metadata

license: other
tags:
  - generated_from_keras_callback
model-index:
  - name: nateraw/mit-b0-finetuned-sidewalks-v2
    results: []

nateraw/mit-b0-finetuned-sidewalks-v2

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

Train Loss: 0.2146
Validation Loss: 0.4515
Validation Mean Iou: 0.3472
Validation Mean Accuracy: 0.4129
Validation Overall Accuracy: 0.8760
Validation Per Category Iou: [0. 0.77768215 0.87939478 0.75655563 0.85872515 0.51912277 nan 0.47242163 0.57270343 0.04912978 0.84772409 0.04133148

    0.28216704 0.         0.50142357 0.         0.

0.72646668 0.08708308 0.41888468 0.46264328 0. nan 0.00952928 0.24906863 0.23188316 0. 0.86985544 0.75426408 0.93570207 0. 0.00161353 0.15174018 0. ]

Validation Per Category Accuracy: [0. 0.91082524 0.9223558 0.86526048 0.93459861 0.70221741 nan 0.61752143 0.76844318 0.064682 0.94790176 0.04432765

    0.38675743 0.         0.58171337 0.         0.

0.86150488 0.08919156 0.64534791 0.76292334 0. nan 0.01094578 0.29978017 0.26035297 0. 0.9390376 0.84793111 0.96900737 0. 0.00383813 0.18862775 0. ]

Epoch: 27

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:

optimizer: {'name': 'Adam', 'learning_rate': 6e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
training_precision: float32

Training results

Train Loss	Validation Loss	Validation Mean Iou	Validation Mean Accuracy	Validation Overall Accuracy	Validation Per Category Iou	Validation Per Category Accuracy	Epoch
1.4089	0.8220	0.1975	0.2427	0.7701	[0. 0.58353931 0.7655921 0.04209491 0.53135026 0.11779776

    nan 0.07709853 0.15950712 0.         0.69634813 0.

    0.         0.         0.         0.         0.

0.61456822 0. 0.24971248 0.27129675 0. nan 0. 0.07697324 0. 0. 0.78576516 0.61267064 0.84564576 0. 0. 0.08904216 0. ] | [0. 0.88026971 0.93475302 0.04216372 0.5484085 0.13285614 nan 0.08669707 0.19044773 0. 0.90089024 0. 0. 0. 0. 0. 0. 0. 0.76783975 0. 0.42102101 0.28659817 0. nan 0. 0.08671771 0. 0. 0.89590301 0.74932576 0.9434814 0. 0. 0.14245566 0. ] | 0 | | 0.8462 | 0.6135 | 0.2551 | 0.2960 | 0.8200 | [0. 0.66967645 0.80571406 0.56416239 0.66692248 0.24744912 nan 0.23994505 0.28962463 0. 0.76504783 0. 0. 0. 0. 0.14111353 0. 0. 0.6924468 0. 0.27988701 0.41876094 0. nan 0. 0.14755829 0. 0. 0.81614463 0.68429711 0.87710938 0. 0. 0.11234171 0. ] | [0. 0.83805933 0.94928385 0.59586511 0.72913519 0.30595504 nan 0.3128234 0.34805831 0. 0.87847495 0. 0. 0. 0. 0.14205167 0. 0. 0.87543619 0. 0.36001144 0.49498574 0. nan 0. 0.18179115 0. 0. 0.92867923 0.7496178 0.92220166 0. 0. 0.15398549 0. ] | 1 | | 0.7134 | 0.5660 | 0.2780 | 0.3320 | 0.8286 | [0. 0.64791461 0.83800512 0.67301044 0.68120631 0.27361472 nan 0.26715802 0.43596999 0. 0.78649287 0. 0. 0. 0. 0.41256964 0. 0. 0.71114766 0. 0.31646321 0.44682442 0. nan 0. 0.17132551 0. 0. 0.81845697 0.67536699 0.88940936 0. 0. 0.1304862 0. ] | [0. 0.85958877 0.92084269 0.82341633 0.74725972 0.33495972 nan 0.40755277 0.56591531 0. 0.90641721 0. 0. 0. 0. 0.48144408 0. 0. 0.88294811 0. 0.46962078 0.47517397 0. nan 0. 0.20631607 0. 0. 0.90956851 0.85856042 0.94107052 0. 0. 0.16669713 0. ] | 2 | | 0.6320 | 0.5173 | 0.2894 | 0.3454 | 0.8435 | [0. 0.70789146 0.84902296 0.65266358 0.76099965 0.32934391 nan 0.29576422 0.43988204 0. 0.79276447 0. 0. 0. 0. 0.42668367 0. 0. 0.71717911 0. 0.32151249 0.50084444 0. nan 0. 0.18711455 0. 0. 0.82903803 0.68990498 0.8990059 0. 0.00213015 0.14819771 0. ] | [0. 0.84048763 0.93514369 0.68355212 0.88302113 0.458816 nan 0.38623272 0.69456442 0. 0.92379471 0. 0. 0. 0. 0.50677438 0. 0. 0.90362965 0. 0.4662386 0.57368294 0. nan 0. 0.23281768 0. 0. 0.9001526 0.86786434 0.95195314 0. 0.00333751 0.18532191 0. ] | 3 | | 0.5609 | 0.5099 | 0.2920 | 0.3599 | 0.8385 | [0. 0.70817583 0.84131144 0.66573523 0.81449696 0.38891117 nan 0.28124784 0.42659255 0. 0.80855146 0. 0. 0. 0. 0.46011866 0. 0. 0.65458792 0. 0.28411565 0.46758138 0. nan 0. 0.21849067 0. 0. 0.83829062 0.71207623 0.89929169 0. 0.02846127 0.13782635 0. ] | [0. 0.88632871 0.91269832 0.79044294 0.88368528 0.57405218 nan 0.35035973 0.77610775 0. 0.8889696 0. 0. 0. 0. 0.6020786 0. 0. 0.74586521 0. 0.61602403 0.54519561 0. nan 0. 0.28447396 0. 0. 0.94520232 0.85544414 0.95994042 0. 0.04680851 0.21407134 0. ] | 4 | | 0.5256 | 0.4741 | 0.3045 | 0.3598 | 0.8558 | [0.00000000e+00 7.50159008e-01 8.53654462e-01 6.44928131e-01 7.90455244e-01 4.33599913e-01 nan 3.33472954e-01 4.74502513e-01 0.00000000e+00 8.01366017e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.67653814e-01 0.00000000e+00 0.00000000e+00 7.27412479e-01 0.00000000e+00 4.18946113e-01 5.04714837e-01 0.00000000e+00 nan 0.00000000e+00 2.00373855e-01 0.00000000e+00 0.00000000e+00 8.50200795e-01 7.41636173e-01 9.08320534e-01 2.77259907e-04 0.00000000e+00 1.45430716e-01 0.00000000e+00] | [0.00000000e+00 8.86487233e-01 9.05201886e-01 7.23139265e-01 8.91929263e-01 7.26675641e-01 nan 4.36386295e-01 6.64378543e-01 0.00000000e+00 8.89056843e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.65450644e-01 0.00000000e+00 0.00000000e+00 9.27446136e-01 0.00000000e+00 5.36031025e-01 5.84198054e-01 0.00000000e+00 nan 0.00000000e+00 2.42514534e-01 0.00000000e+00 0.00000000e+00 9.31954754e-01 8.26849708e-01 9.59880377e-01 2.79039335e-04 0.00000000e+00 1.77106051e-01 0.00000000e+00] | 5 | | 0.4761 | 0.4922 | 0.3036 | 0.3754 | 0.8517 | [0.00000000e+00 7.18490241e-01 8.54701589e-01 5.90903088e-01 8.21902743e-01 4.76229883e-01 nan 3.32447673e-01 4.80642540e-01 0.00000000e+00 8.02904449e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.73285636e-01 0.00000000e+00 0.00000000e+00 7.16608930e-01 0.00000000e+00 3.16598081e-01 5.12540924e-01 0.00000000e+00 nan 0.00000000e+00 2.27702968e-01 0.00000000e+00 0.00000000e+00 8.51831675e-01 7.39827330e-01 9.07152231e-01 5.59070700e-04 3.70370370e-02 1.56538301e-01 0.00000000e+00] | [0.00000000e+00 9.20834531e-01 8.92075255e-01 7.48664032e-01 9.03709011e-01 7.40703529e-01 nan 4.40828188e-01 7.92719139e-01 0.00000000e+00 9.21593374e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.90292855e-01 0.00000000e+00 0.00000000e+00 8.42229041e-01 0.00000000e+00 4.75170857e-01 6.72591473e-01 0.00000000e+00 nan 0.00000000e+00 2.94713089e-01 0.00000000e+00 0.00000000e+00 9.26034809e-01 8.39522012e-01 9.66679296e-01 6.06188900e-04 1.12807676e-01 2.07280968e-01 0.00000000e+00] | 6 | | 0.4495 | 0.4797 | 0.3035 | 0.3702 | 0.8468 | [0.00000000e+00 7.52163526e-01 8.46563375e-01 7.16396797e-01 7.38850637e-01 3.93073019e-01 nan 3.31795957e-01 4.92991567e-01 0.00000000e+00 8.11302090e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.16059849e-01 0.00000000e+00 0.00000000e+00 6.56058294e-01 1.25948501e-02 2.66942435e-01 5.34406894e-01 0.00000000e+00 nan 0.00000000e+00 2.27750085e-01 4.86381323e-04 0.00000000e+00 8.48618960e-01 7.25828093e-01 9.17747637e-01 8.28380212e-03 6.74590297e-02 1.51281596e-01 0.00000000e+00] | [0.00000000e+00 8.75360044e-01 9.43650850e-01 8.78658645e-01 7.76578096e-01 4.85757596e-01 nan 4.30901582e-01 7.54126335e-01 0.00000000e+00 9.30112537e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.42914247e-01 0.00000000e+00 0.00000000e+00 7.57605356e-01 1.27102686e-02 6.50888458e-01 6.94757080e-01 0.00000000e+00 nan 0.00000000e+00 2.91727649e-01 4.86381323e-04 0.00000000e+00 9.42251577e-01 8.60753175e-01 9.56778008e-01 8.51551074e-03 1.38756779e-01 1.83583708e-01 0.00000000e+00] | 7 | | 0.4193 | 0.4487 | 0.3073 | 0.3633 | 0.8594 | [0. 0.77081114 0.86089485 0.64464211 0.82962632 0.36186873 nan 0.39092332 0.5399988 0. 0.81734925 0. 0. 0. 0. 0.50271555 0. 0. 0.70239658 0. 0.30875695 0.52195319 0. nan 0. 0.20124517 0.00696273 0. 0.84526591 0.72563399 0.91703372 0. 0.03526147 0.15693635 0. ] | [0. 0.8654775 0.95711297 0.70665759 0.93130714 0.42436958 nan 0.52892143 0.69243377 0. 0.91682626 0. 0. 0. 0. 0.62315913 0. 0. 0.86251114 0. 0.5607807 0.70416055 0. nan 0. 0.24483525 0.00698305 0. 0.921099 0.81848055 0.96789871 0. 0.06891948 0.18778302 0. ] | 8 | | 0.3883 | 0.4824 | 0.3086 | 0.3690 | 0.8527 | [0. 0.76454291 0.86544951 0.70501066 0.77912256 0.39088976 nan 0.40275725 0.53334923 0. 0.82777802 0. 0. 0. 0. 0.49916177 0. 0. 0.68780083 0.01500768 0.31589145 0.53805504 0. nan 0. 0.22450413 0.03544121 0. 0.82663975 0.60689445 0.91513911 0.12702194 0.0163284 0.10604071 0. ] | [0. 0.86846682 0.93345513 0.77258597 0.90365389 0.54440067 nan 0.51997559 0.73323435 0. 0.92499729 0. 0. 0. 0. 0.62015064 0. 0. 0.8190305 0.01503264 0.61258781 0.62514291 0. nan 0. 0.28141855 0.03574903 0. 0.95838638 0.66828866 0.96505306 0.19804095 0.04463913 0.1315269 0. ] | 9 | | 0.3736 | 0.4515 | 0.3180 | 0.3859 | 0.8600 | [0. 0.77296038 0.8679117 0.60122746 0.84573808 0.42877201 nan 0.40372521 0.5356554 0. 0.82057963 0. 0. 0. 0. 0.48309209 0. 0. 0.70156487 0.07165346 0.31172072 0.45383525 0. nan 0. 0.26337213 0.07457255 0. 0.85227381 0.7079085 0.92271657 0.20363628 0.03853875 0.13249146 0. ] | [0. 0.90081404 0.93156248 0.71723323 0.91251575 0.57187527 nan 0.53665381 0.74547838 0. 0.93718616 0. 0. 0. 0. 0.6410839 0. 0. 0.80529967 0.07249561 0.6074764 0.5775282 0. nan 0. 0.34898163 0.07545859 0. 0.95221746 0.80297775 0.96768443 0.26155608 0.19382562 0.17354842 0. ] | 10 | | 0.3487 | 0.4486 | 0.3181 | 0.3898 | 0.8637 | [0. 0.79416982 0.87767891 0.70942695 0.81634288 0.46749785 nan 0.42873013 0.48671464 0. 0.82752704 0. 0. 0. 0. 0.50844774 0. 0. 0.68070149 0.03976498 0.29304387 0.46322705 0. nan 0. 0.24856882 0.12795031 0. 0.84646906 0.71781094 0.92550642 0.04810685 0.04610752 0.14423047 0. ] | [0. 0.86951324 0.95247608 0.82408892 0.90393017 0.59760857 nan 0.5760741 0.83602638 0. 0.93420702 0. 0. 0. 0. 0.63502483 0. 0. 0.76902695 0.04024918 0.57179186 0.75842139 0. nan 0. 0.30837498 0.13239994 0. 0.95283514 0.78607095 0.96594744 0.05354669 0.18906967 0.2060098 0. ] | 11 | | 0.3460 | 0.4342 | 0.3234 | 0.3852 | 0.8669 | [0. 0.76828673 0.86958873 0.66044471 0.84588115 0.46323947 nan 0.41208499 0.54202812 0. 0.82543751 0. 0. 0. 0. 0.50071248 0. 0. 0.72333932 0.0173886 0.36535728 0.5284402 0. nan 0. 0.24239821 0.13456635 0. 0.86084123 0.73217705 0.92386442 0.09545854 0.04193608 0.11945951 0. ] | [0. 0.92666259 0.91906703 0.74134089 0.92518489 0.60022437 nan 0.56316038 0.77045814 0. 0.93600314 0. 0. 0. 0. 0.61358664 0. 0. 0.87835072 0.01757469 0.57608316 0.64108174 0. nan 0. 0.30432247 0.13750695 0. 0.93332326 0.85806371 0.96442783 0.10753599 0.15152274 0.14552189 0. ] | 12 | | 0.3146 | 0.4175 | 0.3339 | 0.3995 | 0.8745 | [0. 0.81054591 0.88286867 0.68551149 0.86089895 0.4562385 nan 0.4522713 0.55496016 0.01456189 0.83576109 0. 0. 0. 0. 0.50709788 0. 0. 0.73464008 0.00175153 0.35021502 0.57263292 0. nan 0. 0.25185222 0.14419755 0. 0.85952374 0.70281003 0.9270307 0.17660456 0.04867831 0.18762581 0. ] | [0. 0.9092016 0.94168672 0.86545289 0.89611216 0.55273728 nan 0.61409823 0.76682349 0.01569689 0.92776282 0. 0. 0. 0. 0.59972229 0. 0. 0.86700656 0.00175747 0.54181633 0.67419762 0. nan 0. 0.3252672 0.14789466 0. 0.9316378 0.88743565 0.97060047 0.33277846 0.15319149 0.25967892 0. ] | 13 | | 0.3000 | 0.4196 | 0.3263 | 0.3833 | 0.8720 | [0.00000000e+00 8.02547730e-01 8.74182776e-01 6.55641045e-01 8.69918767e-01 4.12920686e-01 nan 4.34054109e-01 5.54604573e-01 3.14830157e-03 8.29634841e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.98619437e-01 0.00000000e+00 0.00000000e+00 7.20371619e-01 1.62799781e-02 3.73295478e-01 5.20323501e-01 0.00000000e+00 nan 3.48000087e-04 2.41829304e-01 1.50045164e-01 0.00000000e+00 8.67415087e-01 7.31957881e-01 9.29791719e-01 1.28032094e-01 2.77808135e-02 1.25956544e-01 0.00000000e+00] | [0.00000000e+00 9.10809038e-01 9.53614030e-01 6.91330346e-01 9.25106631e-01 4.73740259e-01 nan 5.64222160e-01 7.49045544e-01 3.42805593e-03 9.38335743e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.77484642e-01 0.00000000e+00 0.00000000e+00 8.68434883e-01 1.63507406e-02 5.76763406e-01 7.07811962e-01 0.00000000e+00 nan 3.51671539e-04 3.02660657e-01 1.55815731e-01 0.00000000e+00 9.39832349e-01 8.43146236e-01 9.70195728e-01 2.11579170e-01 1.06049228e-01 1.61502816e-01 0.00000000e+00] | 14 | | 0.3000 | 0.4375 | 0.3296 | 0.4004 | 0.8666 | [0. 0.78266617 0.87516084 0.70472612 0.86490176 0.45228049 nan 0.42625351 0.54739354 0. 0.82459025 0. 0. 0. 0. 0.51809119 0. 0. 0.69081711 0.12347692 0.35720113 0.50921058 0. nan 0.00489936 0.24630062 0.14805039 0. 0.86169724 0.71926146 0.92796331 0.08257639 0.06410606 0.14539247 0. ] | [0. 0.9075929 0.9264549 0.93787289 0.92618179 0.57743083 nan 0.55003982 0.78286607 0. 0.94643176 0. 0. 0. 0. 0.62538921 0. 0. 0.80130182 0.13309691 0.69176706 0.69506169 0. nan 0.00507726 0.30979772 0.15393969 0. 0.93923901 0.84161243 0.9636732 0.1240378 0.17630371 0.19733096 0. ] | 15 | | 0.2958 | 0.4558 | 0.3321 | 0.3960 | 0.8649 | [0.00000000e+00 7.61108709e-01 8.60621205e-01 6.66132134e-01 8.52805958e-01 4.61529893e-01 nan 4.08367412e-01 5.31449716e-01 0.00000000e+00 8.35699926e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.07030790e-01 0.00000000e+00 0.00000000e+00 7.07129610e-01 6.48353710e-02 3.15606022e-01 5.11721371e-01 0.00000000e+00 nan 6.30311903e-04 2.73874288e-01 2.03863944e-01 0.00000000e+00 8.66259515e-01 7.58237242e-01 9.29139752e-01 2.50199629e-01 3.09762934e-02 1.61355571e-01 0.00000000e+00] | [0.00000000e+00 9.26534567e-01 9.27389090e-01 7.04037518e-01 9.24733729e-01 5.57765301e-01 nan 5.03121563e-01 8.16946898e-01 0.00000000e+00 9.33051726e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.15985021e-01 0.00000000e+00 0.00000000e+00 8.13389275e-01 6.50734371e-02 6.70053085e-01 6.00421712e-01 0.00000000e+00 nan 6.81363606e-04 3.40217727e-01 2.25090328e-01 0.00000000e+00 9.48289295e-01 8.67999126e-01 9.71413074e-01 3.64800631e-01 8.85273258e-02 2.01834862e-01 0.00000000e+00] | 16 | | 0.2734 | 0.4359 | 0.3324 | 0.3921 | 0.8700 | [0.00000000e+00 7.69753150e-01 8.66375446e-01 7.12734804e-01 8.60891290e-01 4.75851982e-01 nan 4.34175617e-01 5.46685274e-01 3.24503811e-02 8.38429371e-01 6.02288697e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.86131744e-01 0.00000000e+00 0.00000000e+00 7.27408322e-01 8.04817093e-02 3.54733831e-01 5.42941315e-01 0.00000000e+00 nan 2.71841412e-04 2.58488818e-01 1.79625596e-01 0.00000000e+00 8.66870562e-01 7.48169480e-01 9.27856685e-01 7.49529761e-02 5.06564228e-02 1.31117070e-01 0.00000000e+00] | [0.00000000e+00 9.25702577e-01 9.27332221e-01 7.66360378e-01 9.04612005e-01 5.93608265e-01 nan 6.05902185e-01 7.70458139e-01 3.87911592e-02 9.33542542e-01 1.19000397e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.85184718e-01 0.00000000e+00 0.00000000e+00 8.77167736e-01 9.19689932e-02 5.50758130e-01 6.18987337e-01 0.00000000e+00 nan 2.85733125e-04 3.36777474e-01 1.97679266e-01 0.00000000e+00 9.34506301e-01 8.56945493e-01 9.73108663e-01 8.09021630e-02 2.00250313e-01 1.67017963e-01 0.00000000e+00] | 17 | | 0.2616 | 0.4510 | 0.3349 | 0.4009 | 0.8726 | [0. 0.79136177 0.88249795 0.78534299 0.86229779 0.47690438 nan 0.43122561 0.54187893 0.01320356 0.83487865 0.01648963 0. 0.00144389 0. 0.51996092 0. 0. 0.70356624 0.09487574 0.37358034 0.43221057 0. nan 0.05030614 0.28552575 0.19602978 0. 0.86214818 0.75003141 0.92402054 0.03367055 0.0295635 0.15961857 0. ] | [0. 0.9308775 0.94322916 0.85211162 0.90509242 0.57554177 nan 0.5785717 0.8193957 0.0157871 0.93896272 0.03232844 0. 0.00144389 0. 0.6718842 0. 0. 0.80146551 0.09782199 0.57800629 0.60986079 0. nan 0.05345407 0.40116852 0.21407727 0. 0.93948742 0.87904777 0.97272876 0.03561119 0.11522737 0.2649179 0. ] | 18 | | 0.2570 | 0.4381 | 0.3378 | 0.4040 | 0.8691 | [0. 0.78633412 0.8781239 0.70951789 0.85768155 0.49725305 nan 0.4385802 0.5419402 0.01325455 0.84049064 0.03469167 0. 0. 0. 0.52032603 0. 0. 0.68820155 0.07929718 0.30712852 0.51640481 0. nan 0.01769049 0.26803817 0.21887178 0. 0.85998636 0.71539146 0.93235425 0.24885785 0.05621853 0.11969413 0. ] | [0. 0.91321796 0.93586512 0.7493935 0.91472526 0.63834931 nan 0.58292224 0.81417994 0.01497519 0.94252235 0.05394685 0. 0. 0. 0.64331398 0. 0. 0.82029437 0.08115742 0.56811405 0.59644195 0. nan 0.01995736 0.34179208 0.24586576 0. 0.94413845 0.83304234 0.96807676 0.34801978 0.20125156 0.15898892 0. ] | 19 | | 0.2617 | 0.4168 | 0.3396 | 0.3963 | 0.8781 | [0.00000000e+00 7.94986290e-01 8.78321279e-01 7.49897343e-01 8.49326301e-01 5.23130579e-01 nan 4.50929207e-01 5.51662857e-01 2.18050542e-02 8.41160082e-01 1.61248710e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 4.99800580e-01 0.00000000e+00 0.00000000e+00 7.33030551e-01 3.70162822e-02 3.87012787e-01 5.37036435e-01 0.00000000e+00 nan 2.52828519e-04 2.58401363e-01 2.18729726e-01 0.00000000e+00 8.68371051e-01 7.68056025e-01 9.33727233e-01 9.82409932e-02 3.83513478e-02 1.51214616e-01 0.00000000e+00] | [0.00000000e+00 9.07468689e-01 9.33071883e-01 8.06640187e-01 9.49407168e-01 6.81786840e-01 nan 5.64532420e-01 8.05049940e-01 2.72440235e-02 9.42797113e-01 2.47917493e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.80009257e-01 0.00000000e+00 0.00000000e+00 8.80850860e-01 3.73148381e-02 5.59445628e-01 5.88173859e-01 0.00000000e+00 nan 2.63753654e-04 3.24654954e-01 2.34262090e-01 0.00000000e+00 9.43142842e-01 8.79414683e-01 9.68600549e-01 1.42839273e-01 9.82895286e-02 1.98829554e-01 0.00000000e+00] | 20 | | 0.2444 | 0.4463 | 0.3361 | 0.3952 | 0.8747 | [0.00000000e+00 8.09356188e-01 8.73758666e-01 7.03484664e-01 8.50663613e-01 4.40395666e-01 nan 4.70255723e-01 5.66815751e-01 5.21693766e-04 8.47186281e-01 1.10941303e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 5.16683571e-01 0.00000000e+00 0.00000000e+00 7.12799896e-01 5.64981182e-02 3.71929696e-01 5.03181014e-01 0.00000000e+00 nan 1.16099071e-03 2.60644571e-01 2.24766447e-01 0.00000000e+00 8.67722068e-01 7.66105359e-01 9.35288074e-01 1.30229066e-01 4.53205481e-02 1.26864531e-01 0.00000000e+00] | [0.00000000e+00 9.19159433e-01 9.48361579e-01 7.32578878e-01 9.32163864e-01 5.01168899e-01 nan 5.99960700e-01 7.73417917e-01 5.41271989e-04 9.21135986e-01 1.94367315e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00 6.32331903e-01 0.00000000e+00 0.00000000e+00 8.67884025e-01 5.84201607e-02 5.18153787e-01 7.57499634e-01 0.00000000e+00 nan 1.25282986e-03 3.28637485e-01 2.39056420e-01 0.00000000e+00 9.39480431e-01 8.67690868e-01 9.70610826e-01 2.31997152e-01 1.16729245e-01 1.65141676e-01 0.00000000e+00] | 21 | | 0.2327 | 0.4708 | 0.3333 | 0.3991 | 0.8674 | [0.00000000e+00 8.01482811e-01 8.67112634e-01 7.26469941e-01 8.47789494e-01 4.26344060e-01 nan 4.59877772e-01 5.61767489e-01 3.08784808e-02 8.50980045e-01 8.21140639e-04 0.00000000e+00 5.56009812e-02 0.00000000e+00 5.19460186e-01 0.00000000e+00 0.00000000e+00 6.66718429e-01 1.00749376e-01 3.06011822e-01 4.73609191e-01 0.00000000e+00 nan 5.21670878e-02 2.74661980e-01 2.16300138e-01 0.00000000e+00 8.70513680e-01 7.58257933e-01 9.31855744e-01 4.02310154e-04 5.41590367e-02 1.45066810e-01 0.00000000e+00] | [0.00000000e+00 8.96213795e-01 9.66916102e-01 7.73539637e-01 8.80813661e-01 4.61368313e-01 nan 6.05202376e-01 7.84196522e-01 3.49120433e-02 9.33452042e-01 1.09083697e-03 0.00000000e+00 5.61056106e-02 0.00000000e+00 6.42177901e-01 0.00000000e+00 0.00000000e+00 7.70254403e-01 1.04428195e-01 7.01999428e-01 6.97985197e-01 0.00000000e+00 nan 5.98940589e-02 3.48124479e-01 2.34748471e-01 0.00000000e+00 9.37775670e-01 8.78224080e-01 9.72937862e-01 4.32992071e-04 2.44305382e-01 1.83551218e-01 0.00000000e+00] | 22 | | 0.2307 | 0.4395 | 0.3472 | 0.4131 | 0.8740 | [0. 0.78921013 0.87836164 0.7238651 0.85405051 0.48305222 nan 0.46174517 0.55335413 0.01711339 0.84971971 0.07427615 0. 0.19647651 0. 0.52684296 0. 0. 0.70735442 0.11184526 0.39826268 0.50387815 0. nan 0.05343915 0.27936942 0.23151827 0. 0.87119512 0.76032244 0.93287485 0.00244547 0.02821955 0.16774339 0. ] | [0. 0.92820839 0.93256894 0.76932845 0.93401204 0.61981657 nan 0.61634072 0.81936678 0.01975643 0.94590099 0.1012495 0. 0.2415429 0. 0.6241269 0. 0. 0.81714715 0.1280285 0.64358053 0.67924551 0. nan 0.06437787 0.34337226 0.26928155 0. 0.94337279 0.8780219 0.97322357 0.00300208 0.10171047 0.23578672 0. ] | 23 | | 0.2314 | 0.4319 | 0.3499 | 0.4182 | 0.8767 | [0. 0.81268914 0.88090286 0.77985058 0.85570746 0.45828635 nan 0.47299524 0.53277529 0.04378213 0.84593985 0.03478787 0. 0.1971561 0. 0.54043589 0. 0. 0.7359562 0.05923714 0.36875898 0.54834606 0. nan 0.0091682 0.2642792 0.23962131 0. 0.86379601 0.6984222 0.9344155 0.19722481 0.0095982 0.16301427 0. ] | [0. 0.89305484 0.93568687 0.88020793 0.94148981 0.58722529 nan 0.61994664 0.81367861 0.04916554 0.95151603 0.06277271 0. 0.25453795 0. 0.66359505 0. 0. 0.86745813 0.05975395 0.56066626 0.69054391 0. nan 0.01118755 0.32281238 0.27171345 0. 0.9460712 0.8195451 0.97224534 0.37103572 0.02778473 0.2253981 0. ] | 24 | | 0.2280 | 0.4165 | 0.3413 | 0.4040 | 0.8751 | [0. 0.80627187 0.88428648 0.68558419 0.86189479 0.47772167 nan 0.46152926 0.58013249 0.03674413 0.85526933 0.00621328 0. 0.00391914 0. 0.51552043 0. 0. 0.7219038 0.11633219 0.37078391 0.48759114 0. nan 0.04097689 0.25837403 0.23783935 0. 0.86459819 0.69037029 0.93378787 0.16489662 0.01161391 0.18831714 0. ] | [0. 0.90036072 0.93838536 0.72247672 0.95316477 0.6161249 nan 0.61164372 0.77422776 0.05448805 0.94020362 0.00912336 0. 0.00391914 0. 0.64499705 0. 0. 0.8629953 0.12306992 0.55344734 0.64075339 0. nan 0.04945381 0.31623508 0.26601584 0. 0.93210162 0.89534679 0.97086444 0.24202332 0.02736754 0.28242179 0. ] | 25 | | 0.2332 | 0.4404 | 0.3516 | 0.4245 | 0.8748 | [0. 0.79554848 0.87301633 0.83834717 0.85459995 0.51844513 nan 0.47147093 0.51906075 0.07904743 0.85844229 0.11856842 0. 0.20806579 0. 0.49652457 0. 0. 0.71537872 0.12687546 0.36603458 0.48369829 0. nan 0.01636133 0.26809207 0.24211655 0. 0.86537401 0.74525303 0.93088227 0.00370986 0.03710524 0.17143043 0. ] | [0. 0.90971751 0.92232534 0.87320268 0.9481476 0.68155153 nan 0.66184212 0.82753268 0.10690122 0.9341899 0.13962713 0. 0.38098185 0. 0.59963814 0. 0. 0.82473535 0.13202988 0.64751899 0.62376621 0. nan 0.01872651 0.32878909 0.28248332 0. 0.9485047 0.86660759 0.97579904 0.00397391 0.12273675 0.24574891 0. ] | 26 | | 0.2146 | 0.4515 | 0.3472 | 0.4129 | 0.8760 | [0. 0.77768215 0.87939478 0.75655563 0.85872515 0.51912277 nan 0.47242163 0.57270343 0.04912978 0.84772409 0.04133148 0. 0.28216704 0. 0.50142357 0. 0. 0.72646668 0.08708308 0.41888468 0.46264328 0. nan 0.00952928 0.24906863 0.23188316 0. 0.86985544 0.75426408 0.93570207 0. 0.00161353 0.15174018 0. ] | [0. 0.91082524 0.9223558 0.86526048 0.93459861 0.70221741 nan 0.61752143 0.76844318 0.064682 0.94790176 0.04432765 0. 0.38675743 0. 0.58171337 0. 0. 0.86150488 0.08919156 0.64534791 0.76292334 0. nan 0.01094578 0.29978017 0.26035297 0. 0.9390376 0.84793111 0.96900737 0. 0.00383813 0.18862775 0. ] | 27 |

Framework versions

Transformers 4.24.0
TensorFlow 2.9.2
Datasets 2.7.0
Tokenizers 0.13.2