generated_from_trainer

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segformer-b0-finetuned-segments-crop_crack-2

This model is a fine-tuned version of nvidia/mit-b0 on the None 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 Unlabeled Accuracy Crack Accuracy Potholes Iou Unlabeled Iou Crack Iou Potholes
0.8913 0.07 20 1.0205 0.1919 0.3500 0.3881 nan 0.5702 0.1298 0.0 0.4481 0.1275
0.66 0.14 40 0.7627 0.0675 0.1190 0.1378 nan 0.2278 0.0102 0.0 0.1924 0.0102
0.5279 0.21 60 0.5508 0.0631 0.1109 0.1292 nan 0.2167 0.0050 0.0 0.1842 0.0050
0.5058 0.28 80 0.4507 0.0334 0.0533 0.0614 nan 0.0999 0.0068 0.0 0.0935 0.0068
0.4833 0.35 100 0.3818 0.0268 0.0427 0.0499 nan 0.0843 0.0012 0.0 0.0791 0.0012
0.3508 0.42 120 0.3764 0.0497 0.0796 0.0892 nan 0.1348 0.0244 0.0 0.1247 0.0243
0.4247 0.49 140 0.3068 0.0239 0.0363 0.0367 nan 0.0391 0.0334 0.0 0.0383 0.0333
0.3403 0.56 160 0.3245 0.0593 0.0939 0.1058 nan 0.1624 0.0254 0.0 0.1526 0.0254
0.3684 0.63 180 0.2564 0.0660 0.1026 0.1084 nan 0.1360 0.0691 0.0 0.1295 0.0685
0.2358 0.7 200 0.2359 0.0607 0.0933 0.0951 nan 0.1041 0.0825 0.0 0.1007 0.0814
0.2429 0.77 220 0.2241 0.0693 0.1061 0.1065 nan 0.1080 0.1043 0.0 0.1053 0.1026
0.2958 0.84 240 0.2430 0.0922 0.1421 0.1451 nan 0.1597 0.1244 0.0 0.1543 0.1223
0.3171 0.91 260 0.1997 0.0682 0.1040 0.1008 nan 0.0854 0.1227 0.0 0.0834 0.1211
0.2211 0.98 280 0.2032 0.1085 0.1669 0.1693 nan 0.1803 0.1536 0.0 0.1743 0.1513
0.2602 1.05 300 0.1891 0.1691 0.2637 0.2604 nan 0.2448 0.2827 0.0 0.2369 0.2704
0.2013 1.12 320 0.1831 0.1771 0.2747 0.2637 nan 0.2111 0.3383 0.0 0.2050 0.3262
0.1402 1.19 340 0.1724 0.1062 0.1629 0.1659 nan 0.1800 0.1458 0.0 0.1738 0.1447
0.2118 1.26 360 0.1691 0.1918 0.2995 0.2871 nan 0.2277 0.3713 0.0 0.2243 0.3511
0.1804 1.33 380 0.1668 0.1770 0.2727 0.2692 nan 0.2523 0.2932 0.0 0.2433 0.2876
0.1626 1.4 400 0.1621 0.1398 0.2137 0.2186 nan 0.2424 0.1849 0.0 0.2347 0.1848
0.1191 1.47 420 0.1544 0.1627 0.2492 0.2488 nan 0.2469 0.2514 0.0 0.2412 0.2470
0.1382 1.54 440 0.1522 0.2476 0.3887 0.3796 nan 0.3364 0.4409 0.0 0.3284 0.4145
0.1409 1.61 460 0.1421 0.2045 0.3175 0.3044 nan 0.2415 0.3936 0.0 0.2369 0.3765
0.1764 1.68 480 0.1492 0.1710 0.2626 0.2661 nan 0.2827 0.2425 0.0 0.2710 0.2422
0.1432 1.75 500 0.1484 0.1917 0.2933 0.2932 nan 0.2926 0.2940 0.0 0.2815 0.2937
0.1174 1.82 520 0.1446 0.2908 0.4461 0.4453 nan 0.4410 0.4512 0.0 0.4250 0.4473
0.1001 1.89 540 0.1444 0.1676 0.2596 0.2785 nan 0.3689 0.1502 0.0 0.3526 0.1502
0.1361 1.96 560 0.1326 0.2458 0.3776 0.3656 nan 0.3081 0.4471 0.0 0.3028 0.4346
0.2597 2.03 580 0.1312 0.2476 0.3799 0.3677 nan 0.3094 0.4505 0.0 0.3042 0.4386
0.1009 2.1 600 0.1398 0.2479 0.3841 0.4041 nan 0.4997 0.2685 0.0 0.4777 0.2660
0.126 2.17 620 0.1334 0.2406 0.3708 0.3806 nan 0.4276 0.3140 0.0 0.4104 0.3115
0.2272 2.24 640 0.1298 0.2568 0.3935 0.3811 nan 0.3221 0.4648 0.0 0.3151 0.4553
0.1084 2.31 660 0.1324 0.2169 0.3304 0.3295 nan 0.3254 0.3354 0.0 0.3169 0.3338
0.0982 2.38 680 0.1307 0.3197 0.4938 0.4761 nan 0.3918 0.5958 0.0 0.3838 0.5754
0.0684 2.45 700 0.1245 0.3120 0.4789 0.4595 nan 0.3672 0.5905 0.0 0.3624 0.5736
0.1153 2.52 720 0.1322 0.3729 0.5735 0.5637 nan 0.5168 0.6302 0.0 0.5023 0.6164
0.1812 2.59 740 0.1263 0.2375 0.3641 0.3683 nan 0.3884 0.3398 0.0 0.3739 0.3385
0.1354 2.66 760 0.1177 0.2881 0.4393 0.4293 nan 0.3814 0.4972 0.0 0.3741 0.4901
0.084 2.73 780 0.1286 0.2604 0.3977 0.4027 nan 0.4269 0.3685 0.0 0.4172 0.3640
0.1123 2.8 800 0.1182 0.2988 0.4564 0.4487 nan 0.4122 0.5005 0.0 0.4016 0.4947
0.2121 2.87 820 0.1207 0.3020 0.4599 0.4544 nan 0.4277 0.4921 0.0 0.4156 0.4905
0.1709 2.94 840 0.1220 0.2718 0.4154 0.4020 nan 0.3383 0.4925 0.0 0.3289 0.4864
0.1322 3.01 860 0.1197 0.3103 0.4748 0.4708 nan 0.4520 0.4976 0.0 0.4362 0.4948
0.1593 3.08 880 0.1213 0.3583 0.5493 0.5458 nan 0.5295 0.5690 0.0 0.5106 0.5643
0.2178 3.15 900 0.1225 0.3412 0.5351 0.5130 nan 0.4071 0.6632 0.0 0.4025 0.6213
0.1226 3.22 920 0.1298 0.2484 0.3831 0.4017 nan 0.4908 0.2753 0.0 0.4700 0.2751
0.2689 3.29 940 0.1141 0.3109 0.4744 0.4680 nan 0.4374 0.5114 0.0 0.4266 0.5060
0.1088 3.36 960 0.1213 0.2748 0.4201 0.4224 nan 0.4335 0.4066 0.0 0.4185 0.4060
0.1556 3.43 980 0.1141 0.3654 0.5652 0.5395 nan 0.4170 0.7134 0.0 0.4136 0.6826
0.1136 3.5 1000 0.1190 0.2653 0.4034 0.3979 nan 0.3718 0.4351 0.0 0.3628 0.4331
0.1178 3.57 1020 0.1277 0.2680 0.4118 0.4191 nan 0.4540 0.3696 0.0 0.4346 0.3694
0.1722 3.64 1040 0.1135 0.3246 0.4996 0.4829 nan 0.4031 0.5962 0.0 0.3983 0.5754
0.0791 3.71 1060 0.1134 0.3288 0.5011 0.4976 nan 0.4810 0.5212 0.0 0.4671 0.5193
0.0966 3.78 1080 0.1140 0.3080 0.4682 0.4551 nan 0.3924 0.5440 0.0 0.3818 0.5422
0.0623 3.85 1100 0.1146 0.2690 0.4087 0.4023 nan 0.3720 0.4453 0.0 0.3625 0.4444
0.092 3.92 1120 0.1109 0.3129 0.4748 0.4623 nan 0.4025 0.5471 0.0 0.3948 0.5438
0.0864 3.99 1140 0.1092 0.3253 0.4967 0.4824 nan 0.4140 0.5794 0.0 0.4073 0.5685
0.0701 4.06 1160 0.1166 0.3383 0.5182 0.5190 nan 0.5232 0.5131 0.0 0.5049 0.5100
0.1157 4.13 1180 0.1074 0.3302 0.5049 0.4942 nan 0.4428 0.5671 0.0 0.4334 0.5573
0.1246 4.2 1200 0.1088 0.3465 0.5308 0.5232 nan 0.4873 0.5742 0.0 0.4755 0.5640
0.0657 4.27 1220 0.1109 0.3973 0.6119 0.5906 nan 0.4885 0.7353 0.0 0.4797 0.7121
0.1068 4.34 1240 0.1131 0.2925 0.4449 0.4406 nan 0.4204 0.4693 0.0 0.4099 0.4676
0.0642 4.41 1260 0.1077 0.3242 0.4951 0.4923 nan 0.4786 0.5116 0.0 0.4642 0.5084
0.1347 4.48 1280 0.1058 0.3796 0.5797 0.5708 nan 0.5282 0.6312 0.0 0.5152 0.6235
0.1713 4.55 1300 0.1052 0.3602 0.5499 0.5455 nan 0.5244 0.5755 0.0 0.5103 0.5703
0.0742 4.62 1320 0.1136 0.3116 0.4753 0.4699 nan 0.4439 0.5066 0.0 0.4301 0.5047
0.0751 4.69 1340 0.1096 0.3225 0.4907 0.4738 nan 0.3932 0.5883 0.0 0.3831 0.5845
0.125 4.76 1360 0.1060 0.3501 0.5329 0.5221 nan 0.4702 0.5957 0.0 0.4620 0.5883
0.0921 4.83 1380 0.1062 0.3506 0.5345 0.5304 nan 0.5107 0.5584 0.0 0.4980 0.5538
0.0743 4.9 1400 0.1098 0.2934 0.4457 0.4322 nan 0.3677 0.5237 0.0 0.3605 0.5198
0.0743 4.97 1420 0.1061 0.3805 0.5810 0.5736 nan 0.5383 0.6236 0.0 0.5243 0.6172
0.1287 5.03 1440 0.1061 0.3313 0.5055 0.4904 nan 0.4181 0.5929 0.0 0.4107 0.5832
0.07 5.1 1460 0.1027 0.3451 0.5279 0.5132 nan 0.4430 0.6129 0.0 0.4367 0.5988
0.0795 5.17 1480 0.1068 0.3185 0.4863 0.4746 nan 0.4189 0.5537 0.0 0.4122 0.5432
0.1453 5.24 1500 0.1093 0.3354 0.5096 0.4897 nan 0.3945 0.6248 0.0 0.3862 0.6200
0.075 5.31 1520 0.1103 0.3707 0.5662 0.5564 nan 0.5095 0.6230 0.0 0.4931 0.6189
0.0841 5.38 1540 0.1083 0.3701 0.5655 0.5629 nan 0.5503 0.5808 0.0 0.5337 0.5766
0.0853 5.45 1560 0.1012 0.3796 0.5796 0.5642 nan 0.4906 0.6686 0.0 0.4852 0.6536
0.1633 5.52 1580 0.1090 0.3083 0.4686 0.4549 nan 0.3895 0.5477 0.0 0.3814 0.5435
0.1007 5.59 1600 0.1045 0.3719 0.5677 0.5628 nan 0.5394 0.5960 0.0 0.5308 0.5849
0.1319 5.66 1620 0.1047 0.3841 0.5867 0.5617 nan 0.4425 0.7309 0.0 0.4355 0.7170
0.0882 5.73 1640 0.1060 0.3343 0.5097 0.4991 nan 0.4488 0.5705 0.0 0.4380 0.5650
0.0814 5.8 1660 0.1044 0.3537 0.5410 0.5283 nan 0.4674 0.6146 0.0 0.4578 0.6034
0.0977 5.87 1680 0.1036 0.3880 0.5929 0.5864 nan 0.5551 0.6307 0.0 0.5432 0.6208
0.0964 5.94 1700 0.1090 0.3796 0.5853 0.5572 nan 0.4229 0.7476 0.0 0.4173 0.7216
0.0517 6.01 1720 0.1113 0.3189 0.4857 0.4741 nan 0.4183 0.5532 0.0 0.4067 0.5501
0.2876 6.08 1740 0.1018 0.3736 0.5702 0.5546 nan 0.4803 0.6601 0.0 0.4736 0.6473
0.0886 6.15 1760 0.1096 0.3204 0.4894 0.4862 nan 0.4709 0.5079 0.0 0.4541 0.5070
0.0575 6.22 1780 0.1022 0.3830 0.5893 0.5687 nan 0.4699 0.7087 0.0 0.4632 0.6857
0.0985 6.29 1800 0.1096 0.3548 0.5413 0.5359 nan 0.5102 0.5725 0.0 0.4943 0.5702
0.082 6.36 1820 0.1029 0.3761 0.5756 0.5593 nan 0.4814 0.6699 0.0 0.4727 0.6555
0.0722 6.43 1840 0.1021 0.3625 0.5532 0.5367 nan 0.4579 0.6485 0.0 0.4512 0.6364
0.0703 6.5 1860 0.1058 0.3347 0.5079 0.4932 nan 0.4229 0.5929 0.0 0.4137 0.5904
0.0994 6.57 1880 0.1073 0.4355 0.6656 0.6537 nan 0.5967 0.7345 0.0 0.5828 0.7238
0.0836 6.64 1900 0.0987 0.3738 0.5688 0.5564 nan 0.4975 0.6401 0.0 0.4868 0.6347
0.1076 6.71 1920 0.0986 0.3571 0.5455 0.5293 nan 0.4523 0.6387 0.0 0.4465 0.6249
0.0807 6.78 1940 0.1066 0.3372 0.5142 0.5116 nan 0.4994 0.5290 0.0 0.4832 0.5282
0.115 6.85 1960 0.1040 0.3420 0.5281 0.5075 nan 0.4093 0.6469 0.0 0.4061 0.6198
0.085 6.92 1980 0.1041 0.3572 0.5433 0.5314 nan 0.4746 0.6119 0.0 0.4646 0.6071
0.1058 6.99 2000 0.1009 0.3849 0.5861 0.5740 nan 0.5160 0.6562 0.0 0.5070 0.6476
0.0772 7.06 2020 0.1010 0.3884 0.5918 0.5849 nan 0.5522 0.6314 0.0 0.5445 0.6208
0.0637 7.13 2040 0.1050 0.3735 0.5676 0.5618 nan 0.5341 0.6012 0.0 0.5228 0.5978
0.0741 7.2 2060 0.1050 0.3440 0.5221 0.5126 nan 0.4670 0.5772 0.0 0.4587 0.5734
0.0788 7.27 2080 0.0989 0.3841 0.5854 0.5809 nan 0.5593 0.6116 0.0 0.5442 0.6081
0.0796 7.34 2100 0.1043 0.3486 0.5292 0.5159 nan 0.4522 0.6063 0.0 0.4434 0.6025
0.0731 7.41 2120 0.1055 0.3579 0.5469 0.5311 nan 0.4553 0.6386 0.0 0.4531 0.6205
0.0776 7.48 2140 0.1064 0.3907 0.5965 0.5932 nan 0.5773 0.6157 0.0 0.5596 0.6126
0.1098 7.55 2160 0.1024 0.3833 0.5843 0.5723 nan 0.5149 0.6536 0.0 0.5047 0.6452
0.0612 7.62 2180 0.1065 0.3192 0.4841 0.4620 nan 0.3565 0.6117 0.0 0.3520 0.6055
0.0744 7.69 2200 0.1019 0.4083 0.6322 0.6027 nan 0.4616 0.8027 0.0 0.4592 0.7658
0.0509 7.76 2220 0.1080 0.3455 0.5260 0.5183 nan 0.4815 0.5705 0.0 0.4695 0.5668
0.066 7.83 2240 0.1011 0.3887 0.5968 0.5743 nan 0.4668 0.7267 0.0 0.4587 0.7075
0.0642 7.9 2260 0.0998 0.4185 0.6434 0.6277 nan 0.5526 0.7342 0.0 0.5447 0.7107
0.0715 7.97 2280 0.1082 0.3556 0.5419 0.5436 nan 0.5518 0.5319 0.0 0.5357 0.5310
0.0647 8.04 2300 0.0984 0.3973 0.6082 0.5916 nan 0.5124 0.7040 0.0 0.5064 0.6855
0.0843 8.11 2320 0.1093 0.3623 0.5511 0.5376 nan 0.4733 0.6290 0.0 0.4637 0.6231
0.0778 8.18 2340 0.1025 0.3724 0.5669 0.5612 nan 0.5341 0.5996 0.0 0.5258 0.5914
0.1393 8.25 2360 0.1042 0.3804 0.5800 0.5758 nan 0.5559 0.6041 0.0 0.5449 0.5964
0.0695 8.32 2380 0.1002 0.3749 0.5706 0.5499 nan 0.4506 0.6907 0.0 0.4444 0.6803
0.0628 8.39 2400 0.0974 0.4024 0.6150 0.5932 nan 0.4887 0.7413 0.0 0.4828 0.7243
0.1012 8.46 2420 0.1000 0.3580 0.5460 0.5331 nan 0.4717 0.6204 0.0 0.4648 0.6093
0.0858 8.53 2440 0.0940 0.3873 0.5899 0.5728 nan 0.4910 0.6887 0.0 0.4857 0.6762
0.042 8.6 2460 0.0991 0.3531 0.5368 0.5232 nan 0.4582 0.6153 0.0 0.4528 0.6064
0.082 8.67 2480 0.0957 0.4199 0.6402 0.6301 nan 0.5820 0.6984 0.0 0.5728 0.6869
0.0559 8.74 2500 0.1000 0.3834 0.5835 0.5694 nan 0.5019 0.6651 0.0 0.4961 0.6542
0.0519 8.81 2520 0.1014 0.3645 0.5568 0.5520 nan 0.5292 0.5843 0.0 0.5118 0.5816
0.0575 8.88 2540 0.1006 0.3780 0.5758 0.5652 nan 0.5147 0.6369 0.0 0.5010 0.6329
0.1153 8.95 2560 0.0985 0.3824 0.5831 0.5708 nan 0.5125 0.6536 0.0 0.5016 0.6455
0.1345 9.02 2580 0.1130 0.3045 0.4620 0.4461 nan 0.3704 0.5535 0.0 0.3644 0.5490
0.0678 9.09 2600 0.1044 0.3596 0.5473 0.5352 nan 0.4771 0.6176 0.0 0.4645 0.6145
0.0532 9.16 2620 0.0980 0.3829 0.5827 0.5744 nan 0.5350 0.6303 0.0 0.5243 0.6245
0.0556 9.23 2640 0.1005 0.3665 0.5566 0.5421 nan 0.4729 0.6402 0.0 0.4652 0.6344
0.0745 9.3 2660 0.0989 0.4017 0.6134 0.6049 nan 0.5643 0.6626 0.0 0.5552 0.6498
0.0788 9.37 2680 0.1000 0.3568 0.5423 0.5330 nan 0.4883 0.5963 0.0 0.4801 0.5904
0.0725 9.44 2700 0.0989 0.3925 0.5978 0.5835 nan 0.5150 0.6807 0.0 0.5035 0.6740
0.0922 9.51 2720 0.0968 0.3560 0.5427 0.5291 nan 0.4637 0.6218 0.0 0.4587 0.6093
0.1217 9.58 2740 0.0951 0.3694 0.5643 0.5454 nan 0.4551 0.6736 0.0 0.4489 0.6593
0.0473 9.65 2760 0.0952 0.4051 0.6193 0.5989 nan 0.5010 0.7377 0.0 0.4921 0.7233
0.0838 9.72 2780 0.0949 0.3779 0.5748 0.5603 nan 0.4908 0.6589 0.0 0.4830 0.6507
0.0802 9.79 2800 0.1027 0.3680 0.5599 0.5489 nan 0.4966 0.6231 0.0 0.4846 0.6195
0.0536 9.86 2820 0.0998 0.3787 0.5779 0.5686 nan 0.5241 0.6317 0.0 0.5157 0.6205
0.0887 9.93 2840 0.1017 0.3687 0.5618 0.5519 nan 0.5046 0.6190 0.0 0.4930 0.6132
0.1005 10.0 2860 0.0981 0.3995 0.6066 0.5950 nan 0.5391 0.6742 0.0 0.5306 0.6679
0.0955 10.07 2880 0.1009 0.4048 0.6180 0.6121 nan 0.5836 0.6525 0.0 0.5674 0.6470
0.0685 10.14 2900 0.0979 0.3750 0.5759 0.5561 nan 0.4616 0.6901 0.0 0.4564 0.6686
0.1119 10.21 2920 0.1039 0.3550 0.5408 0.5183 nan 0.4109 0.6706 0.0 0.4069 0.6581
0.063 10.28 2940 0.1012 0.3828 0.5835 0.5779 nan 0.5508 0.6163 0.0 0.5394 0.6091
0.1124 10.35 2960 0.1001 0.4356 0.6655 0.6579 nan 0.6212 0.7099 0.0 0.6058 0.7009
0.0653 10.42 2980 0.1057 0.3463 0.5254 0.5119 nan 0.4474 0.6034 0.0 0.4395 0.5994
0.1077 10.49 3000 0.0984 0.3910 0.5983 0.5798 nan 0.4917 0.7048 0.0 0.4844 0.6886
0.1254 10.56 3020 0.1064 0.3948 0.6018 0.5854 nan 0.5071 0.6964 0.0 0.4959 0.6884
0.0687 10.63 3040 0.1167 0.3306 0.5029 0.5026 nan 0.5011 0.5047 0.0 0.4882 0.5037
0.0693 10.7 3060 0.0991 0.3962 0.6024 0.5960 nan 0.5654 0.6394 0.0 0.5576 0.6311
0.0875 10.77 3080 0.0943 0.4272 0.6528 0.6338 nan 0.5432 0.7623 0.0 0.5367 0.7448
0.0695 10.84 3100 0.1042 0.3865 0.5879 0.5820 nan 0.5540 0.6218 0.0 0.5395 0.6200
0.051 10.91 3120 0.0968 0.3849 0.5854 0.5682 nan 0.4858 0.6851 0.0 0.4789 0.6760
0.0641 10.98 3140 0.0981 0.4032 0.6161 0.6010 nan 0.5286 0.7037 0.0 0.5193 0.6902
0.0716 11.05 3160 0.1036 0.3798 0.5809 0.5680 nan 0.5061 0.6558 0.0 0.4964 0.6429
0.1087 11.12 3180 0.1015 0.3836 0.5855 0.5738 nan 0.5179 0.6531 0.0 0.5080 0.6430
0.0522 11.19 3200 0.1043 0.3675 0.5603 0.5403 nan 0.4449 0.6756 0.0 0.4363 0.6662
0.0912 11.26 3220 0.1019 0.3668 0.5583 0.5457 nan 0.4856 0.6309 0.0 0.4780 0.6224
0.0911 11.33 3240 0.1003 0.4162 0.6366 0.6229 nan 0.5571 0.7162 0.0 0.5488 0.6998
0.0779 11.4 3260 0.1138 0.3192 0.4855 0.4757 nan 0.4288 0.5422 0.0 0.4172 0.5403
0.0594 11.47 3280 0.1012 0.3781 0.5795 0.5589 nan 0.4605 0.6984 0.0 0.4549 0.6794
0.0775 11.54 3300 0.1063 0.3682 0.5641 0.5606 nan 0.5441 0.5841 0.0 0.5303 0.5742
0.0738 11.61 3320 0.1052 0.4021 0.6189 0.6026 nan 0.5244 0.7134 0.0 0.5169 0.6894
0.1114 11.68 3340 0.1013 0.3984 0.6099 0.5986 nan 0.5449 0.6749 0.0 0.5362 0.6590
0.1441 11.75 3360 0.0991 0.4060 0.6212 0.6055 nan 0.5302 0.7123 0.0 0.5229 0.6951
0.0778 11.82 3380 0.0978 0.3829 0.5812 0.5692 nan 0.5123 0.6501 0.0 0.5056 0.6430
0.0796 11.89 3400 0.0990 0.3648 0.5630 0.5386 nan 0.4222 0.7039 0.0 0.4210 0.6735
0.0625 11.96 3420 0.0953 0.4138 0.6336 0.6163 nan 0.5337 0.7335 0.0 0.5236 0.7179
0.1022 12.03 3440 0.1007 0.3783 0.5756 0.5592 nan 0.4808 0.6705 0.0 0.4707 0.6641
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Framework versions