generated_from_trainer

<!-- 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_DsMetalDam_Cropped

This model is a fine-tuned version of nvidia/mit-b0 on an unknown dataset. It achieves the following results on the evaluation set:

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:

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Matrix Accuracy Austenite Accuracy Martensite/austenite Accuracy Precipitate Accuracy Defect Iou Matrix Iou Austenite Iou Martensite/austenite Iou Precipitate Iou Defect
1.0587 1.0 31 1.4211 0.3165 0.4213 0.6797 0.9192 0.6004 0.2790 0.0 0.3079 0.5281 0.5732 0.1896 0.0 0.2917
0.7494 2.0 62 0.8296 0.4457 0.5918 0.7917 0.8842 0.7985 0.4044 0.0 0.8718 0.6446 0.7549 0.2581 0.0 0.5710
0.6899 3.0 93 0.6045 0.4630 0.6072 0.8321 0.8853 0.8693 0.4065 0.0 0.8749 0.6870 0.8067 0.3224 0.0 0.4986
0.5674 4.0 124 0.5558 0.4880 0.6016 0.8397 0.9109 0.8684 0.4005 0.0 0.8280 0.6978 0.8122 0.3421 0.0 0.5879
0.502 5.0 155 0.5607 0.4955 0.6356 0.8295 0.8603 0.8499 0.6263 0.0 0.8414 0.6855 0.8085 0.3777 0.0 0.6061
0.3986 6.0 186 0.4665 0.5226 0.6215 0.8566 0.8929 0.9040 0.4372 0.0 0.8733 0.7180 0.8334 0.3882 0.0 0.6731
0.331 7.0 217 0.4544 0.5277 0.6452 0.8582 0.8766 0.8989 0.5666 0.0 0.8838 0.7185 0.8371 0.4417 0.0 0.6413
0.4161 8.0 248 0.4218 0.5425 0.6514 0.8629 0.8599 0.9150 0.5838 0.0 0.8982 0.7206 0.8436 0.4604 0.0 0.6879
0.4733 9.0 279 0.4175 0.5496 0.6539 0.8637 0.8721 0.9020 0.6363 0.0 0.8592 0.7251 0.8431 0.4791 0.0 0.7007
0.3915 10.0 310 0.3994 0.5530 0.6416 0.8669 0.8790 0.9120 0.5754 0.0 0.8414 0.7279 0.8477 0.4695 0.0 0.7197
0.3029 11.0 341 0.3929 0.5468 0.6503 0.8668 0.8554 0.9306 0.5384 0.0 0.9268 0.7253 0.8478 0.4538 0.0 0.7071
0.3332 12.0 372 0.3976 0.5591 0.6596 0.8635 0.8651 0.9019 0.6651 0.0 0.8658 0.7218 0.8477 0.4762 0.0 0.7496
0.3069 13.0 403 0.3913 0.5592 0.6602 0.8644 0.8258 0.9217 0.7095 0.0 0.8440 0.7162 0.8498 0.4928 0.0 0.7372
0.3755 14.0 434 0.3747 0.5724 0.6605 0.8736 0.8952 0.9076 0.6185 0.0 0.8811 0.7388 0.8522 0.5152 0.0 0.7557
0.292 15.0 465 0.3751 0.5728 0.6601 0.8706 0.8702 0.9087 0.6860 0.0 0.8355 0.7305 0.8531 0.5146 0.0 0.7657
0.2111 16.0 496 0.3670 0.5689 0.6799 0.8715 0.8415 0.9221 0.7232 0.0 0.9129 0.7279 0.8560 0.5230 0.0 0.7376
0.2375 17.0 527 0.3548 0.5779 0.6576 0.8782 0.8709 0.9309 0.6174 0.0 0.8688 0.7427 0.8584 0.5247 0.0 0.7639
0.2418 18.0 558 0.3560 0.5811 0.6669 0.8781 0.8806 0.9206 0.6467 0.0 0.8867 0.7442 0.8582 0.5329 0.0 0.7700
0.3302 19.0 589 0.3519 0.5831 0.6659 0.8793 0.8848 0.9203 0.6464 0.0 0.8781 0.7474 0.8588 0.5361 0.0 0.7730
0.3702 20.0 620 0.3597 0.5780 0.6814 0.8723 0.8481 0.9163 0.7475 0.0 0.8952 0.7299 0.8579 0.5278 0.0 0.7745
0.2315 21.0 651 0.3551 0.5801 0.6866 0.8744 0.8595 0.9108 0.7622 0.0 0.9003 0.7378 0.8573 0.5383 0.0 0.7673
0.2709 22.0 682 0.3446 0.5849 0.6870 0.8792 0.8549 0.9252 0.7403 0.0 0.9144 0.7430 0.8620 0.5532 0.0 0.7664
0.2355 23.0 713 0.3531 0.5799 0.6873 0.8738 0.8370 0.9227 0.7696 0.0 0.9074 0.7325 0.8600 0.5319 0.0 0.7750
0.288 24.0 744 0.3389 0.5922 0.6829 0.8825 0.8742 0.9248 0.6995 0.0 0.9161 0.7505 0.8622 0.5644 0.0 0.7840
0.2938 25.0 775 0.3420 0.5881 0.6854 0.8804 0.8576 0.9266 0.7337 0.0 0.9091 0.7453 0.8637 0.5521 0.0 0.7796
0.2376 26.0 806 0.3422 0.5954 0.6808 0.8841 0.8984 0.9131 0.6979 0.0 0.8948 0.7559 0.8617 0.5772 0.0 0.7824
0.1839 27.0 837 0.3377 0.5944 0.6752 0.8847 0.8745 0.9317 0.6777 0.0 0.8923 0.7546 0.8641 0.5646 0.0 0.7887
0.3215 28.0 868 0.3465 0.5892 0.6883 0.8789 0.8837 0.9049 0.7560 0.0 0.8968 0.7472 0.8606 0.5559 0.0 0.7821
0.2257 29.0 899 0.3307 0.5968 0.6807 0.8862 0.8814 0.9227 0.7331 0.0 0.8663 0.7581 0.8663 0.5817 0.0 0.7779
0.233 30.0 930 0.3336 0.5996 0.6844 0.8856 0.8732 0.9259 0.7377 0.0 0.8852 0.7559 0.8666 0.5782 0.0 0.7974
0.233 31.0 961 0.3289 0.5976 0.6888 0.8861 0.8823 0.9225 0.7267 0.0 0.9125 0.7583 0.8674 0.5744 0.0 0.7880
0.4085 32.0 992 0.3288 0.6014 0.6930 0.8881 0.8829 0.9228 0.7471 0.0 0.9124 0.7631 0.8685 0.5853 0.0 0.79
0.2231 33.0 1023 0.3352 0.5911 0.6922 0.8862 0.8789 0.9271 0.7076 0.0 0.9476 0.7588 0.8677 0.5683 0.0 0.7607
0.2222 34.0 1054 0.3245 0.6057 0.6880 0.8909 0.8830 0.9309 0.7256 0.0 0.9003 0.7674 0.8705 0.5947 0.0 0.7959
0.2053 35.0 1085 0.3241 0.6028 0.6917 0.8889 0.8756 0.9278 0.7545 0.0 0.9004 0.7628 0.8707 0.5868 0.0 0.7936
0.2542 36.0 1116 0.3207 0.6006 0.6788 0.8881 0.8633 0.9382 0.7266 0.0 0.8659 0.7591 0.8698 0.5800 0.0 0.7940
0.2055 37.0 1147 0.3236 0.5998 0.7014 0.8913 0.8748 0.9331 0.7474 0.0 0.9515 0.7676 0.8721 0.5966 0.0 0.7627
0.1689 38.0 1178 0.3321 0.6024 0.6916 0.8866 0.8882 0.9154 0.7593 0.0 0.8948 0.7603 0.8679 0.5824 0.0 0.8015
0.2576 39.0 1209 0.3345 0.5969 0.7014 0.8845 0.8504 0.9277 0.8100 0.0 0.9187 0.7530 0.8695 0.5735 0.0 0.7886
0.222 40.0 1240 0.3254 0.6053 0.6889 0.8913 0.8976 0.9232 0.7209 0.0 0.9030 0.7691 0.8718 0.5928 0.0 0.7927
0.1623 41.0 1271 0.3276 0.6016 0.6884 0.8908 0.8969 0.9243 0.7087 0.0 0.9121 0.7679 0.8708 0.5909 0.0 0.7783
0.2704 42.0 1302 0.3244 0.6044 0.6899 0.8909 0.8955 0.9210 0.7416 0.0 0.8912 0.7690 0.8710 0.5956 0.0 0.7866
0.1908 43.0 1333 0.3228 0.6047 0.6934 0.8916 0.8731 0.9344 0.7533 0.0 0.9065 0.7673 0.8727 0.5990 0.0 0.7844
0.1495 44.0 1364 0.3240 0.6030 0.6865 0.8910 0.8858 0.9283 0.7337 0.0 0.8845 0.7676 0.8732 0.5867 0.0 0.7875
0.2101 45.0 1395 0.3168 0.6081 0.6901 0.8922 0.8709 0.9355 0.7636 0.0 0.8803 0.7674 0.8745 0.5994 0.0 0.7994
0.1346 46.0 1426 0.3185 0.6035 0.6883 0.8923 0.8869 0.9276 0.7503 0.0 0.8767 0.7699 0.8737 0.5993 0.0 0.7744
0.117 47.0 1457 0.3196 0.6018 0.6847 0.8917 0.8838 0.9261 0.7708 0.0 0.8427 0.7688 0.8736 0.6002 0.0 0.7666
0.2403 48.0 1488 0.3146 0.6081 0.6978 0.8937 0.8683 0.9374 0.7792 0.0 0.9042 0.7704 0.8751 0.6115 0.0 0.7834
0.1426 49.0 1519 0.3208 0.6100 0.6979 0.8922 0.9028 0.9154 0.7652 0.0 0.9059 0.7713 0.8712 0.6122 0.0 0.7955
0.178 50.0 1550 0.3180 0.6075 0.6948 0.8939 0.8856 0.9323 0.7410 0.0 0.9152 0.7719 0.8757 0.6033 0.0 0.7867
0.1789 51.0 1581 0.3262 0.6108 0.6945 0.8931 0.9031 0.9175 0.7619 0.0 0.8902 0.7733 0.8727 0.6115 0.0 0.7968
0.252 52.0 1612 0.3312 0.6075 0.6922 0.8911 0.8984 0.9174 0.7581 0.0 0.8872 0.7701 0.8723 0.5944 0.0 0.8007
0.1836 53.0 1643 0.3247 0.6026 0.6882 0.8907 0.8891 0.9207 0.7724 0.0 0.8589 0.7692 0.8725 0.5925 0.0 0.7789
0.2154 54.0 1674 0.3210 0.6108 0.6994 0.8951 0.8846 0.9309 0.7711 0.0 0.9103 0.7757 0.8757 0.6141 0.0 0.7887
0.1304 55.0 1705 0.3182 0.6132 0.6950 0.8961 0.8969 0.9298 0.7377 0.0 0.9107 0.7779 0.8767 0.6113 0.0 0.8000
0.2055 56.0 1736 0.3201 0.6147 0.6934 0.8958 0.9017 0.9249 0.7482 0.0 0.8923 0.7775 0.8762 0.6135 0.0 0.8064
0.1814 57.0 1767 0.3180 0.6143 0.6863 0.8961 0.8855 0.9370 0.7389 0.0 0.8701 0.7765 0.8772 0.6095 0.0 0.8082
0.1822 58.0 1798 0.3221 0.6095 0.6973 0.8957 0.8946 0.9305 0.7361 0.0 0.9254 0.7766 0.8769 0.6089 0.0 0.7850
0.1751 59.0 1829 0.3258 0.6113 0.7014 0.8932 0.8857 0.9251 0.7846 0.0 0.9115 0.7721 0.8760 0.6022 0.0 0.8060
0.1616 60.0 1860 0.3242 0.6118 0.6999 0.8942 0.8838 0.9297 0.7722 0.0 0.9138 0.7729 0.8772 0.6039 0.0 0.8051
0.1791 61.0 1891 0.3302 0.6126 0.7045 0.8924 0.9016 0.9130 0.7898 0.0 0.9182 0.7733 0.8722 0.6099 0.0 0.8075
0.1588 62.0 1922 0.3178 0.6173 0.6918 0.8984 0.9007 0.9327 0.7299 0.0 0.8958 0.7818 0.8791 0.6182 0.0 0.8072
0.1893 63.0 1953 0.3127 0.6115 0.6924 0.8959 0.8765 0.9395 0.7565 0.0 0.8897 0.7747 0.8790 0.6063 0.0 0.7975
0.1459 64.0 1984 0.3227 0.6097 0.7049 0.8940 0.8810 0.9285 0.7891 0.0 0.9258 0.7731 0.8768 0.6060 0.0 0.7928
0.2339 65.0 2015 0.3242 0.6122 0.7011 0.8961 0.9014 0.9244 0.7549 0.0 0.9251 0.7782 0.8763 0.6178 0.0 0.7886
0.198 66.0 2046 0.3216 0.6132 0.6978 0.8954 0.8864 0.9270 0.7973 0.0 0.8782 0.7765 0.8765 0.6174 0.0 0.7953
0.1759 67.0 2077 0.3191 0.6153 0.7001 0.8965 0.8936 0.9294 0.7599 0.0 0.9175 0.7781 0.8785 0.6126 0.0 0.8072
0.1246 68.0 2108 0.3206 0.6141 0.7029 0.8957 0.8860 0.9299 0.7789 0.0 0.9198 0.7763 0.8787 0.6087 0.0 0.8068
0.1876 69.0 2139 0.3232 0.6154 0.6972 0.8968 0.9042 0.9262 0.7401 0.0 0.9154 0.7805 0.8770 0.6139 0.0 0.8055
0.1843 70.0 2170 0.3238 0.6124 0.7039 0.8949 0.8931 0.9235 0.7834 0.0 0.9196 0.7760 0.8770 0.6101 0.0 0.7987
0.1631 71.0 2201 0.3194 0.6130 0.7007 0.8954 0.8851 0.9295 0.7832 0.0 0.9056 0.7750 0.8786 0.6104 0.0 0.8009
0.1753 72.0 2232 0.3112 0.6170 0.6973 0.8990 0.8904 0.9361 0.7574 0.0 0.9027 0.7826 0.8802 0.6226 0.0 0.7997
0.1663 73.0 2263 0.3222 0.6164 0.6948 0.8979 0.8997 0.9304 0.7443 0.0 0.8994 0.7814 0.8799 0.6126 0.0 0.8083
0.1602 74.0 2294 0.3213 0.6170 0.6970 0.8975 0.9024 0.9256 0.7614 0.0 0.8957 0.7817 0.8786 0.6165 0.0 0.8081
0.1749 75.0 2325 0.3278 0.6127 0.7030 0.8948 0.8887 0.9253 0.7901 0.0 0.9107 0.7754 0.8781 0.6063 0.0 0.8039
0.1681 76.0 2356 0.3172 0.6183 0.7025 0.8997 0.8948 0.9342 0.7603 0.0 0.9231 0.7845 0.8805 0.6281 0.0 0.7981
0.2078 77.0 2387 0.3265 0.6157 0.6951 0.8976 0.9031 0.9239 0.7731 0.0 0.8755 0.7823 0.8783 0.6206 0.0 0.7971
0.2475 78.0 2418 0.3201 0.6167 0.6968 0.8984 0.8890 0.9361 0.7561 0.0 0.9029 0.7812 0.8798 0.6196 0.0 0.8031
0.1696 79.0 2449 0.3209 0.6165 0.6985 0.8991 0.8926 0.9367 0.7442 0.0 0.9189 0.7826 0.8808 0.6187 0.0 0.8004
0.1625 80.0 2480 0.3263 0.6110 0.6949 0.8952 0.8801 0.9316 0.7902 0.0 0.8728 0.7762 0.8783 0.6056 0.0 0.7952
0.1801 81.0 2511 0.3213 0.6133 0.6952 0.8969 0.8920 0.9296 0.7735 0.0 0.8808 0.7789 0.8795 0.6145 0.0 0.7937
0.1679 82.0 2542 0.3209 0.6150 0.7005 0.8984 0.8902 0.9346 0.7624 0.0 0.9154 0.7819 0.8808 0.6168 0.0 0.7956
0.1827 83.0 2573 0.3273 0.6169 0.6968 0.8980 0.9039 0.9266 0.7543 0.0 0.8993 0.7821 0.8792 0.6189 0.0 0.8042
0.1576 84.0 2604 0.3241 0.6116 0.7069 0.8979 0.8960 0.9299 0.7605 0.0 0.9483 0.7816 0.8801 0.6149 0.0 0.7812
0.1845 85.0 2635 0.3181 0.6179 0.6952 0.8993 0.8991 0.9344 0.7349 0.0 0.9075 0.7844 0.8813 0.6128 0.0 0.8110
0.122 86.0 2666 0.3233 0.6169 0.6967 0.8988 0.8992 0.9315 0.7496 0.0 0.9034 0.7834 0.8808 0.6153 0.0 0.8050
0.142 87.0 2697 0.3220 0.6163 0.6982 0.8981 0.8966 0.9282 0.7775 0.0 0.8887 0.7820 0.8804 0.6192 0.0 0.8001
0.1839 88.0 2728 0.3211 0.6106 0.6895 0.8971 0.8823 0.9350 0.7813 0.0 0.8490 0.7795 0.8800 0.6120 0.0 0.7816
0.1716 89.0 2759 0.3240 0.6201 0.7013 0.8999 0.9046 0.9277 0.7663 0.0 0.9079 0.7858 0.8808 0.6284 0.0 0.8054
0.1356 90.0 2790 0.3270 0.6181 0.6962 0.8987 0.9068 0.9261 0.7536 0.0 0.8945 0.7839 0.8794 0.6218 0.0 0.8054
0.1338 91.0 2821 0.3233 0.6200 0.7061 0.8995 0.9033 0.9260 0.7786 0.0 0.9227 0.7852 0.8809 0.6268 0.0 0.8069
0.1509 92.0 2852 0.3197 0.6194 0.6991 0.9008 0.8954 0.9368 0.7537 0.0 0.9098 0.7862 0.8833 0.6237 0.0 0.8041
0.1421 93.0 2883 0.3212 0.6176 0.7027 0.8994 0.8820 0.9394 0.7758 0.0 0.9164 0.7821 0.8825 0.6217 0.0 0.8018
0.1461 94.0 2914 0.3260 0.6148 0.7042 0.8965 0.8872 0.9274 0.8033 0.0 0.9029 0.7782 0.8812 0.6095 0.0 0.8052
0.1412 95.0 2945 0.3251 0.6116 0.7042 0.8948 0.8702 0.9330 0.8171 0.0 0.9009 0.7739 0.8810 0.6000 0.0 0.8032
0.1244 96.0 2976 0.3144 0.6192 0.6993 0.9007 0.8930 0.9365 0.7654 0.0 0.9017 0.7868 0.8821 0.6271 0.0 0.7999
0.1734 97.0 3007 0.3198 0.6191 0.7002 0.8999 0.9025 0.9301 0.7592 0.0001 0.9090 0.7859 0.8808 0.6264 0.0001 0.8026
0.154 98.0 3038 0.3171 0.6178 0.7013 0.9005 0.8937 0.9363 0.7614 0.0 0.9150 0.7864 0.8819 0.6270 0.0 0.7937
0.1866 99.0 3069 0.3227 0.6213 0.7011 0.9006 0.9023 0.9315 0.7580 0.0000 0.9137 0.7868 0.8817 0.6279 0.0000 0.8099
0.1751 100.0 3100 0.3208 0.6191 0.7039 0.9004 0.8813 0.9422 0.7706 0.0 0.9255 0.7841 0.8827 0.6265 0.0 0.8020
0.1078 101.0 3131 0.3304 0.6177 0.7015 0.9013 0.9189 0.9279 0.7176 0.0 0.9431 0.7898 0.8820 0.6233 0.0 0.7935
0.1679 102.0 3162 0.3162 0.6196 0.6978 0.9006 0.8923 0.9355 0.7755 0.0001 0.8856 0.7862 0.8836 0.6234 0.0001 0.8050
0.1005 103.0 3193 0.3241 0.6161 0.7076 0.8984 0.8835 0.9336 0.7977 0.0000 0.9232 0.7815 0.8821 0.6178 0.0000 0.7992
0.1232 104.0 3224 0.3285 0.6154 0.7034 0.8970 0.8966 0.9237 0.7951 0.0000 0.9016 0.7810 0.8801 0.6130 0.0000 0.8029
0.1524 105.0 3255 0.3228 0.6201 0.7009 0.9015 0.8919 0.9392 0.7608 0.0001 0.9124 0.7873 0.8834 0.6298 0.0001 0.8000
0.154 106.0 3286 0.3226 0.6212 0.6972 0.9018 0.9006 0.9367 0.7438 0.0001 0.9048 0.7893 0.8835 0.6250 0.0001 0.8080
0.1818 107.0 3317 0.3237 0.6227 0.7025 0.9013 0.9015 0.9333 0.7574 0.0002 0.9201 0.7888 0.8824 0.6283 0.0002 0.8138
0.1238 108.0 3348 0.3187 0.6212 0.6999 0.9015 0.8949 0.9374 0.7612 0.0001 0.9061 0.7884 0.8837 0.6252 0.0001 0.8087
0.2181 109.0 3379 0.3235 0.6205 0.7012 0.9018 0.8998 0.9360 0.7523 0.0002 0.9176 0.7893 0.8834 0.6276 0.0002 0.8022
0.165 110.0 3410 0.3220 0.6185 0.7003 0.8997 0.8848 0.9362 0.7919 0.0002 0.8882 0.7842 0.8825 0.6238 0.0002 0.8019
0.1889 111.0 3441 0.3178 0.6197 0.6966 0.9011 0.8929 0.9362 0.7745 0.0003 0.8789 0.7873 0.8832 0.6283 0.0003 0.7992
0.1767 112.0 3472 0.3239 0.6205 0.7075 0.8999 0.8875 0.9349 0.7901 0.0002 0.9247 0.7848 0.8829 0.6235 0.0002 0.8111
0.1143 113.0 3503 0.3264 0.6217 0.7030 0.9006 0.8978 0.9329 0.7686 0.0002 0.9154 0.7866 0.8827 0.6257 0.0002 0.8132
0.1224 114.0 3534 0.3247 0.6211 0.7038 0.9003 0.8968 0.9317 0.7779 0.0004 0.9120 0.7862 0.8828 0.6245 0.0004 0.8115
0.1811 115.0 3565 0.3269 0.6216 0.7006 0.9010 0.8899 0.9382 0.7713 0.0004 0.9029 0.7866 0.8840 0.6242 0.0004 0.8129
0.1454 116.0 3596 0.3226 0.6241 0.6999 0.9025 0.8950 0.9378 0.7708 0.0007 0.8950 0.7899 0.8842 0.6344 0.0007 0.8112
0.1171 117.0 3627 0.3200 0.6233 0.7021 0.9026 0.8924 0.9409 0.7599 0.0004 0.9167 0.7897 0.8851 0.6288 0.0004 0.8123
0.207 118.0 3658 0.3268 0.6221 0.6987 0.9016 0.8970 0.9359 0.7634 0.0002 0.8969 0.7881 0.8844 0.6251 0.0002 0.8128
0.1439 119.0 3689 0.3248 0.6212 0.7082 0.9011 0.8888 0.9359 0.7920 0.0008 0.9236 0.7867 0.8839 0.6293 0.0008 0.8053
0.166 120.0 3720 0.3292 0.6205 0.7069 0.9000 0.8925 0.9313 0.7958 0.0014 0.9133 0.7855 0.8829 0.6257 0.0014 0.8073
0.101 121.0 3751 0.3322 0.6178 0.7031 0.8989 0.8968 0.9273 0.7919 0.0010 0.8986 0.7839 0.8814 0.6218 0.0010 0.8008
0.1808 122.0 3782 0.3190 0.6206 0.7010 0.9009 0.8873 0.9379 0.7839 0.0023 0.8936 0.7860 0.8838 0.6272 0.0023 0.8036
0.1685 123.0 3813 0.3256 0.6214 0.6977 0.9030 0.8997 0.9391 0.7465 0.0017 0.9017 0.7912 0.8852 0.6292 0.0017 0.7999
0.119 124.0 3844 0.3226 0.6233 0.6982 0.9033 0.8990 0.9381 0.7618 0.0011 0.8910 0.7921 0.8848 0.6354 0.0011 0.8031
0.1356 125.0 3875 0.3210 0.6230 0.7076 0.9016 0.8922 0.9351 0.7891 0.0013 0.9202 0.7881 0.8845 0.6291 0.0013 0.8118
0.1519 126.0 3906 0.3222 0.6254 0.7047 0.9038 0.9030 0.9363 0.7602 0.0016 0.9224 0.7930 0.8856 0.6363 0.0016 0.8105
0.1492 127.0 3937 0.3224 0.6228 0.7042 0.9022 0.8926 0.9369 0.7835 0.0019 0.9062 0.7895 0.8842 0.6335 0.0019 0.8047
0.1248 128.0 3968 0.3205 0.6245 0.7014 0.9038 0.9000 0.9389 0.7560 0.0023 0.9096 0.7931 0.8853 0.6358 0.0023 0.8060
0.1599 129.0 3999 0.3239 0.6243 0.7040 0.9026 0.9009 0.9346 0.7682 0.0014 0.9151 0.7909 0.8848 0.6317 0.0014 0.8126
0.174 130.0 4030 0.3217 0.6243 0.7037 0.9027 0.8938 0.9370 0.7843 0.0034 0.9000 0.7901 0.8859 0.6319 0.0034 0.8101
0.1679 131.0 4061 0.3264 0.6223 0.6965 0.9028 0.8929 0.9395 0.7734 0.0039 0.8727 0.7907 0.8847 0.6346 0.0039 0.7974
0.1344 132.0 4092 0.3233 0.6243 0.7001 0.9034 0.8971 0.9377 0.7737 0.0041 0.8878 0.7920 0.8849 0.6383 0.0041 0.8022
0.1841 133.0 4123 0.3266 0.6231 0.7053 0.9025 0.8999 0.9352 0.7664 0.0032 0.9218 0.7906 0.8845 0.6319 0.0032 0.8050
0.1372 134.0 4154 0.3306 0.6224 0.7051 0.9015 0.9018 0.9303 0.7803 0.0052 0.9078 0.7889 0.8830 0.6332 0.0051 0.8019
0.1457 135.0 4185 0.3270 0.6249 0.7026 0.9032 0.9065 0.9326 0.7646 0.0038 0.9055 0.7921 0.8847 0.6365 0.0038 0.8076
0.1708 136.0 4216 0.3278 0.6223 0.7006 0.9028 0.8932 0.9392 0.7721 0.0025 0.8962 0.7901 0.8853 0.6331 0.0025 0.8004
0.1442 137.0 4247 0.3284 0.6216 0.7009 0.9029 0.9065 0.9334 0.7555 0.0046 0.9046 0.7923 0.8838 0.6349 0.0045 0.7925
0.1242 138.0 4278 0.3228 0.6195 0.7033 0.9015 0.8872 0.9383 0.7888 0.0048 0.8974 0.7878 0.8851 0.6264 0.0048 0.7937
0.1716 139.0 4309 0.3249 0.6237 0.6992 0.9037 0.8983 0.9393 0.7608 0.0064 0.8911 0.7928 0.8851 0.6374 0.0064 0.7968
0.1714 140.0 4340 0.3274 0.6238 0.6993 0.9030 0.8983 0.9371 0.7679 0.0047 0.8884 0.7913 0.8854 0.6320 0.0047 0.8054
0.1334 141.0 4371 0.3261 0.6250 0.7028 0.9032 0.8935 0.9388 0.7788 0.0061 0.8968 0.7913 0.8855 0.6355 0.0061 0.8068
0.1355 142.0 4402 0.3280 0.6250 0.6974 0.9035 0.9057 0.9345 0.7600 0.0046 0.8824 0.7929 0.8851 0.6354 0.0046 0.8071
0.1104 143.0 4433 0.3239 0.6264 0.7024 0.9039 0.9004 0.9377 0.7642 0.0077 0.9020 0.7929 0.8856 0.6381 0.0077 0.8075
0.1335 144.0 4464 0.3295 0.6249 0.7048 0.9024 0.8990 0.9336 0.7812 0.0059 0.9043 0.7901 0.8850 0.6328 0.0059 0.8107
0.1255 145.0 4495 0.3340 0.6238 0.7053 0.9015 0.8969 0.9321 0.7906 0.0065 0.9002 0.7884 0.8842 0.6309 0.0065 0.8090
0.1631 146.0 4526 0.3336 0.6245 0.7008 0.9023 0.9021 0.9319 0.7792 0.0084 0.8822 0.7906 0.8840 0.6346 0.0084 0.8048
0.1259 147.0 4557 0.3300 0.6258 0.7052 0.9033 0.9039 0.9324 0.7800 0.0065 0.9030 0.7924 0.8852 0.6381 0.0065 0.8065
0.1512 148.0 4588 0.3257 0.6229 0.7031 0.9022 0.8882 0.9393 0.7857 0.0090 0.8932 0.7885 0.8854 0.6307 0.0090 0.8007
0.1487 149.0 4619 0.3272 0.6250 0.7018 0.9037 0.9014 0.9366 0.7664 0.0076 0.8971 0.7929 0.8854 0.6377 0.0076 0.8012
0.1185 150.0 4650 0.3302 0.6256 0.7049 0.9027 0.9022 0.9327 0.7764 0.0136 0.8998 0.7909 0.8848 0.6344 0.0135 0.8043
0.1345 151.0 4681 0.3288 0.6260 0.7026 0.9035 0.9006 0.9363 0.7694 0.0087 0.8982 0.7926 0.8851 0.6378 0.0087 0.8060
0.1453 152.0 4712 0.3324 0.6250 0.7020 0.9027 0.8970 0.9354 0.7808 0.0127 0.8841 0.7904 0.8852 0.6333 0.0126 0.8036
0.182 153.0 4743 0.3322 0.6259 0.7071 0.9034 0.9007 0.9355 0.7710 0.0114 0.9171 0.7921 0.8855 0.6355 0.0113 0.8051
0.1527 154.0 4774 0.3326 0.6271 0.7046 0.9029 0.9037 0.9324 0.7758 0.0153 0.8958 0.7918 0.8847 0.6358 0.0151 0.8082
0.1712 155.0 4805 0.3297 0.6262 0.7054 0.9028 0.8952 0.9369 0.7792 0.0134 0.9023 0.7904 0.8857 0.6324 0.0133 0.8092
0.1386 156.0 4836 0.3275 0.6276 0.7044 0.9037 0.8986 0.9374 0.7712 0.0111 0.9037 0.7922 0.8859 0.6369 0.0111 0.8117
0.1251 157.0 4867 0.3278 0.6266 0.7045 0.9030 0.8967 0.9368 0.7754 0.0171 0.8966 0.7909 0.8859 0.6317 0.0169 0.8077
0.1141 158.0 4898 0.3275 0.6268 0.7030 0.9034 0.9004 0.9350 0.7778 0.0175 0.8841 0.7924 0.8856 0.6362 0.0173 0.8025
0.1759 159.0 4929 0.3262 0.6279 0.7027 0.9036 0.8911 0.9424 0.7677 0.0224 0.8897 0.7915 0.8861 0.6348 0.0221 0.8047
0.1564 160.0 4960 0.3321 0.6254 0.7010 0.9030 0.9013 0.9343 0.7745 0.0131 0.8818 0.7916 0.8851 0.6345 0.0130 0.8030
0.1035 161.0 4991 0.3254 0.6287 0.7066 0.9040 0.8941 0.9389 0.7844 0.0157 0.8997 0.7926 0.8866 0.6388 0.0156 0.8098
0.1407 162.0 5022 0.3269 0.6295 0.7079 0.9034 0.9022 0.9342 0.7743 0.0236 0.9054 0.7923 0.8858 0.6353 0.0232 0.8110
0.1596 163.0 5053 0.3316 0.6274 0.7033 0.9037 0.8985 0.9370 0.7755 0.0132 0.8923 0.7927 0.8862 0.6352 0.0131 0.8100
0.1571 164.0 5084 0.3307 0.6288 0.7055 0.9039 0.9006 0.9355 0.7790 0.0162 0.8964 0.7932 0.8861 0.6381 0.0161 0.8105
0.14 165.0 5115 0.3324 0.6281 0.7063 0.9028 0.8966 0.9352 0.7837 0.0204 0.8955 0.7909 0.8850 0.6342 0.0202 0.8100
0.0965 166.0 5146 0.3288 0.6293 0.7070 0.9040 0.9009 0.9359 0.7759 0.0168 0.9055 0.7936 0.8862 0.6376 0.0167 0.8124
0.1059 167.0 5177 0.3295 0.6295 0.7104 0.9037 0.8924 0.9393 0.7844 0.0189 0.9171 0.7919 0.8867 0.6363 0.0187 0.8137
0.143 168.0 5208 0.3301 0.6304 0.7055 0.9044 0.9025 0.9363 0.7720 0.0177 0.8988 0.7943 0.8865 0.6396 0.0175 0.8142
0.1239 169.0 5239 0.3292 0.6292 0.7056 0.9034 0.8933 0.9387 0.7825 0.0234 0.8903 0.7915 0.8860 0.6362 0.0230 0.8092
0.0995 170.0 5270 0.3293 0.6292 0.7089 0.9041 0.8958 0.9382 0.7824 0.0175 0.9106 0.7931 0.8864 0.6385 0.0174 0.8105
0.1647 171.0 5301 0.3303 0.6284 0.7025 0.9037 0.9006 0.9360 0.7740 0.0196 0.8824 0.7928 0.8857 0.6378 0.0194 0.8062
0.1578 172.0 5332 0.3303 0.6289 0.7056 0.9041 0.8945 0.9390 0.7834 0.0166 0.8944 0.7930 0.8863 0.6397 0.0164 0.8091
0.1099 173.0 5363 0.3310 0.6298 0.7067 0.9044 0.8998 0.9373 0.7760 0.0171 0.9035 0.7941 0.8864 0.6406 0.0170 0.8110
0.0889 174.0 5394 0.3305 0.6289 0.7058 0.9038 0.8997 0.9358 0.7794 0.0182 0.8957 0.7929 0.8860 0.6374 0.0181 0.8099
0.1303 175.0 5425 0.3325 0.6298 0.7087 0.9041 0.8976 0.9371 0.7820 0.0208 0.9060 0.7934 0.8863 0.6396 0.0206 0.8093
0.1573 176.0 5456 0.3334 0.6292 0.7072 0.9039 0.8978 0.9371 0.7800 0.0188 0.9024 0.7932 0.8863 0.6373 0.0187 0.8106
0.1404 177.0 5487 0.3287 0.6303 0.7070 0.9043 0.8970 0.9389 0.7748 0.0206 0.9034 0.7937 0.8864 0.6391 0.0204 0.8117
0.1799 178.0 5518 0.3316 0.6285 0.7083 0.9038 0.8969 0.9373 0.7802 0.0165 0.9106 0.7926 0.8865 0.6361 0.0163 0.8108
0.0879 179.0 5549 0.3289 0.6300 0.7088 0.9042 0.8928 0.9407 0.7785 0.0238 0.9082 0.7930 0.8868 0.6375 0.0235 0.8091
0.1317 180.0 5580 0.3280 0.6291 0.7076 0.9037 0.8930 0.9389 0.7852 0.0204 0.9007 0.7921 0.8867 0.6356 0.0202 0.8107
0.1395 181.0 5611 0.3302 0.6299 0.7070 0.9045 0.8975 0.9385 0.7777 0.0189 0.9022 0.7941 0.8865 0.6400 0.0188 0.8099
0.1051 182.0 5642 0.3297 0.6300 0.7062 0.9044 0.8965 0.9392 0.7762 0.0193 0.8996 0.7936 0.8865 0.6393 0.0191 0.8113
0.2123 183.0 5673 0.3348 0.6297 0.7065 0.9043 0.9009 0.9367 0.7732 0.0185 0.9032 0.7938 0.8864 0.6387 0.0184 0.8111
0.1431 184.0 5704 0.3319 0.6302 0.7050 0.9046 0.9018 0.9370 0.7708 0.0200 0.8955 0.7944 0.8865 0.6404 0.0198 0.8101
0.1264 185.0 5735 0.3316 0.6301 0.7062 0.9045 0.8968 0.9386 0.7801 0.0191 0.8962 0.7937 0.8868 0.6403 0.0189 0.8108
0.1029 186.0 5766 0.3312 0.6299 0.7073 0.9038 0.8951 0.9382 0.7828 0.0232 0.8971 0.7924 0.8865 0.6372 0.0229 0.8105
0.1144 187.0 5797 0.3315 0.6294 0.7033 0.9045 0.8978 0.9391 0.7729 0.0194 0.8874 0.7938 0.8868 0.6391 0.0192 0.8082
0.1373 188.0 5828 0.3325 0.6305 0.7075 0.9043 0.8958 0.9391 0.7783 0.0237 0.9006 0.7932 0.8868 0.6391 0.0234 0.8102
0.1334 189.0 5859 0.3323 0.6314 0.7091 0.9040 0.8972 0.9375 0.7803 0.0265 0.9040 0.7929 0.8865 0.6383 0.0261 0.8132
0.1361 190.0 5890 0.3321 0.6317 0.7090 0.9045 0.8983 0.9383 0.7754 0.0254 0.9077 0.7938 0.8869 0.6397 0.0250 0.8131
0.1067 191.0 5921 0.3309 0.6307 0.7115 0.9038 0.8934 0.9382 0.7876 0.0253 0.9131 0.7920 0.8867 0.6368 0.0249 0.8128
0.1238 192.0 5952 0.3337 0.6309 0.7068 0.9046 0.9031 0.9365 0.7682 0.0203 0.9059 0.7945 0.8865 0.6397 0.0201 0.8136
0.1503 193.0 5983 0.3316 0.6309 0.7094 0.9044 0.8943 0.9400 0.7794 0.0225 0.9111 0.7932 0.8869 0.6398 0.0222 0.8123
0.1565 194.0 6014 0.3331 0.6307 0.7069 0.9043 0.9012 0.9363 0.7756 0.0193 0.9022 0.7938 0.8866 0.6395 0.0191 0.8145
0.1635 195.0 6045 0.3324 0.6311 0.7080 0.9045 0.9001 0.9371 0.7759 0.0213 0.9054 0.7940 0.8867 0.6401 0.0211 0.8136
0.1269 196.0 6076 0.3324 0.6315 0.7089 0.9045 0.8980 0.9384 0.7763 0.0239 0.9081 0.7939 0.8868 0.6399 0.0236 0.8134
0.1467 197.0 6107 0.3311 0.6317 0.7100 0.9045 0.8972 0.9384 0.7787 0.0254 0.9103 0.7937 0.8868 0.6398 0.0251 0.8132
0.1446 198.0 6138 0.3317 0.6316 0.7073 0.9046 0.9006 0.9374 0.7731 0.0231 0.9022 0.7942 0.8867 0.6400 0.0228 0.8144
0.1641 199.0 6169 0.3307 0.6312 0.7061 0.9045 0.8974 0.9388 0.7764 0.0235 0.8943 0.7938 0.8868 0.6399 0.0232 0.8125
0.1013 200.0 6200 0.3309 0.6312 0.7104 0.9042 0.8962 0.9377 0.7848 0.0238 0.9095 0.7932 0.8867 0.6391 0.0235 0.8134

Framework versions