generated_from_trainer

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segformer-b0-finetuned-metallography_DsF

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 Background Accuracy Haz Accuracy Matrix Accuracy Porosity Accuracy Carbides Accuracy Substrate Iou Background Iou Haz Iou Matrix Iou Porosity Iou Carbides Iou Substrate
1.5187 1.0 8 1.7410 0.2931 0.5071 0.5435 nan 0.9993 0.9535 0.0 0.5823 0.0005 0.0 0.4722 0.8123 0.0 0.4737 0.0005
1.2073 2.0 16 1.6492 0.4611 0.6065 0.6450 nan 0.9990 0.9393 0.0 0.8738 0.2203 nan 0.5253 0.9196 0.0 0.6403 0.2201
1.0802 3.0 24 1.4742 0.4699 0.6448 0.7993 nan 0.5036 0.9851 0.0 0.7425 0.9928 0.0 0.4995 0.9430 0.0 0.6825 0.6944
1.0695 4.0 32 1.2755 0.5079 0.6803 0.8481 nan 0.6272 0.9821 0.0 0.7973 0.9950 0.0 0.6237 0.9482 0.0 0.7235 0.7523
0.7541 5.0 40 1.0442 0.4523 0.6354 0.7553 nan 0.3764 0.9795 0.0 0.8210 1.0 0.0 0.3764 0.9493 0.0 0.7386 0.6494
0.8061 6.0 48 0.8578 0.4381 0.6257 0.7233 nan 0.2902 0.9772 0.0 0.8613 1.0 0.0 0.2902 0.9532 0.0 0.7658 0.6194
0.5941 7.0 56 0.7094 0.4265 0.6125 0.7000 nan 0.2268 0.9832 0.0 0.8527 1.0 0.0 0.2268 0.9577 0.0 0.7754 0.5990
0.8048 8.0 64 0.6804 0.4300 0.6070 0.7168 nan 0.2727 0.9932 0.0 0.7690 1.0 0.0 0.2727 0.9547 0.0 0.7391 0.6136
0.6649 9.0 72 0.9445 0.3885 0.5679 0.6423 nan 0.0758 0.9942 0.0 0.7692 1.0 0.0 0.0758 0.9557 0.0 0.7442 0.5555
0.5352 10.0 80 1.1298 0.3882 0.5736 0.6265 nan 0.0315 0.9875 0.0 0.8489 1.0 0.0 0.0315 0.9613 0.0 0.7926 0.5439
0.5562 11.0 88 0.7704 0.4486 0.6331 0.7295 nan 0.3030 0.9827 0.0 0.8796 1.0 0.0 0.3030 0.9614 0.0 0.8034 0.6237
0.4015 12.0 96 1.1712 0.3857 0.5701 0.6190 nan 0.0108 0.9895 0.0 0.8502 1.0 0.0 0.0108 0.9635 0.0 0.8012 0.5387
0.5045 13.0 104 0.8262 0.4409 0.6167 0.7240 nan 0.2893 0.9939 0.0 0.8004 0.9999 0.0 0.2893 0.9601 0.0 0.7767 0.6191
0.7582 14.0 112 0.9599 0.4301 0.6037 0.7132 nan 0.2620 0.9980 0.0 0.7583 1.0 0.0 0.2620 0.9576 0.0 0.7504 0.6102
0.3979 15.0 120 1.3405 0.3849 0.5649 0.6195 nan 0.0121 0.9952 0.0 0.8171 1.0 0.0 0.0121 0.9639 0.0 0.7946 0.5390
0.3459 16.0 128 1.1669 0.4122 0.5969 0.6555 nan 0.1052 0.9871 0.0 0.8924 1.0 0.0 0.1052 0.9677 0.0 0.8369 0.5635
0.3216 17.0 136 1.2025 0.4040 0.5911 0.6383 nan 0.0601 0.9834 0.0 0.9120 1.0000 0.0 0.0601 0.9671 0.0 0.8457 0.5514
0.3998 18.0 144 1.3530 0.3953 0.5789 0.6182 nan 0.0053 0.9894 0.0 0.8999 1.0 0.0 0.0053 0.9711 0.0 0.8578 0.5373
0.4093 19.0 152 0.2906 0.5675 0.7263 0.9006 nan 0.7494 0.9929 0.0 0.8893 1.0 0.0 0.7494 0.9729 0.0 0.8608 0.8218
0.2958 20.0 160 1.6992 0.3971 0.5803 0.6189 nan 0.0067 0.9898 0.0 0.9050 1.0 0.0 0.0067 0.9723 0.0 0.8659 0.5376
0.2853 21.0 168 1.6151 0.3965 0.5772 0.6183 nan 0.0068 0.9878 0.0 0.8914 1.0 0.0 0.0068 0.9682 0.0 0.8661 0.5377
0.5007 22.0 176 1.2305 0.4258 0.6067 0.6681 nan 0.1358 0.9913 0.0 0.9066 1.0 0.0 0.1358 0.9740 0.0 0.8728 0.5720
1.1254 23.0 184 1.1864 0.4372 0.6170 0.6888 nan 0.1902 0.9922 0.0 0.9027 1.0 0.0 0.1902 0.9742 0.0 0.8710 0.5879
0.3304 24.0 192 0.9748 0.4781 0.6520 0.7609 nan 0.3819 0.9909 0.0 0.8872 1.0 0.0 0.3819 0.9706 0.0 0.8645 0.6514
0.2638 25.0 200 1.2907 0.4061 0.5861 0.6348 nan 0.0478 0.9944 0.0 0.8882 1.0 0.0 0.0478 0.9742 0.0 0.8664 0.5482
0.3102 26.0 208 1.6851 0.3982 0.5837 0.6166 nan 0.0 0.9866 0.0 0.9317 1.0 0.0 0.0 0.9734 0.0 0.8796 0.5360
1.0521 27.0 216 1.8577 0.3974 0.5792 0.6164 nan 0.0 0.9901 0.0 0.9059 1.0 0.0 0.0 0.9727 0.0 0.8756 0.5360
0.7462 28.0 224 0.8075 0.4878 0.6618 0.7722 nan 0.4089 0.9945 0.0 0.9054 1.0 0.0 0.4089 0.9770 0.0 0.8792 0.6616
0.2287 29.0 232 2.0142 0.3908 0.5691 0.6159 nan 0.0 0.9958 0.0 0.8497 1.0 0.0 0.0 0.9696 0.0 0.8394 0.5360
0.2192 30.0 240 2.0412 0.4002 0.5822 0.6176 nan 0.0019 0.9911 0.0 0.9179 1.0 0.0 0.0019 0.9756 0.0 0.8872 0.5364
0.2033 31.0 248 0.9385 0.4938 0.6777 0.7831 nan 0.4394 0.9798 0.0 0.9691 1.0 0.0 0.4394 0.9725 0.0 0.8778 0.6733
0.5603 32.0 256 1.8928 0.3973 0.5762 0.6213 nan 0.0123 0.9968 0.0 0.8720 1.0 0.0 0.0123 0.9740 0.0 0.8586 0.5391
0.3925 33.0 264 2.3578 0.3996 0.5808 0.6171 nan 0.0 0.9939 0.0 0.9103 1.0 0.0 0.0 0.9771 0.0 0.8846 0.5360
0.7285 34.0 272 2.0361 0.4037 0.5881 0.6201 nan 0.0070 0.9903 0.0 0.9433 1.0 0.0 0.0070 0.9789 0.0 0.8985 0.5377
0.3214 35.0 280 2.2648 0.3984 0.5779 0.6181 nan 0.0033 0.9956 0.0 0.8906 1.0 0.0 0.0033 0.9758 0.0 0.8745 0.5368
0.6154 36.0 288 1.7492 0.4144 0.5931 0.6461 nan 0.0776 0.9938 0.0 0.8943 1.0 0.0 0.0776 0.9745 0.0 0.8780 0.5560
0.1243 37.0 296 0.8522 0.5062 0.6802 0.7952 nan 0.4687 0.9911 0.0 0.9413 1.0 0.0 0.4687 0.9793 0.0 0.9045 0.6849
0.1868 38.0 304 1.2724 0.4668 0.6431 0.7323 nan 0.3032 0.9938 0.0 0.9183 1.0 0.0 0.3032 0.9783 0.0 0.8955 0.6238
0.1974 39.0 312 2.2168 0.4026 0.5841 0.6176 nan 0.0 0.9939 0.0 0.9265 1.0 0.0 0.0 0.9797 0.0 0.8997 0.5360
0.2558 40.0 320 1.6210 0.4063 0.5868 0.6261 nan 0.0240 0.9921 0.0 0.9179 1.0 0.0 0.0240 0.9766 0.0 0.8955 0.5421
0.1829 41.0 328 0.9688 0.4806 0.6538 0.7586 nan 0.3731 0.9949 0.0 0.9012 1.0 0.0 0.3731 0.9767 0.0 0.8858 0.6482
0.1703 42.0 336 1.3350 0.4462 0.6250 0.6950 nan 0.2038 0.9949 0.0 0.9263 1.0 0.0 0.2038 0.9806 0.0 0.9011 0.5919
0.1354 43.0 344 1.4363 0.4375 0.6170 0.6795 nan 0.1632 0.9937 0.0 0.9282 1.0 0.0 0.1632 0.9797 0.0 0.9024 0.5799
1.8428 44.0 352 1.5515 0.4524 0.6320 0.7042 nan 0.2289 0.9904 0.0 0.9408 1.0 0.0 0.2289 0.9785 0.0 0.9072 0.5997
0.2148 45.0 360 2.3857 0.4046 0.5877 0.6179 nan 0.0002 0.9925 0.0 0.9458 1.0 0.0 0.0002 0.9814 0.0 0.9098 0.5360
0.3558 46.0 368 1.6408 0.4296 0.6084 0.6672 nan 0.1308 0.9958 0.0 0.9152 1.0 0.0 0.1308 0.9798 0.0 0.8966 0.5706
0.1668 47.0 376 1.2740 0.4795 0.6541 0.7521 nan 0.3549 0.9947 0.0 0.9207 1.0 0.0 0.3549 0.9795 0.0 0.9007 0.6417
0.1406 48.0 384 1.8785 0.4503 0.6303 0.6986 nan 0.2129 0.9923 0.0 0.9461 1.0 0.0 0.2129 0.9812 0.0 0.9128 0.5947
0.1155 49.0 392 2.5516 0.4057 0.5844 0.6285 nan 0.0296 0.9973 0.0 0.8953 1.0 0.0 0.0296 0.9781 0.0 0.8831 0.5434
0.1754 50.0 400 1.1770 0.4830 0.6565 0.7591 nan 0.3733 0.9963 0.0 0.9128 1.0 0.0 0.3733 0.9799 0.0 0.8964 0.6483
0.1437 51.0 408 1.3503 0.4607 0.6404 0.7152 nan 0.2561 0.9926 0.0 0.9535 1.0 0.0 0.2561 0.9827 0.0 0.9171 0.6083
0.9567 52.0 416 2.4101 0.4082 0.5906 0.6234 nan 0.0144 0.9930 0.0 0.9459 1.0 0.0 0.0144 0.9819 0.0 0.9133 0.5396
0.1069 53.0 424 2.3543 0.4055 0.5871 0.6199 nan 0.0054 0.9940 0.0 0.9360 1.0 0.0 0.0054 0.9813 0.0 0.9092 0.5373
0.1372 54.0 432 1.8558 0.4259 0.6079 0.6546 nan 0.0965 0.9929 0.0 0.9501 1.0 0.0 0.0965 0.9825 0.0 0.9154 0.5611
0.1256 55.0 440 1.6107 0.4701 0.6463 0.7340 nan 0.3063 0.9948 0.0 0.9303 1.0 0.0 0.3063 0.9812 0.0 0.9082 0.6248
0.1052 56.0 448 2.1773 0.4252 0.6070 0.6531 nan 0.0927 0.9928 0.0 0.9493 1.0 0.0 0.0927 0.9823 0.0 0.9162 0.5601
0.1056 57.0 456 2.0693 0.4295 0.6107 0.6607 nan 0.1124 0.9935 0.0 0.9475 1.0 0.0 0.1124 0.9826 0.0 0.9163 0.5655
0.1147 58.0 464 2.5501 0.4120 0.5934 0.6296 nan 0.0310 0.9930 0.0 0.9429 1.0 0.0 0.0310 0.9814 0.0 0.9158 0.5438
0.6233 59.0 472 2.1451 0.4237 0.6057 0.6494 nan 0.0828 0.9926 0.0 0.9529 1.0 0.0 0.0828 0.9827 0.0 0.9194 0.5574
0.1155 60.0 480 2.2341 0.4231 0.6045 0.6487 nan 0.0808 0.9934 0.0 0.9485 1.0 0.0 0.0808 0.9827 0.0 0.9180 0.5569
0.0929 61.0 488 1.9055 0.4321 0.6125 0.6644 nan 0.1221 0.9939 0.0 0.9466 1.0 0.0 0.1221 0.9829 0.0 0.9193 0.5682
0.1289 62.0 496 1.8765 0.4305 0.6140 0.6613 nan 0.1144 0.9897 0.0 0.9659 1.0 0.0 0.1144 0.9818 0.0 0.9207 0.5660
0.489 63.0 504 2.2911 0.4089 0.5921 0.6216 nan 0.0090 0.9924 0.0 0.9592 1.0 0.0 0.0090 0.9834 0.0 0.9229 0.5382
1.9095 64.0 512 2.1933 0.4267 0.6070 0.6552 nan 0.0979 0.9950 0.0 0.9420 1.0 0.0 0.0979 0.9832 0.0 0.9177 0.5615
0.131 65.0 520 1.8518 0.4368 0.6159 0.6746 nan 0.1492 0.9958 0.0 0.9348 1.0 0.0 0.1492 0.9828 0.0 0.9130 0.5758
0.093 66.0 528 2.1332 0.4164 0.6038 0.6388 nan 0.0554 0.9872 0.0 0.9766 1.0 0.0 0.0554 0.9810 0.0 0.9118 0.5501
0.0769 67.0 536 2.3863 0.4085 0.5899 0.6218 nan 0.0099 0.9938 0.0 0.9457 1.0 0.0 0.0099 0.9827 0.0 0.9199 0.5385
0.0871 68.0 544 2.1332 0.4143 0.5945 0.6338 nan 0.0416 0.9950 0.0 0.9359 1.0 0.0 0.0416 0.9823 0.0 0.9151 0.5465
0.0793 69.0 552 2.4864 0.4101 0.5905 0.6261 nan 0.0210 0.9962 0.0 0.9351 1.0 0.0 0.0210 0.9834 0.0 0.9148 0.5412
0.0888 70.0 560 2.2697 0.4268 0.6071 0.6545 nan 0.0957 0.9954 0.0 0.9446 1.0 0.0 0.0957 0.9840 0.0 0.9201 0.5609
0.08 71.0 568 2.0904 0.4246 0.6105 0.6515 nan 0.0888 0.9877 0.0 0.9758 1.0 0.0 0.0888 0.9814 0.0 0.9185 0.5590
0.0897 72.0 576 1.6181 0.4453 0.6247 0.6863 nan 0.1796 0.9945 0.0 0.9496 1.0 0.0 0.1796 0.984 0.0 0.9233 0.5847
0.0944 73.0 584 2.3413 0.4231 0.6029 0.6488 nan 0.0808 0.9958 0.0 0.9377 1.0 0.0 0.0808 0.9834 0.0 0.9176 0.5568
0.075 74.0 592 2.8188 0.4132 0.5945 0.6295 nan 0.0299 0.9944 0.0 0.9484 1.0 0.0 0.0299 0.9836 0.0 0.9221 0.5435
0.0662 75.0 600 1.2679 0.4941 0.6715 0.7693 nan 0.3984 0.9914 0.0 0.9679 1.0 0.0 0.3984 0.9838 0.0 0.9252 0.6575
0.098 76.0 608 1.8848 0.4348 0.6162 0.6667 nan 0.1276 0.9932 0.0 0.9600 1.0 0.0 0.1276 0.9844 0.0 0.9270 0.5697
0.0674 77.0 616 2.2552 0.4205 0.6012 0.6420 nan 0.0625 0.9952 0.0 0.9481 1.0 0.0 0.0625 0.9844 0.0 0.9240 0.5520
0.1523 78.0 624 1.8392 0.4369 0.6177 0.6706 nan 0.1378 0.9941 0.0 0.9568 1.0 0.0 0.1378 0.9847 0.0 0.9261 0.5726
0.0885 79.0 632 1.0762 0.5071 0.6819 0.7902 nan 0.4533 0.9927 0.0 0.9638 1.0 0.0 0.4533 0.9844 0.0 0.9264 0.6787
0.0874 80.0 640 1.7894 0.4506 0.6338 0.6960 nan 0.2052 0.9899 0.0 0.9739 1.0 0.0 0.2052 0.9833 0.0 0.9226 0.5924
1.0297 81.0 648 2.4597 0.4278 0.6111 0.6544 nan 0.0952 0.9916 0.0 0.9686 1.0 0.0 0.0952 0.9841 0.0 0.9267 0.5607
0.2758 82.0 656 1.3680 0.4916 0.6664 0.7650 nan 0.3867 0.9951 0.0 0.9500 1.0 0.0 0.3867 0.9846 0.0 0.9248 0.6532
1.9304 83.0 664 1.8288 0.4472 0.6246 0.6921 nan 0.1950 0.9966 0.0 0.9315 1.0 0.0 0.1950 0.9831 0.0 0.9155 0.5893
0.121 84.0 672 2.8537 0.4170 0.5990 0.6341 nan 0.0410 0.9945 0.0 0.9593 1.0 0.0 0.0410 0.9855 0.0 0.9292 0.5464
0.0475 85.0 680 2.1935 0.4263 0.6068 0.6516 nan 0.0874 0.9955 0.0 0.9509 1.0 0.0 0.0874 0.9852 0.0 0.9267 0.5586
1.8815 86.0 688 2.4863 0.4234 0.6077 0.6471 nan 0.0762 0.9903 0.0 0.9721 1.0 0.0 0.0762 0.9834 0.0 0.9251 0.5556
0.0966 87.0 696 2.0991 0.4328 0.6194 0.6667 nan 0.1290 0.9865 0.0 0.9814 1.0 0.0 0.1290 0.9811 0.0 0.9168 0.5701
0.0843 88.0 704 1.9153 0.4436 0.6248 0.6814 nan 0.1657 0.9937 0.0 0.9645 1.0 0.0 0.1657 0.9856 0.0 0.9296 0.5806
0.0838 89.0 712 2.3200 0.4325 0.6129 0.6616 nan 0.1138 0.9947 0.0 0.9558 1.0 0.0 0.1138 0.9852 0.0 0.9299 0.5659
0.0791 90.0 720 2.3284 0.4243 0.6062 0.6467 nan 0.0748 0.9931 0.0 0.9631 1.0 0.0 0.0748 0.9848 0.0 0.9309 0.5552
0.0404 91.0 728 1.4893 0.4648 0.6427 0.7186 nan 0.2642 0.9951 0.0 0.9541 1.0 0.0 0.2642 0.9853 0.0 0.9287 0.6109
0.1114 92.0 736 1.9462 0.4330 0.6128 0.6637 nan 0.1194 0.9958 0.0 0.9490 1.0 0.0 0.1194 0.9852 0.0 0.9262 0.5674
0.0804 93.0 744 2.3175 0.4179 0.6002 0.6358 nan 0.0461 0.9934 0.0 0.9613 1.0 0.0 0.0461 0.9848 0.0 0.9289 0.5477
0.0798 94.0 752 1.7572 0.4587 0.6406 0.7095 nan 0.2410 0.9897 0.0 0.9721 1.0 0.0 0.2410 0.9829 0.0 0.9249 0.6035
0.0845 95.0 760 1.7037 0.4664 0.6492 0.7242 nan 0.2803 0.9881 0.0 0.9777 1.0 0.0 0.2803 0.9822 0.0 0.9201 0.6161
0.0615 96.0 768 2.0290 0.4425 0.6243 0.6800 nan 0.1626 0.9921 0.0 0.9666 1.0 0.0 0.1626 0.9843 0.0 0.9285 0.5797
0.0526 97.0 776 2.7374 0.4095 0.5909 0.6209 nan 0.0064 0.9952 0.0 0.9527 1.0 0.0 0.0064 0.9851 0.0 0.9279 0.5376
0.0808 98.0 784 2.0120 0.4346 0.6164 0.6655 nan 0.1241 0.9934 0.0 0.9646 1.0 0.0 0.1241 0.9853 0.0 0.9293 0.5687
0.0475 99.0 792 1.0516 0.5101 0.6878 0.7967 nan 0.4713 0.9877 0.0 0.9799 1.0 0.0 0.4713 0.9821 0.0 0.9211 0.6860
0.0678 100.0 800 1.5587 0.4879 0.6652 0.7579 nan 0.3682 0.9918 0.0 0.9659 1.0 0.0 0.3682 0.9839 0.0 0.9286 0.6464
1.6561 101.0 808 2.5298 0.4332 0.6136 0.6634 nan 0.1186 0.9948 0.0 0.9544 1.0 0.0 0.1186 0.9851 0.0 0.9284 0.5672
0.0627 102.0 816 2.1491 0.4380 0.6199 0.6716 nan 0.1403 0.9928 0.0 0.9666 1.0 0.0 0.1403 0.9850 0.0 0.9295 0.5733
0.0873 103.0 824 1.6588 0.4760 0.6550 0.7375 nan 0.3144 0.9918 0.0 0.9689 1.0 0.0 0.3144 0.9844 0.0 0.9294 0.6275
0.1551 104.0 832 1.5478 0.4884 0.6647 0.7584 nan 0.3693 0.9938 0.0 0.9604 1.0 0.0 0.3693 0.9850 0.0 0.9296 0.6468
0.0327 105.0 840 1.5536 0.4825 0.6620 0.7493 nan 0.3454 0.9907 0.0 0.9741 1.0 0.0 0.3454 0.9841 0.0 0.9271 0.6383
0.103 106.0 848 2.1304 0.4519 0.6352 0.6977 nan 0.2100 0.9888 0.0 0.9773 1.0 0.0 0.2100 0.9828 0.0 0.9248 0.5938
0.0305 107.0 856 2.1873 0.4392 0.6191 0.6741 nan 0.1470 0.9946 0.0 0.9538 1.0 0.0 0.1470 0.9847 0.0 0.9283 0.5752
0.0647 108.0 864 1.9897 0.4555 0.6371 0.7024 nan 0.2217 0.9913 0.0 0.9724 1.0 0.0 0.2217 0.9844 0.0 0.9295 0.5974
0.0474 109.0 872 2.0312 0.4396 0.6229 0.6747 nan 0.1487 0.9906 0.0 0.9752 1.0 0.0 0.1487 0.9842 0.0 0.9288 0.5757
0.0673 110.0 880 2.2469 0.4436 0.6260 0.6812 nan 0.1657 0.9918 0.0 0.9723 1.0 0.0 0.1657 0.9849 0.0 0.9303 0.5806
0.0491 111.0 888 1.9797 0.4431 0.6247 0.6800 nan 0.1622 0.9929 0.0 0.9683 1.0 0.0 0.1622 0.9854 0.0 0.9312 0.5796
0.061 112.0 896 1.5743 0.4722 0.6501 0.7304 nan 0.2954 0.9938 0.0 0.9615 1.0 0.0 0.2954 0.9852 0.0 0.9315 0.6211
0.0435 113.0 904 1.4859 0.4896 0.6693 0.7620 nan 0.3793 0.9891 0.0 0.9781 1.0 0.0 0.3793 0.9832 0.0 0.9248 0.6505
0.0453 114.0 912 1.5914 0.4932 0.6722 0.7674 nan 0.3936 0.9894 0.0 0.9782 1.0 0.0 0.3936 0.9835 0.0 0.9261 0.6557
0.0742 115.0 920 1.7837 0.4633 0.6417 0.7150 nan 0.2545 0.9942 0.0 0.9598 1.0 0.0 0.2545 0.9853 0.0 0.9319 0.6077
0.044 116.0 928 1.8849 0.4733 0.6523 0.7323 nan 0.3001 0.9927 0.0 0.9686 1.0 0.0 0.3001 0.9853 0.0 0.9319 0.6227
0.0583 117.0 936 2.1859 0.4415 0.6227 0.6768 nan 0.1536 0.9935 0.0 0.9666 1.0 0.0 0.1536 0.9857 0.0 0.9329 0.5771
0.0465 118.0 944 2.4777 0.4385 0.6191 0.6717 nan 0.1404 0.9941 0.0 0.9609 1.0 0.0 0.1404 0.9854 0.0 0.9318 0.5733
0.0459 119.0 952 2.2330 0.4397 0.6224 0.6748 nan 0.1487 0.9919 0.0 0.9713 1.0 0.0 0.1487 0.9848 0.0 0.9293 0.5757
0.0434 120.0 960 2.0761 0.4386 0.6229 0.6738 nan 0.1465 0.9899 0.0 0.9779 1.0 0.0 0.1465 0.9840 0.0 0.9262 0.5751
0.0538 121.0 968 2.0278 0.4388 0.6235 0.6746 nan 0.1486 0.9894 0.0 0.9793 1.0 0.0 0.1486 0.9837 0.0 0.9251 0.5757
0.4223 122.0 976 1.9251 0.4635 0.6429 0.7152 nan 0.2551 0.9935 0.0 0.9659 1.0 0.0 0.2551 0.9856 0.0 0.9324 0.6079
0.039 123.0 984 1.6391 0.4766 0.6566 0.7388 nan 0.3176 0.9911 0.0 0.9741 1.0 0.0 0.3176 0.9845 0.0 0.9286 0.6286
0.094 124.0 992 2.5742 0.4346 0.6188 0.6663 nan 0.1265 0.9904 0.0 0.9768 1.0 0.0 0.1265 0.9843 0.0 0.9275 0.5694
0.0481 125.0 1000 2.8845 0.4260 0.6084 0.6490 nan 0.0805 0.9930 0.0 0.9684 1.0 0.0 0.0805 0.9855 0.0 0.9332 0.5568
0.0519 126.0 1008 2.0920 0.4431 0.6257 0.6807 nan 0.1648 0.9908 0.0 0.9728 1.0 0.0 0.1648 0.9840 0.0 0.9296 0.5803
0.0408 127.0 1016 2.3639 0.4406 0.6230 0.6762 nan 0.1526 0.9912 0.0 0.9714 1.0 0.0 0.1526 0.9842 0.0 0.9302 0.5768
0.0786 128.0 1024 2.1270 0.4429 0.6251 0.6802 nan 0.1627 0.9926 0.0 0.9700 1.0 0.0 0.1627 0.9854 0.0 0.9296 0.5797
0.0475 129.0 1032 1.8585 0.4670 0.6474 0.7219 nan 0.2727 0.9921 0.0 0.9721 1.0 0.0 0.2727 0.9852 0.0 0.9302 0.6136
0.045 130.0 1040 1.6524 0.4774 0.6570 0.7397 nan 0.3199 0.9914 0.0 0.9736 1.0 0.0 0.3199 0.9847 0.0 0.9305 0.6294
0.041 131.0 1048 1.8854 0.4679 0.6492 0.7241 nan 0.2791 0.9900 0.0 0.9767 1.0 0.0 0.2791 0.9839 0.0 0.9287 0.6157
0.1093 132.0 1056 1.8038 0.4619 0.6442 0.7141 nan 0.2529 0.9893 0.0 0.9788 1.0 0.0 0.2529 0.9835 0.0 0.9276 0.6072
0.0421 133.0 1064 1.9111 0.4539 0.6347 0.6990 nan 0.2125 0.9923 0.0 0.9687 1.0 0.0 0.2125 0.9848 0.0 0.9314 0.5946
0.0453 134.0 1072 2.1196 0.4592 0.6396 0.7081 nan 0.2365 0.9926 0.0 0.9688 1.0 0.0 0.2365 0.9851 0.0 0.9315 0.6020
0.0241 135.0 1080 1.6863 0.4899 0.6687 0.7613 nan 0.3769 0.9909 0.0 0.9756 1.0 0.0 0.3769 0.9846 0.0 0.9282 0.6496
0.0254 136.0 1088 2.1083 0.4475 0.6308 0.6892 nan 0.1869 0.9903 0.0 0.9770 1.0 0.0 0.1869 0.9842 0.0 0.9273 0.5869
0.1062 137.0 1096 2.5432 0.4383 0.6209 0.6720 nan 0.1417 0.9912 0.0 0.9714 1.0 0.0 0.1417 0.9842 0.0 0.9304 0.5737
0.0501 138.0 1104 2.1469 0.4421 0.6248 0.6789 nan 0.1599 0.9906 0.0 0.9735 1.0 0.0 0.1599 0.9840 0.0 0.9298 0.5789
0.0404 139.0 1112 1.9064 0.4490 0.6318 0.6913 nan 0.1925 0.9904 0.0 0.9760 1.0 0.0 0.1925 0.9841 0.0 0.9291 0.5885
0.0482 140.0 1120 2.0069 0.4477 0.6331 0.6916 nan 0.1938 0.9879 0.0 0.9838 1.0 0.0 0.1938 0.9828 0.0 0.9206 0.5889
0.0596 141.0 1128 2.0316 0.4448 0.6260 0.6827 nan 0.1693 0.9931 0.0 0.9676 1.0 0.0 0.1693 0.9854 0.0 0.9326 0.5817
0.0618 142.0 1136 2.3923 0.4404 0.6227 0.6754 nan 0.1503 0.9918 0.0 0.9714 1.0 0.0 0.1503 0.9848 0.0 0.9312 0.5762
0.3089 143.0 1144 2.0555 0.4513 0.6339 0.6954 nan 0.2034 0.9905 0.0 0.9759 1.0 0.0 0.2034 0.9842 0.0 0.9286 0.5918
0.0641 144.0 1152 1.7879 0.4678 0.6488 0.7238 nan 0.2781 0.9907 0.0 0.9754 1.0 0.0 0.2781 0.9844 0.0 0.9292 0.6154
0.0329 145.0 1160 2.1691 0.4499 0.6328 0.6931 nan 0.1973 0.9901 0.0 0.9766 1.0 0.0 0.1973 0.9839 0.0 0.9280 0.5900
0.0467 146.0 1168 2.3254 0.4396 0.6238 0.6753 nan 0.1505 0.9897 0.0 0.9787 1.0 0.0 0.1505 0.9839 0.0 0.9269 0.5762
0.0428 147.0 1176 2.8431 0.4324 0.6154 0.6614 nan 0.1133 0.9919 0.0 0.9716 1.0 0.0 0.1133 0.9849 0.0 0.9305 0.5657
0.0557 148.0 1184 2.6073 0.4357 0.6179 0.6668 nan 0.1276 0.9921 0.0 0.9698 1.0 0.0 0.1276 0.9848 0.0 0.9318 0.5697
0.0458 149.0 1192 2.4131 0.4392 0.6226 0.6739 nan 0.1468 0.9904 0.0 0.9756 1.0 0.0 0.1468 0.9841 0.0 0.9292 0.5752
0.0471 150.0 1200 2.3525 0.4415 0.6260 0.6792 nan 0.1611 0.9890 0.0 0.9801 1.0 0.0 0.1611 0.9834 0.0 0.9250 0.5793
0.0419 151.0 1208 2.5800 0.4411 0.6246 0.6774 nan 0.1557 0.9907 0.0 0.9766 1.0 0.0 0.1557 0.9846 0.0 0.9288 0.5777
0.1147 152.0 1216 2.3918 0.4417 0.6245 0.6779 nan 0.1568 0.9915 0.0 0.9743 1.0 0.0 0.1568 0.9850 0.0 0.9306 0.5780
0.0612 153.0 1224 2.2010 0.4476 0.6309 0.6889 nan 0.1861 0.9901 0.0 0.9781 1.0 0.0 0.1861 0.9842 0.0 0.9288 0.5866
0.0705 154.0 1232 2.1664 0.4489 0.6330 0.6919 nan 0.1943 0.9892 0.0 0.9814 1.0 0.0 0.1943 0.9838 0.0 0.9262 0.5891
0.0415 155.0 1240 1.9297 0.4605 0.6427 0.7110 nan 0.2445 0.9903 0.0 0.9785 1.0 0.0 0.2445 0.9845 0.0 0.9293 0.6046
0.0467 156.0 1248 1.6941 0.4717 0.6515 0.7295 nan 0.2927 0.9920 0.0 0.9726 1.0 0.0 0.2927 0.9852 0.0 0.9318 0.6202
0.0405 157.0 1256 2.1342 0.4446 0.6267 0.6825 nan 0.1689 0.9921 0.0 0.9725 1.0 0.0 0.1689 0.9853 0.0 0.9318 0.5815
0.0345 158.0 1264 2.4181 0.4394 0.6229 0.6740 nan 0.1467 0.9906 0.0 0.9773 1.0 0.0 0.1467 0.9845 0.0 0.9299 0.5751
0.0402 159.0 1272 1.9033 0.4564 0.6378 0.7033 nan 0.2238 0.9915 0.0 0.9735 1.0 0.0 0.2238 0.9849 0.0 0.9320 0.5981
0.0232 160.0 1280 1.8925 0.4583 0.6385 0.7060 nan 0.2310 0.9927 0.0 0.9689 1.0 0.0 0.2310 0.9853 0.0 0.9331 0.6003
0.4503 161.0 1288 1.8296 0.4598 0.6400 0.7087 nan 0.2379 0.9927 0.0 0.9695 1.0 0.0 0.2379 0.9854 0.0 0.9331 0.6025
0.0341 162.0 1296 2.1864 0.4480 0.6308 0.6890 nan 0.1862 0.9910 0.0 0.9768 1.0 0.0 0.1862 0.9849 0.0 0.9305 0.5867
0.0462 163.0 1304 2.5545 0.4419 0.6257 0.6788 nan 0.1595 0.9904 0.0 0.9785 1.0 0.0 0.1595 0.9845 0.0 0.9287 0.5788
0.05 164.0 1312 2.4571 0.4411 0.6250 0.6774 nan 0.1558 0.9900 0.0 0.9794 1.0 0.0 0.1558 0.9843 0.0 0.9285 0.5777
0.0889 165.0 1320 2.2148 0.4420 0.6255 0.6788 nan 0.1596 0.9903 0.0 0.9777 1.0 0.0 0.1596 0.9843 0.0 0.9293 0.5789
0.0352 166.0 1328 2.4693 0.4437 0.6269 0.6817 nan 0.1670 0.9906 0.0 0.9771 1.0 0.0 0.1670 0.9845 0.0 0.9295 0.5810
1.7247 167.0 1336 2.4316 0.4483 0.6307 0.6894 nan 0.1873 0.9913 0.0 0.9746 1.0 0.0 0.1873 0.9848 0.0 0.9306 0.5870
0.042 168.0 1344 1.9001 0.4673 0.6468 0.7216 nan 0.2720 0.9929 0.0 0.9691 1.0 0.0 0.2720 0.9855 0.0 0.9328 0.6134
0.0724 169.0 1352 1.7586 0.4818 0.6605 0.7465 nan 0.3377 0.9923 0.0 0.9724 1.0 0.0 0.3377 0.9854 0.0 0.9321 0.6356
0.3648 170.0 1360 1.7467 0.4822 0.6602 0.7470 nan 0.3389 0.9928 0.0 0.9694 1.0 0.0 0.3389 0.9855 0.0 0.9329 0.6360
0.0397 171.0 1368 2.0050 0.4704 0.6497 0.7270 nan 0.2861 0.9927 0.0 0.9697 1.0 0.0 0.2861 0.9854 0.0 0.9329 0.6180
0.0321 172.0 1376 2.0784 0.4582 0.6393 0.7062 nan 0.2314 0.9919 0.0 0.9733 1.0 0.0 0.2314 0.9852 0.0 0.9321 0.6004
0.0469 173.0 1384 1.9418 0.4601 0.6417 0.7100 nan 0.2417 0.9909 0.0 0.9760 1.0 0.0 0.2417 0.9847 0.0 0.9304 0.6037
0.0527 174.0 1392 1.9706 0.4717 0.6522 0.7298 nan 0.2939 0.9909 0.0 0.9765 1.0 0.0 0.2939 0.9847 0.0 0.9308 0.6206
1.7826 175.0 1400 2.1285 0.4713 0.6525 0.7298 nan 0.2939 0.9902 0.0 0.9782 1.0 0.0 0.2939 0.9843 0.0 0.9291 0.6206
0.0409 176.0 1408 2.7636 0.4441 0.6278 0.6829 nan 0.1704 0.9897 0.0 0.9789 1.0 0.0 0.1704 0.9839 0.0 0.9285 0.5820
0.0368 177.0 1416 2.3225 0.4423 0.6253 0.6788 nan 0.1595 0.9907 0.0 0.9764 1.0 0.0 0.1595 0.9845 0.0 0.9310 0.5788
0.04 178.0 1424 2.9248 0.4386 0.6221 0.6725 nan 0.1427 0.9907 0.0 0.9771 1.0 0.0 0.1427 0.9846 0.0 0.9306 0.5740
0.0509 179.0 1432 2.6201 0.4391 0.6225 0.6732 nan 0.1448 0.9907 0.0 0.9769 1.0 0.0 0.1448 0.9845 0.0 0.9305 0.5746
0.0863 180.0 1440 2.3991 0.4406 0.6235 0.6757 nan 0.1510 0.9912 0.0 0.9753 1.0 0.0 0.1510 0.9848 0.0 0.9315 0.5764
0.0914 181.0 1448 2.5343 0.4414 0.6246 0.6772 nan 0.1550 0.9910 0.0 0.9769 1.0 0.0 0.1550 0.9848 0.0 0.9309 0.5775
0.3554 182.0 1456 2.3947 0.4419 0.6244 0.6778 nan 0.1565 0.9918 0.0 0.9737 1.0 0.0 0.1565 0.9851 0.0 0.9318 0.5779
0.1047 183.0 1464 2.1268 0.4442 0.6268 0.6818 nan 0.1673 0.9912 0.0 0.9757 1.0 0.0 0.1673 0.9849 0.0 0.9317 0.5811
0.0354 184.0 1472 2.1620 0.4460 0.6280 0.6848 nan 0.1751 0.9919 0.0 0.9730 1.0 0.0 0.1751 0.9851 0.0 0.9326 0.5834
0.3749 185.0 1480 2.0731 0.4481 0.6305 0.6888 nan 0.1857 0.9911 0.0 0.9756 1.0 0.0 0.1857 0.9848 0.0 0.9319 0.5865
0.0289 186.0 1488 2.0851 0.4451 0.6287 0.6845 nan 0.1747 0.9899 0.0 0.9790 1.0 0.0 0.1747 0.9841 0.0 0.9287 0.5833
0.0585 187.0 1496 2.1138 0.4431 0.6275 0.6816 nan 0.1671 0.9891 0.0 0.9815 1.0 0.0 0.1671 0.9838 0.0 0.9265 0.5810
0.0385 188.0 1504 2.0847 0.4450 0.6297 0.6855 nan 0.1777 0.9885 0.0 0.9822 1.0 0.0 0.1777 0.9833 0.0 0.9247 0.5841
0.0638 189.0 1512 2.0967 0.4482 0.6318 0.6902 nan 0.1897 0.9896 0.0 0.9797 1.0 0.0 0.1897 0.9839 0.0 0.9279 0.5877
0.0639 190.0 1520 2.5366 0.4435 0.6272 0.6817 nan 0.1671 0.9900 0.0 0.9790 1.0 0.0 0.1671 0.9842 0.0 0.9284 0.5810
0.0351 191.0 1528 2.3209 0.4448 0.6275 0.6830 nan 0.1702 0.9913 0.0 0.9758 1.0 0.0 0.1702 0.9850 0.0 0.9317 0.5819
0.0328 192.0 1536 2.5903 0.4436 0.6266 0.6810 nan 0.1650 0.9910 0.0 0.9770 1.0 0.0 0.1650 0.9849 0.0 0.9312 0.5804
0.0375 193.0 1544 2.3465 0.4439 0.6269 0.6815 nan 0.1665 0.9911 0.0 0.9768 1.0 0.0 0.1665 0.9849 0.0 0.9310 0.5808
0.0578 194.0 1552 2.1278 0.4465 0.6296 0.6866 nan 0.1800 0.9905 0.0 0.9776 1.0 0.0 0.1800 0.9844 0.0 0.9297 0.5848
0.0551 195.0 1560 2.3237 0.4444 0.6277 0.6830 nan 0.1704 0.9904 0.0 0.9779 1.0 0.0 0.1704 0.9845 0.0 0.9297 0.5820
0.0484 196.0 1568 2.2413 0.4442 0.6275 0.6826 nan 0.1694 0.9907 0.0 0.9774 1.0 0.0 0.1694 0.9846 0.0 0.9298 0.5817
0.0484 197.0 1576 2.2332 0.4438 0.6271 0.6818 nan 0.1673 0.9906 0.0 0.9778 1.0 0.0 0.1673 0.9847 0.0 0.9297 0.5811
0.4047 198.0 1584 2.1497 0.4458 0.6286 0.6850 nan 0.1756 0.9910 0.0 0.9763 1.0 0.0 0.1756 0.9848 0.0 0.9307 0.5835
0.0371 199.0 1592 2.1892 0.4457 0.6290 0.6854 nan 0.1769 0.9902 0.0 0.9779 1.0 0.0 0.1769 0.9843 0.0 0.9292 0.5839
0.0384 200.0 1600 2.0712 0.4460 0.6289 0.6854 nan 0.1769 0.9906 0.0 0.9771 1.0 0.0 0.1769 0.9845 0.0 0.9304 0.5839

Framework versions