 0.7986 0.7635 0.9798
0.025 140.0 2380 0.9932 0.3626 0.9544 0.9285 0.8567 0.8978 0.9276 0.9807 0.6266 0.7963 0.9910 0.9159 0.2400 nan 0.9836 0.3551 0.8904 0.8750 0.8394 0.8405 0.9008 0.9601 0.6177 0.6291 0.9785 0.8647 0.2366 nan 0.0811 0.8055 0.7670 0.9798
0.0203 141.18 2400 0.9937 0.3220 0.9577 0.9230 0.8747 0.8940 0.9281 0.9797 0.6233 0.7675 0.9893 0.9159 0.2408 nan 0.9834 0.3163 0.8907 0.8699 0.8540 0.8388 0.8999 0.9594 0.6165 0.6187 0.9794 0.8643 0.2345 nan 0.0815 0.8007 0.7635 0.9798
0.0245 142.35 2420 0.9939 0.3122 0.9541 0.9387 0.8693 0.8924 0.9261 0.9827 0.6251 0.7980 0.9883 0.9334 0.2442 nan 0.9834 0.3077 0.8928 0.8696 0.8511 0.8393 0.9012 0.9599 0.6196 0.6327 0.9793 0.8639 0.2411 nan 0.0800 0.8045 0.7647 0.9800
0.021 143.53 2440 0.9934 0.3626 0.9557 0.9449 0.8650 0.8963 0.9220 0.9824 0.6284 0.7961 0.9896 0.9210 0.2369 nan 0.9836 0.3562 0.8920 0.8759 0.8457 0.8395 0.8999 0.9591 0.6215 0.6309 0.9794 0.8647 0.2342 nan 0.0797 0.8073 0.7679 0.9799
0.0235 144.71 2460 0.9943 0.2911 0.9581 0.9411 0.8603 0.8844 0.9149 0.9794 0.6232 0.7764 0.9884 0.9207 0.2400 nan 0.9832 0.2869 0.8910 0.8680 0.8450 0.8354 0.8936 0.9600 0.6179 0.6198 0.9793 0.8658 0.2369 nan 0.0825 0.7979 0.7602 0.9797
0.0254 145.88 2480 0.9941 0.2846 0.9532 0.9409 0.8680 0.8930 0.9247 0.9798 0.6242 0.7814 0.9903 0.9162 0.2461 nan 0.9833 0.2809 0.8925 0.8708 0.8467 0.8382 0.9010 0.9607 0.6183 0.6232 0.9792 0.8653 0.2431 nan 0.0812 0.7997 0.7618 0.9799
0.0216 147.06 2500 0.9935 0.2927 0.9526 0.9281 0.8561 0.8995 0.9277 0.9810 0.6235 0.7848 0.9913 0.9075 0.2323 nan 0.9834 0.2903 0.8914 0.8714 0.8393 0.8375 0.9033 0.9601 0.6180 0.6270 0.9788 0.8628 0.2305 nan 0.0810 0.7977 0.7611 0.9798
0.0229 148.24 2520 0.9936 0.3642 0.9542 0.9384 0.8601 0.8935 0.9304 0.9833 0.6248 0.7977 0.9898 0.9155 0.2459 nan 0.9835 0.3544 0.8921 0.8637 0.8429 0.8380 0.8966 0.9593 0.6182 0.6257 0.9792 0.8650 0.2430 nan 0.0810 0.8070 0.7663 0.9798
0.022 149.41 2540 0.9934 0.3138 0.9572 0.9460 0.8611 0.8924 0.9241 0.9815 0.6235 0.7865 0.9897 0.9176 0.2397 nan 0.9835 0.3030 0.8909 0.8671 0.8420 0.8378 0.8953 0.9597 0.6182 0.6212 0.9792 0.8652 0.2377 nan 0.0817 0.8020 0.7616 0.9798
0.0235 150.59 2560 0.9938 0.2667 0.9539 0.9397 0.8590 0.8940 0.9200 0.9818 0.6240 0.7736 0.9897 0.9229 0.2428 nan 0.9834 0.2641 0.8916 0.8688 0.8425 0.8378 0.8992 0.9601 0.6176 0.6177 0.9790 0.8660 0.2402 nan 0.0817 0.7971 0.7591 0.9798
0.0224 151.76 2580 0.9938 0.3561 0.9555 0.9403 0.8661 0.8892 0.9244 0.9814 0.6238 0.7724 0.9899 0.9214 0.2453 nan 0.9834 0.3471 0.8912 0.8688 0.8470 0.8374 0.8984 0.9600 0.6176 0.6209 0.9793 0.8658 0.2398 nan 0.0820 0.8046 0.7659 0.9798
0.0205 152.94 2600 0.9939 0.2943 0.9546 0.9375 0.8547 0.8966 0.9193 0.9801 0.6246 0.7738 0.9904 0.9152 0.2378 nan 0.9835 0.2896 0.8918 0.8715 0.8392 0.8383 0.8984 0.9611 0.6185 0.6206 0.9793 0.8657 0.2359 nan 0.0810 0.7979 0.7610 0.9799
0.0197 154.12 2620 0.9929 0.3382 0.9570 0.9462 0.8656 0.9036 0.9324 0.9828 0.6258 0.7921 0.9891 0.9219 0.2389 nan 0.9836 0.3323 0.8919 0.8674 0.8475 0.8405 0.9058 0.9604 0.6171 0.6255 0.9794 0.8656 0.2358 nan 0.0808 0.8067 0.7656 0.9799
0.0209 155.29 2640 0.9943 0.2423 0.9555 0.9340 0.8575 0.8939 0.9254 0.9817 0.6240 0.7638 0.9886 0.9252 0.2443 nan 0.9835 0.2399 0.8926 0.8723 0.8421 0.8398 0.9027 0.9610 0.6175 0.6173 0.9793 0.8657 0.2419 nan 0.0812 0.7946 0.7581 0.9800
0.0203 156.47 2660 0.9940 0.3496 0.9558 0.9387 0.8629 0.8939 0.9251 0.9808 0.6245 0.7735 0.9892 0.9231 0.2499 nan 0.9834 0.3429 0.8926 0.8695 0.8463 0.8400 0.9050 0.9608 0.6177 0.6220 0.9796 0.8664 0.2460 nan 0.0809 0.8047 0.7671 0.9800
0.0225 157.65 2680 0.9938 0.3203 0.9571 0.9292 0.8643 0.8980 0.9265 0.9810 0.6220 0.7662 0.9885 0.9237 0.2427 nan 0.9836 0.3152 0.8912 0.8653 0.8467 0.8419 0.9053 0.9602 0.6169 0.6222 0.9794 0.8654 0.2388 nan 0.0808 0.8010 0.7640 0.9800
0.0269 158.82 2700 0.9943 0.2553 0.9558 0.9247 0.8603 0.8894 0.9212 0.9807 0.6250 0.7761 0.9899 0.9177 0.2444 nan 0.9834 0.2516 0.8928 0.8697 0.8439 0.8390 0.9014 0.9609 0.6184 0.6272 0.9795 0.8653 0.2418 nan 0.0806 0.7950 0.7596 0.9800
0.0204 160.0 2720 0.9940 0.3480 0.9543 0.9310 0.8668 0.8949 0.9281 0.9816 0.6257 0.7981 0.9892 0.9248 0.2527 nan 0.9835 0.3391 0.8932 0.8665 0.8497 0.8404 0.9049 0.9605 0.6187 0.6308 0.9796 0.8656 0.2475 nan 0.0805 0.8069 0.7677 0.9801
0.0188 161.18 2740 0.9934 0.3659 0.9579 0.9386 0.8677 0.8992 0.9274 0.9823 0.6255 0.7694 0.9896 0.9168 0.2531 nan 0.9837 0.3571 0.8920 0.8709 0.8494 0.8420 0.9019 0.9608 0.6191 0.6213 0.9794 0.8654 0.2484 nan 0.0801 0.8067 0.7686 0.9801
0.0218 162.35 2760 0.9936 0.3577 0.9578 0.9321 0.8665 0.9000 0.9290 0.9800 0.6247 0.7756 0.9894 0.9216 0.2515 nan 0.9837 0.3514 0.8919 0.8732 0.8478 0.8421 0.9041 0.9609 0.6183 0.6240 0.9795 0.8674 0.2469 nan 0.0805 0.8061 0.7686 0.9801
0.0203 163.53 2780 0.9931 0.3268 0.9580 0.9177 0.8569 0.9023 0.9230 0.9822 0.6227 0.7698 0.9898 0.9155 0.2411 nan 0.9836 0.3216 0.8910 0.8713 0.8405 0.8406 0.9018 0.9599 0.6167 0.6242 0.9795 0.8664 0.2384 nan 0.0815 0.7999 0.7643 0.9799
0.0229 164.71 2800 0.9933 0.3301 0.9548 0.9399 0.8574 0.9024 0.9303 0.9801 0.6251 0.7891 0.9912 0.9162 0.2512 nan 0.9836 0.3248 0.8924 0.8793 0.8401 0.8410 0.9061 0.9611 0.6190 0.6316 0.9792 0.8669 0.2481 nan 0.0805 0.8047 0.7672 0.9801
0.0189 165.88 2820 0.9940 0.3350 0.9556 0.9351 0.8622 0.8921 0.9278 0.9821 0.6248 0.7816 0.9890 0.9258 0.2524 nan 0.9835 0.3285 0.8930 0.8755 0.8450 0.8390 0.9041 0.9605 0.6187 0.6255 0.9795 0.8665 0.2472 nan 0.0816 0.8044 0.7667 0.9800
0.0235 167.06 2840 0.9933 0.3772 0.9555 0.9379 0.8622 0.9032 0.9265 0.9822 0.6231 0.7864 0.9899 0.9224 0.2539 nan 0.9837 0.3700 0.8925 0.8772 0.8443 0.8412 0.9049 0.9603 0.6176 0.6272 0.9795 0.8669 0.2486 nan 0.0809 0.8087 0.7703 0.9801
0.0218 168.24 2860 0.9935 0.3350 0.9582 0.9314 0.8572 0.8961 0.9207 0.9809 0.6220 0.7770 0.9906 0.9125 0.2426 nan 0.9837 0.3291 0.8914 0.8749 0.8395 0.8412 0.9003 0.9613 0.6170 0.6243 0.9792 0.8658 0.2400 nan 0.0825 0.8013 0.7652 0.9800
0.0225 169.41 2880 0.9941 0.3089 0.9553 0.9303 0.8597 0.8913 0.9232 0.9819 0.6236 0.7837 0.9896 0.9214 0.2450 nan 0.9835 0.304 0.8928 0.8759 0.8426 0.8392 0.9029 0.9611 0.6185 0.6286 0.9794 0.8665 0.2414 nan 0.0818 0.8006 0.7643 0.9800
0.0204 170.59 2900 0.9937 0.3870 0.9557 0.9338 0.8589 0.8986 0.9322 0.9815 0.6253 0.7736 0.9902 0.9196 0.2531 nan 0.9837 0.3766 0.8928 0.8770 0.8424 0.8412 0.9061 0.9611 0.6192 0.6238 0.9793 0.8667 0.2497 nan 0.0808 0.8079 0.7707 0.9801
0.0184 171.76 2920 0.9939 0.3577 0.9575 0.9346 0.8621 0.8910 0.9337 0.9813 0.6253 0.7793 0.9892 0.9239 0.2545 nan 0.9836 0.3487 0.8927 0.8715 0.8450 0.8385 0.9022 0.9612 0.6189 0.6238 0.9795 0.8668 0.2488 nan 0.0817 0.8065 0.7678 0.9800
0.0234 172.94 2940 0.9938 0.3301 0.9576 0.9343 0.8640 0.8945 0.9314 0.9801 0.6259 0.7919 0.9890 0.9268 0.2530 nan 0.9837 0.3232 0.8928 0.8738 0.8453 0.8400 0.9008 0.9615 0.6194 0.6259 0.9794 0.8671 0.2474 nan 0.0814 0.8056 0.7662 0.9801
0.0213 174.12 2960 0.9934 0.3528 0.9570 0.9312 0.8599 0.9020 0.9337 0.9818 0.6259 0.7751 0.9894 0.9218 0.2475 nan 0.9837 0.3461 0.8921 0.8755 0.8432 0.8416 0.9035 0.9609 0.6192 0.6199 0.9796 0.8672 0.2440 nan 0.0815 0.8055 0.7674 0.9801
0.0182 175.29 2980 0.9934 0.3610 0.9574 0.9413 0.8613 0.8957 0.9366 0.9802 0.6249 0.7775 0.9902 0.9251 0.2460 nan 0.9836 0.3535 0.8918 0.8758 0.8435 0.8402 0.9023 0.9612 0.6179 0.6216 0.9794 0.8677 0.2437 nan 0.0820 0.8070 0.7679 0.9800
0.0203 176.47 3000 0.9934 0.3236 0.9573 0.9337 0.8583 0.8992 0.9322 0.9811 0.6247 0.7840 0.9893 0.9246 0.2318 nan 0.9836 0.3184 0.8917 0.8729 0.8421 0.8399 0.9037 0.9607 0.6183 0.6227 0.9795 0.8674 0.2303 nan 0.0825 0.8026 0.7639 0.9800
0.024 177.65 3020 0.9938 0.3236 0.9539 0.9346 0.8584 0.8971 0.9300 0.9825 0.6259 0.7842 0.9899 0.9241 0.2416 nan 0.9837 0.3179 0.8926 0.8711 0.8415 0.8404 0.9034 0.9607 0.6197 0.6244 0.9794 0.8673 0.2400 nan 0.0821 0.8030 0.7648 0.9800
0.0182 178.82 3040 0.9933 0.3740 0.9574 0.9400 0.8569 0.9011 0.9271 0.9818 0.6261 0.7775 0.9900 0.9205 0.2384 nan 0.9838 0.3668 0.8916 0.8713 0.8399 0.8421 0.9023 0.9607 0.6196 0.6247 0.9794 0.8675 0.2366 nan 0.0814 0.8065 0.7682 0.9801
0.0227 180.0 3060 0.9932 0.3447 0.9574 0.9368 0.8584 0.9025 0.9287 0.9817 0.6249 0.7810 0.9896 0.9228 0.2408 nan 0.9838 0.3387 0.8918 0.8728 0.8409 0.8411 0.9050 0.9605 0.6186 0.6261 0.9795 0.8672 0.2391 nan 0.0813 0.8048 0.7665 0.9800
0.0198 181.18 3080 0.9940 0.3593 0.9564 0.9417 0.8583 0.8938 0.9340 0.9814 0.6248 0.7771 0.9889 0.9282 0.2478 nan 0.9837 0.3508 0.8918 0.8712 0.8429 0.8406 0.9037 0.9606 0.6177 0.6240 0.9794 0.8673 0.2456 nan 0.0816 0.8066 0.7676 0.9800
0.0249 182.35 3100 0.9939 0.3122 0.9550 0.9416 0.8634 0.8990 0.9334 0.9814 0.6256 0.7774 0.9899 0.9186 0.2534 nan 0.9838 0.3062 0.8929 0.8700 0.8448 0.8416 0.9050 0.9611 0.6180 0.6212 0.9795 0.8677 0.2501 nan 0.0812 0.8034 0.7648 0.9801
0.0201 183.53 3120 0.9934 0.3008 0.9578 0.9378 0.8544 0.8992 0.9277 0.9808 0.6233 0.7769 0.9899 0.9199 0.2465 nan 0.9838 0.2955 0.8920 0.8724 0.8382 0.8405 0.9022 0.9609 0.6166 0.6208 0.9794 0.8678 0.2438 nan 0.0822 0.8007 0.7626 0.9800
0.0262 184.71 3140 0.9936 0.3382 0.9554 0.9305 0.8554 0.8991 0.9308 0.9814 0.6254 0.7831 0.9905 0.9193 0.2475 nan 0.9838 0.3323 0.8927 0.8766 0.8390 0.8408 0.9037 0.9610 0.6180 0.6240 0.9794 0.8674 0.2455 nan 0.0807 0.8039 0.7665 0.9801
0.0217 185.88 3160 0.9937 0.3740 0.9571 0.9372 0.8574 0.8971 0.9322 0.9816 0.6257 0.7808 0.9894 0.9236 0.2459 nan 0.9838 0.3651 0.8924 0.8744 0.8419 0.8408 0.9036 0.9608 0.6183 0.6234 0.9796 0.8684 0.2437 nan 0.0813 0.8073 0.7689 0.9801
0.0193 187.06 3180 0.9937 0.3854 0.9561 0.9362 0.8592 0.8967 0.9305 0.9825 0.6256 0.7832 0.9895 0.9242 0.2482 nan 0.9837 0.375 0.8928 0.8725 0.8426 0.8408 0.9029 0.9606 0.6183 0.6244 0.9796 0.8681 0.2457 nan 0.0813 0.8085 0.7698 0.9801
0.0252 188.24 3200 0.9938 0.3691 0.9568 0.9326 0.8565 0.8948 0.9250 0.9813 0.6246 0.7735 0.9899 0.9238 0.2452 nan 0.9837 0.3603 0.8923 0.8751 0.8404 0.8403 0.9006 0.9608 0.6178 0.6210 0.9794 0.8683 0.2428 nan 0.0817 0.8051 0.7679 0.9801
0.0204 189.41 3220 0.9938 0.3626 0.9558 0.9326 0.8602 0.8968 0.9294 0.9805 0.6239 0.7823 0.9902 0.9197 0.2490 nan 0.9837 0.3557 0.8927 0.8750 0.8431 0.8403 0.9029 0.9610 0.6175 0.6246 0.9795 0.8682 0.2456 nan 0.0819 0.8059 0.7684 0.9801
0.0249 190.59 3240 0.9936 0.3366 0.9576 0.9339 0.8609 0.8992 0.9281 0.9814 0.6233 0.7887 0.9894 0.9215 0.2500 nan 0.9838 0.3307 0.8927 0.8725 0.8438 0.8409 0.9025 0.9609 0.6170 0.6282 0.9796 0.8679 0.2464 nan 0.0822 0.8049 0.7667 0.9801
0.0215 191.76 3260 0.9939 0.3463 0.9557 0.9361 0.8647 0.8962 0.9289 0.9821 0.6244 0.7839 0.9894 0.9245 0.2526 nan 0.9837 0.3397 0.8932 0.8727 0.8466 0.8406 0.9027 0.9609 0.6172 0.6255 0.9796 0.8678 0.2487 nan 0.0820 0.8060 0.7676 0.9801
0.0225 192.94 3280 0.9937 0.3821 0.9572 0.9380 0.8615 0.8938 0.9264 0.9820 0.6240 0.7830 0.9897 0.9226 0.2461 nan 0.9838 0.3718 0.8921 0.8718 0.8438 0.8402 0.8987 0.9607 0.6166 0.6233 0.9795 0.8679 0.2435 nan 0.0824 0.8077 0.7687 0.9801
0.0221 194.12 3300 0.9937 0.3675 0.9554 0.9395 0.8611 0.8971 0.9268 0.9819 0.6245 0.7911 0.9899 0.9238 0.2495 nan 0.9838 0.3604 0.8930 0.8720 0.8434 0.8408 0.9010 0.9610 0.6170 0.6262 0.9795 0.8679 0.2472 nan 0.0816 0.8078 0.7687 0.9801
0.0198 195.29 3320 0.9939 0.3561 0.9560 0.9346 0.8574 0.8955 0.9280 0.9815 0.6237 0.7885 0.9897 0.9187 0.2494 nan 0.9837 0.3493 0.8926 0.8724 0.8411 0.8404 0.9010 0.9609 0.6173 0.6257 0.9796 0.8679 0.2463 nan 0.0821 0.8056 0.7675 0.9801
0.0182 196.47 3340 0.9936 0.3545 0.9579 0.9313 0.8589 0.8976 0.9259 0.9813 0.6236 0.7862 0.9891 0.9238 0.2451 nan 0.9838 0.3482 0.8920 0.8730 0.8417 0.8409 0.9003 0.9609 0.6171 0.6250 0.9795 0.8682 0.2426 nan 0.0824 0.8053 0.7672 0.9801
0.0186 197.65 3360 0.9936 0.3593 0.9573 0.9342 0.8621 0.8982 0.9247 0.9811 0.6239 0.7856 0.9894 0.9232 0.2462 nan 0.9838 0.3530 0.8923 0.8729 0.8439 0.8413 0.9004 0.9610 0.6173 0.6248 0.9796 0.8684 0.2439 nan 0.0821 0.8061 0.7679 0.9801

Framework versions

  • Transformers 4.30.2
  • Pytorch 2.0.1+cu117
  • Datasets 2.13.1
  • Tokenizers 0.13.3