sayakpaul/mit-b0-finetuned-sidewalks

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: 0.1548
• Validation Loss: 0.6632
• Validation Mean Iou: 0.3493
• Validation Mean Accuracy: 0.4339
• Validation Overall Accuracy: 0.8567
• Validation Per Category Iou: [0. 0.72734562 0.87039109 0.50560252 0.51663228 0.36229545 nan 0.47776689 0.52940518 0.19241958 0.84155873 0.02830674

0.     0.         0.00139925 0.60445893 0.         0.07574025
   

0.7468094 0.14334183 0.4693584 0.40891129 0.14829822 nan 0.00813972 0.40590805 0.26146138 0. 0.86026492 0.83512788 0.93070718 0.0090409 0.18828452 0.37741323 0. ]

• Validation Per Category Accuracy: [0. 0.8310267 0.95392068 0.60428497 0.61919046 0.48613447 nan 0.65088444 0.66893242 0.25887691 0.92731001 0.04746215

0.            nan 0.00160901 0.73867496 0.         0.08254848
   

0.88137757 0.16531368 0.61751433 0.47250332 0.1747851 nan 0.0144379 0.4916292 0.37381933 0. 0.951067 0.93445419 0.96602575 0.01924771 0.46897572 0.48167827 0. ]

• Epoch: 49

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
1.5309	0.9380	0.1674	0.2153	0.7545	[0.00000000e+00 5.50637719e-01 7.61499932e-01 6.48396077e-04
3.56923200e-01 9.75833116e-02 0.00000000e+00 2.82588573e-02
5.28802378e-02 0.00000000e+00 5.93637894e-01 0.00000000e+00
0.00000000e+00 nan 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.53393589e-01 0.00000000e+00
1.50378244e-01 1.75413833e-02 0.00000000e+00 nan
0.00000000e+00 2.76097981e-02 0.00000000e+00 0.00000000e+00
7.86211179e-01 7.05492777e-01 8.34315629e-01 0.00000000e+00
0.00000000e+00 7.43899822e-03 0.00000000e+00]	[0.00000000e+00 7.08723416e-01 9.71019213e-01 6.48665345e-04
4.09438347e-01 1.09468057e-01 nan 3.05932982e-02
5.44133505e-02 0.00000000e+00 8.74063503e-01 0.00000000e+00
0.00000000e+00 nan 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.66648886e-01 0.00000000e+00
1.61194155e-01 1.77691783e-02 0.00000000e+00 nan
0.00000000e+00 2.81195635e-02 0.00000000e+00 0.00000000e+00
9.17500033e-01 8.30294930e-01 9.02491399e-01 0.00000000e+00
0.00000000e+00 7.77243386e-03 0.00000000e+00]	0
0.8850	0.7741	0.2215	0.2711	0.7807	[0. 0.56319416 0.79436978 0.22447649 0.37746306 0.2182132

    nan 0.17433499 0.35240193 0.         0.64391654 0.

0.            nan 0.         0.         0.         0.
   

0.61824159 0. 0.36925143 0.09610409 0. nan 0. 0.23049759 0. 0. 0.79662258 0.72121144 0.85940151 0. 0.00144295 0.04769959 0. ] | [0. 0.7334003 0.94650286 0.24751216 0.4478931 0.27208929 nan 0.22448353 0.45667969 0. 0.92555657 0. 0. nan 0. 0. 0. 0. 0.85871282 0. 0.43579563 0.09928831 0. nan 0. 0.25660062 0. 0. 0.93127726 0.85151776 0.9323404 0. 0.00144459 0.05442322 0. ] | 1 | | 0.7280 | 0.6948 | 0.2608 | 0.3178 | 0.8009 | [0. 0.5833859 0.81088427 0.37870695 0.42920979 0.26901769 nan 0.26967864 0.37309309 0. 0.73143999 0. 0. nan 0. 0.30875952 0. 0. 0.64460152 0. 0.36681761 0.20754432 0. nan 0. 0.27251923 0.01267829 0. 0.82057447 0.76705857 0.86538224 0. 0.13369659 0.09996937 0. ] | [0. 0.71016102 0.95278314 0.44786052 0.50520329 0.32109583 nan 0.37049571 0.63857903 0. 0.88589428 0. 0. nan 0. 0.34012586 0. 0. 0.88972948 0. 0.49551485 0.25354461 0. nan 0. 0.3309279 0.01267829 0. 0.93305477 0.86649237 0.94355496 0. 0.14937745 0.12218876 0. ] | 2 | | 0.6505 | 0.6601 | 0.2774 | 0.3400 | 0.8158 | [0. 0.67274147 0.83098512 0.46721789 0.48492165 0.28810209 nan 0.30676731 0.41116935 0. 0.73679658 0. 0. nan 0. 0.47421792 0. 0. 0.66232704 0. 0.40729478 0.27226345 0. nan 0. 0.22211219 0.00310618 0. 0.81170746 0.73786496 0.88368738 0. 0.07716099 0.12776685 0. ] | [0. 0.80048159 0.93309497 0.558633 0.56439564 0.38053253 nan 0.46424754 0.60183499 0. 0.92479351 0. 0. nan 0. 0.60493457 0. 0. 0.88399244 0. 0.55428873 0.34754253 0. nan 0. 0.25438648 0.00310618 0. 0.90931833 0.91190458 0.94609539 0. 0.08323588 0.15250888 0. ] | 3 | | 0.5810 | 0.6610 | 0.2893 | 0.3501 | 0.8173 | [0. 0.64601276 0.81866457 0.46535767 0.50543168 0.28373075 nan 0.33004533 0.40404147 0. 0.76223358 0. 0. nan 0. 0.52641725 0. 0. 0.65767205 0. 0.39175791 0.25442534 0. nan 0. 0.30521727 0.03951998 0. 0.82740493 0.75297779 0.88342457 0. 0.20580056 0.19670152 0. ] | [0. 0.73558164 0.95660246 0.55532275 0.61966264 0.32151473 nan 0.47707119 0.54010289 0. 0.91394179 0. 0. nan 0. 0.63758616 0. 0. 0.88501875 0. 0.56845175 0.29123233 0. nan 0. 0.38980592 0.03987322 0. 0.92751577 0.84695264 0.93293488 0. 0.32582376 0.23722217 0. ] | 4 | | 0.5288 | 0.6364 | 0.3033 | 0.3717 | 0.8260 | [0. 0.64487768 0.8377146 0.48707167 0.50884928 0.34176886 nan 0.34887555 0.45218372 0. 0.75715898 0. 0. nan 0. 0.5222127 0. 0. 0.69808156 0. 0.42644563 0.35474225 0. nan 0. 0.28867161 0.03742875 0. 0.83332433 0.7818028 0.88638015 0.00137015 0.2124537 0.28445749 0. ] | [0. 0.74189035 0.92893266 0.625763 0.62296571 0.54003942 nan 0.49591369 0.64509343 0. 0.92976992 0. 0. nan 0. 0.66209669 0. 0. 0.86461114 0. 0.54041026 0.4796133 0. nan 0. 0.33899822 0.03746434 0. 0.92987636 0.92582211 0.96099073 0.00151698 0.26040449 0.36377671 0. ] | 5 | | 0.4936 | 0.6299 | 0.2980 | 0.3599 | 0.8264 | [0. 0.66237142 0.83413529 0.50181208 0.52374508 0.34163702 nan 0.35933641 0.43258492 0. 0.76814068 0. 0. nan 0. 0.49822203 0. 0. 0.65539745 0. 0.3955574 0.32740018 0. nan 0. 0.31514128 0.04382747 0. 0.84497596 0.79425761 0.89798116 0.00201253 0.18109898 0.15596963 0. ] | [0. 0.72498823 0.94241029 0.63156495 0.72628664 0.44784858 nan 0.50327208 0.59434829 0. 0.91352866 0. 0. nan 0. 0.62105434 0. 0. 0.90132969 0. 0.4624487 0.42016669 0. nan 0. 0.37948533 0.04393027 0. 0.94520928 0.88447616 0.94729824 0.00247937 0.23226938 0.19132714 0. ] | 6 | | 0.4528 | 0.6340 | 0.2980 | 0.3664 | 0.8212 | [0. 0.60868123 0.83498291 0.18287132 0.46939835 0.31058578 nan 0.34162709 0.445366 0. 0.78966215 0. 0. nan 0. 0.53583212 0. 0. 0.71233622 0.03447214 0.47235409 0.37419598 0. nan 0. 0.32268508 0.05312127 0. 0.83874416 0.79217023 0.89975806 0.00192312 0.20492869 0.31166384 0. ] | [0. 0.70588336 0.94249106 0.19298309 0.73275474 0.44094168 nan 0.48341533 0.71859918 0. 0.90854187 0. 0. nan 0. 0.6752697 0. 0. 0.88312382 0.03451747 0.65575793 0.42127597 0. nan 0. 0.39094462 0.05356577 0. 0.95291962 0.86480438 0.95973926 0.00251199 0.29803261 0.40525743 0. ] | 7 | | 0.4458 | 0.6356 | 0.3066 | 0.3759 | 0.8311 | [0. 0.66186021 0.83364406 0.48364478 0.53627121 0.27582606 nan 0.35739504 0.41076225 0. 0.77850446 0. 0. nan 0. 0.50299945 0. 0. 0.70340595 0.01741996 0.40137463 0.32885851 0. nan 0. 0.32114603 0.05439069 0. 0.84655176 0.80081688 0.90314194 0.00292704 0.24599153 0.34524384 0. ] | [0. 0.74699777 0.95226432 0.65030589 0.70566846 0.35272168 nan 0.47019568 0.71372001 0. 0.91011138 0. 0. nan 0. 0.62189092 0. 0. 0.87945472 0.01742109 0.52016264 0.36958738 0. nan 0. 0.3993222 0.05508716 0. 0.928178 0.89821483 0.96116851 0.0033765 0.40579212 0.46633448 0. ] | 8 | | 0.3970 | 0.6094 | 0.3154 | 0.3845 | 0.8365 | [0. 0.70298046 0.85101569 0.48546331 0.53875077 0.30506197 nan 0.36967252 0.46956636 0. 0.78487773 0. 0. nan 0. 0.54510928 0. 0. 0.69555357 0.0474544 0.43944078 0.34243937 0. nan 0. 0.31970314 0.07436481 0. 0.84065947 0.79505994 0.90045732 0.0134226 0.27125836 0.30161838 0. ] | [0. 0.78336023 0.94550091 0.59681159 0.65835184 0.43832978 nan 0.56126034 0.72465395 0. 0.92553299 0. 0. nan 0. 0.67204825 0. 0. 0.84423958 0.04768476 0.62117922 0.41246864 0. nan 0. 0.38035291 0.07866878 0. 0.9420769 0.91782163 0.95911561 0.01988386 0.38917934 0.38662485 0. ] | 9 | | 0.3827 | 0.6001 | 0.3153 | 0.3830 | 0.8399 | [0.00000000e+00 7.18523940e-01 8.57241195e-01 4.87400335e-01 5.64909227e-01 3.46474032e-01 nan 3.52839201e-01 4.72771964e-01 2.26308345e-04 7.96560839e-01 0.00000000e+00 0.00000000e+00 nan 0.00000000e+00 5.60432300e-01 0.00000000e+00 0.00000000e+00 6.83278176e-01 3.50039777e-02 4.23414561e-01 3.13947966e-01 0.00000000e+00 nan 0.00000000e+00 3.22699644e-01 1.08833077e-01 0.00000000e+00 8.47684853e-01 8.05165122e-01 9.05812333e-01 6.78139068e-03 2.30358320e-01 2.48185158e-01 0.00000000e+00] | [0.00000000e+00 8.00405608e-01 9.43426295e-01 6.48294679e-01 6.81857870e-01 5.18050809e-01 nan 4.57279092e-01 6.27335726e-01 2.26885990e-04 9.00155725e-01 0.00000000e+00 0.00000000e+00 nan 0.00000000e+00 7.09644391e-01 0.00000000e+00 0.00000000e+00 8.82359726e-01 3.50045460e-02 6.04178245e-01 3.33862219e-01 0.00000000e+00 nan 0.00000000e+00 4.02788008e-01 1.21141046e-01 0.00000000e+00 9.46216343e-01 9.21245814e-01 9.55916812e-01 1.34407725e-02 4.56834285e-01 2.96304685e-01 0.00000000e+00] | 10 | | 0.3545 | 0.6001 | 0.3183 | 0.3876 | 0.8403 | [0. 0.72446673 0.85906725 0.50307184 0.59402909 0.33935205 nan 0.36653095 0.49281565 0. 0.79716382 0. 0. nan 0. 0.54502138 0. 0. 0.67058988 0.01229056 0.33404111 0.35615386 0. nan 0. 0.3402916 0.13274148 0. 0.84876007 0.80426728 0.90568008 0.00767061 0.27079805 0.280819 0. ] | [0. 0.80252235 0.93835903 0.64483513 0.75981034 0.47343152 nan 0.51602703 0.68908551 0. 0.91483973 0. 0. nan 0. 0.72268005 0. 0. 0.90438608 0.01229056 0.42963846 0.43749539 0. nan 0. 0.40012652 0.15828843 0. 0.92988659 0.92495156 0.96015873 0.01578965 0.43451194 0.3352385 0. ] | 11 | | 0.3397 | 0.6115 | 0.3192 | 0.3868 | 0.8430 | [0.00000000e+00 7.41164914e-01 8.53475354e-01 4.90058493e-01 5.38510608e-01 3.20539250e-01 nan 3.99845020e-01 4.92502734e-01 2.05511936e-03 7.89583806e-01 0.00000000e+00 0.00000000e+00 nan 0.00000000e+00 5.24630954e-01 0.00000000e+00 0.00000000e+00 6.89126355e-01 1.00217065e-01 3.82209653e-01 2.80744319e-01 0.00000000e+00 nan 0.00000000e+00 3.32851489e-01 1.26552665e-01 0.00000000e+00 8.47240409e-01 8.22332088e-01 9.10638012e-01 2.90160652e-05 2.21796079e-01 3.46893446e-01 0.00000000e+00] | [0.00000000e+00 8.48318759e-01 9.46569249e-01 6.63363278e-01 6.38141209e-01 3.85953320e-01 nan 5.53582721e-01 7.04615765e-01 2.21213840e-03 9.22610901e-01 0.00000000e+00 0.00000000e+00 nan 0.00000000e+00 6.66079812e-01 0.00000000e+00 0.00000000e+00 8.81123024e-01 1.01945058e-01 5.26802988e-01 3.23168426e-01 0.00000000e+00 nan 0.00000000e+00 3.84975486e-01 1.44025357e-01 0.00000000e+00 9.40049850e-01 9.07373703e-01 9.60336520e-01 4.89348514e-05 4.45552728e-01 4.32057650e-01 0.00000000e+00] | 12 | | 0.3241 | 0.6287 | 0.3273 | 0.3978 | 0.8429 | [0. 0.685145 0.85514983 0.51435122 0.58568553 0.33123954 nan 0.37904882 0.48699633 0.01165282 0.80640467 0. 0. nan 0. 0.57752157 0. 0. 0.70991794 0.08028905 0.46064235 0.36005242 0. nan 0. 0.35412099 0.13762468 0. 0.85041598 0.81527344 0.9123073 0. 0.22657474 0.33418397 0. ] | [0. 0.76391796 0.9469649 0.63487005 0.75620599 0.46553721 nan 0.50872319 0.65626602 0.01264889 0.90580182 0. 0. nan 0. 0.72616372 0. 0. 0.890303 0.08135797 0.6078355 0.43398998 0. nan 0. 0.44669122 0.16006339 0. 0.93441314 0.92555522 0.96272416 0. 0.48263053 0.42826041 0. ] | 13 | | 0.3022 | 0.6032 | 0.3218 | 0.3854 | 0.8424 | [0. 0.71587478 0.85670087 0.46056474 0.53488585 0.33850716 nan 0.39350336 0.39935661 0.00419527 0.79331659 0. 0. nan 0. 0.54292597 0. 0. 0.70157662 0.10836491 0.46409267 0.33272244 0. nan 0. 0.35897761 0.13052432 0. 0.85299834 0.81782186 0.9117891 0.00236702 0.25552987 0.32071305 0. ] | [0. 0.80394187 0.9358135 0.53614593 0.72288497 0.49714062 nan 0.54396953 0.50146729 0.00436756 0.94495949 0. 0. nan 0. 0.60785636 0. 0. 0.88179116 0.12443174 0.61622522 0.36928296 0. nan 0. 0.43465805 0.14865293 0. 0.95160943 0.91951241 0.96357421 0.00432258 0.41442526 0.40644768 0. ] | 14 | | 0.2937 | 0.5953 | 0.3305 | 0.4030 | 0.8449 | [0. 0.69638318 0.85825162 0.52324422 0.5433419 0.3469765 nan 0.40975989 0.49170959 0.00172109 0.81852012 0. 0. nan 0. 0.54972175 0. 0. 0.72653579 0.12940395 0.49040852 0.36779631 0. nan 0. 0.34952524 0.12859991 0. 0.84955571 0.82163775 0.91348544 0.01357343 0.20901572 0.33696003 0. ] | [0. 0.77149692 0.93467369 0.62786344 0.75698164 0.52205905 nan 0.57849458 0.72399102 0.0020987 0.92177615 0. 0. nan 0. 0.66111028 0. 0. 0.89225829 0.13292311 0.62957849 0.44703839 0. nan 0. 0.41933079 0.14719493 0. 0.94294399 0.92316157 0.95997955 0.02286889 0.43984316 0.43884091 0. ] | 15 | | 0.2985 | 0.6752 | 0.3106 | 0.3773 | 0.8330 | [0. 0.70132108 0.84614259 0.46333382 0.56218727 0.24626879 nan 0.40366902 0.47740097 0.0250144 0.80566818 0. 0. nan 0. 0.53413689 0. 0. 0.65726308 0.08036975 0.36642674 0.26539948 0. nan 0. 0.35749813 0.13576539 0. 0.84624546 0.80479301 0.90656978 0.00419358 0.21944385 0.22915907 0. ] | [0. 0.75132765 0.94954979 0.66569367 0.76524644 0.28265659 nan 0.5278041 0.66034967 0.0295519 0.90881823 0. 0. nan 0. 0.62968235 0. 0. 0.91281232 0.08130926 0.483296 0.29302424 0. nan 0. 0.44332482 0.15759113 0. 0.93912247 0.92471332 0.96940512 0.0103905 0.42560363 0.26159798 0. ] | 16 | | 0.2833 | 0.6446 | 0.3261 | 0.3949 | 0.8447 | [0.00000000e+00 7.08995850e-01 8.49245624e-01 5.02729624e-01 5.44178924e-01 2.80874020e-01 nan 4.09531940e-01 4.68642701e-01 5.72334850e-02 7.86049035e-01 4.15253651e-04 0.00000000e+00 nan 0.00000000e+00 5.20689462e-01 0.00000000e+00 0.00000000e+00 7.19140232e-01 1.09126891e-01 4.66887817e-01 3.77114972e-01 0.00000000e+00 nan 0.00000000e+00 3.57675941e-01 1.49472418e-01 0.00000000e+00 8.48995042e-01 8.23287514e-01 9.17986999e-01 4.86177781e-03 2.08704959e-01 3.22665861e-01 0.00000000e+00] | [0.00000000e+00 8.00869189e-01 9.55886409e-01 6.05400396e-01 6.79327160e-01 3.35582853e-01 nan 5.64117225e-01 7.19032298e-01 7.06182643e-02 9.12828794e-01 4.70698988e-04 0.00000000e+00 nan 0.00000000e+00 6.96671162e-01 0.00000000e+00 0.00000000e+00 8.85781041e-01 1.13699831e-01 6.05324120e-01 4.37527674e-01 0.00000000e+00 nan 0.00000000e+00 4.41345654e-01 1.73312203e-01 0.00000000e+00 9.54319708e-01 8.94089174e-01 9.60961557e-01 6.44308877e-03 4.22542478e-01 3.99729132e-01 0.00000000e+00] | 17 | | 0.2777 | 0.5923 | 0.3311 | 0.4005 | 0.8496 | [0. 0.74552742 0.85847838 0.50817039 0.54300979 0.31118625 nan 0.42604196 0.48432857 0. 0.80689375 0. 0. nan 0. 0.53701465 0. 0. 0.72095961 0.1181785 0.44646925 0.38422934 0. nan 0. 0.36931298 0.14420905 0. 0.85509203 0.82052953 0.91364053 0.00100348 0.23289685 0.36817268 0. ] | [0. 0.84028626 0.9434955 0.64877174 0.63691529 0.41306725 nan 0.60885149 0.7505436 0. 0.92003686 0. 0. nan 0. 0.6933623 0. 0. 0.87623974 0.12084362 0.60794245 0.40909699 0. nan 0. 0.43594135 0.17001585 0. 0.95100912 0.93487828 0.9639534 0.00228363 0.4196533 0.46863408 0. ] | 18 | | 0.2706 | 0.6428 | 0.3221 | 0.3962 | 0.8382 | [0. 0.68452221 0.8452384 0.47997747 0.51381266 0.28444074 nan 0.37559387 0.49555801 0.03074893 0.81638827 0. 0. nan 0. 0.51609207 0. 0. 0.71837159 0.08793388 0.44408701 0.37771393 0. nan 0. 0.32731481 0.15540722 0. 0.85633997 0.83551836 0.91595508 0.00870258 0.18741004 0.35077478 0. ] | [0. 0.85198925 0.92426408 0.60975057 0.67323702 0.32590697 nan 0.51767974 0.69125992 0.03437323 0.90694783 0. 0. nan 0. 0.75364599 0. 0. 0.86882314 0.0906936 0.61902497 0.43503007 0. nan 0. 0.36935451 0.18301109 0. 0.9493751 0.91609312 0.96411175 0.02618015 0.47471968 0.49440352 0. ] | 19 | | 0.2593 | 0.6052 | 0.3341 | 0.4031 | 0.8496 | [0. 0.73848967 0.86979676 0.50888802 0.54822563 0.35498187 nan 0.41457852 0.49852188 0.05160441 0.81578019 0. 0. nan 0. 0.55649339 0. 0. 0.71513888 0.10932455 0.45060669 0.40457293 0. nan 0. 0.36272233 0.17307211 0. 0.84243775 0.79946792 0.91817544 0.012773 0.20910169 0.33510921 0. ] | [0. 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0.00000000e+00 0.00000000e+00 0.00000000e+00 5.47400472e-01 0.00000000e+00 0.00000000e+00 6.98699714e-01 4.83279925e-02 4.41216481e-01 3.86371527e-01 0.00000000e+00 nan 1.84009568e-04 3.73099406e-01 2.32542886e-01 0.00000000e+00 8.60124125e-01 8.38582887e-01 9.28199683e-01 1.04543843e-02 2.14406806e-01 2.68858654e-01 0.00000000e+00] | [0.00000000e+00 8.10393846e-01 9.59458754e-01 6.49684677e-01 6.92065071e-01 4.67204091e-01 nan 6.05073291e-01 6.83021903e-01 1.97220647e-01 8.73930509e-01 7.84498313e-04 0.00000000e+00 nan 0.00000000e+00 7.49750275e-01 0.00000000e+00 0.00000000e+00 8.76772268e-01 5.11754773e-02 6.34910631e-01 4.72221966e-01 0.00000000e+00 nan 2.80347631e-04 4.48177854e-01 2.92171157e-01 0.00000000e+00 9.44228324e-01 9.22107275e-01 9.61649098e-01 1.58712035e-02 4.69801197e-01 3.44952309e-01 0.00000000e+00] | 35 | | 0.1798 | 0.6439 | 0.3460 | 0.4195 | 0.8508 | [0. 0.73276012 0.8703165 0.51981554 0.53793981 0.33233419 nan 0.45652634 0.52909238 0.15852233 0.81964961 0.03700225 0. nan 0. 0.57771173 0. 0. 0.73584172 0.15695205 0.4595907 0.37447524 0.02385496 nan 0. 0.36048183 0.26601379 0. 0.86087389 0.82180707 0.92369107 0.00845113 0.20893951 0.29856993 0. ] | [0. 0.82418646 0.94532887 0.64936378 0.67010705 0.47232691 nan 0.61045369 0.68649566 0.19228588 0.92529247 0.04636385 0. nan 0. 0.7693662 0. 0. 0.85725086 0.16617418 0.66391847 0.46183028 0.02387775 nan 0. 0.41703531 0.33749604 0. 0.95559462 0.91895767 0.97172331 0.02834959 0.45050561 0.3798439 0. ] | 36 | | 0.1910 | 0.6861 | 0.3373 | 0.4223 | 0.8540 | [0. 0.72845316 0.8706506 0.49601163 0.57976993 0.35860798 nan 0.4529812 0.52753083 0.14277308 0.8326801 0.01872577 0. 0. 0.04983477 0.56359697 0. 0. 0.72011327 0.1407459 0.48820143 0.37419962 0. nan 0. 0.3859852 0.27267495 0. 0.86971039 0.82754932 0.92051632 0.02074915 0.22252298 0.26709874 0. ] | [0. 0.80674712 0.95161564 0.60428497 0.73125603 0.51752095 nan 0.59417511 0.7610621 0.19268293 0.94001892 0.02690829 0. nan 0.05054975 0.67238538 0. 0. 0.88221105 0.16390116 0.69192941 0.42158038 0. nan 0. 0.48403335 0.36038035 0. 0.94890589 0.90539437 0.96853562 0.03844648 0.46371328 0.33603354 0. ] | 37 | | 0.1915 | 0.6585 | 0.3363 | 0.4165 | 0.8541 | [0. 0.73425746 0.86767757 0.51642012 0.54929322 0.33592131 nan 0.48682863 0.51510526 0.15484811 0.83659915 0.00656619 0. 0. 0.0101791 0.61002433 0. 0. 0.72048415 0.13423101 0.4704484 0.36911608 0.02287893 nan 0.00175316 0.397269 0.23985463 0. 0.85725197 0.8301346 0.91914906 0.0115664 0.20195343 0.29960584 0. ] | [0. 0.813902 0.96027158 0.62646143 0.65244904 0.456082 nan 0.65327663 0.65031732 0.19285309 0.91732039 0.00823723 0. nan 0.01059265 0.72306713 0. 0. 0.89001466 0.15570204 0.60888206 0.43505313 0.02292264 nan 0.00280348 0.48167913 0.32633914 0. 0.95320389 0.90922448 0.96793836 0.01950869 0.51702552 0.37348128 0. ] | 38 | | 0.1809 | 0.6326 | 0.3331 | 0.4129 | 0.8566 | [0. 0.75063837 0.86934939 0.50549019 0.55209939 0.34707223 nan 0.47793191 0.53247141 0.10026632 0.83361171 0.00349941 0. 0. 0.01418999 0.58381467 0. 0. 0.72707071 0.09868955 0.47826501 0.33864732 0.05377358 nan 0. 0.39034504 0.23355263 0. 0.86185138 0.83043125 0.92062586 0.00839127 0.19885764 0.28062092 0. ] | [0. 0.8441298 0.95747519 0.60339777 0.66980687 0.43263595 nan 0.65140571 0.72588258 0.1153148 0.92360505 0.00462854 0. nan 0.01448109 0.70674758 0. 0. 0.90597464 0.1045428 0.61409389 0.40161341 0.05444126 nan 0. 0.4704548 0.31055468 0. 0.94873549 0.91742269 0.9695204 0.01226634 0.4993465 0.35417153 0. ] | 39 | | 0.1724 | 0.6214 | 0.3480 | 0.4171 | 0.8578 | [0. 0.74880719 0.86593712 0.49493695 0.5518544 0.34969174 nan 0.49195896 0.52033907 0.11512718 0.82580176 0.00328132 0. nan 0. 0.59486104 0. 0. 0.73993215 0.15080459 0.49618358 0.37658279 0.03053435 nan 0. 0.3952725 0.24578942 0. 0.85908382 0.81951817 0.92798658 0.0131274 0.21907077 0.30066306 0. ] | [0. 0.83828969 0.95996416 0.58419522 0.67456154 0.43248759 nan 0.64852862 0.73357258 0.13170732 0.93534151 0.00384404 0. nan 0. 0.71573769 0. 0. 0.88939744 0.16873945 0.67884542 0.42818992 0.03056351 nan 0. 0.47664535 0.31638669 0. 0.94469242 0.92889975 0.96830227 0.01681728 0.47420376 0.36689909 0. ] | 40 | | 0.1700 | 0.6443 | 0.3403 | 0.4240 | 0.8532 | [0.00000000e+00 7.24228056e-01 8.68129666e-01 5.21511493e-01 5.57290409e-01 3.62881751e-01 nan 4.79856526e-01 5.50234987e-01 1.16441909e-01 8.39479458e-01 2.26084595e-02 0.00000000e+00 0.00000000e+00 3.64709037e-02 6.08090063e-01 0.00000000e+00 0.00000000e+00 7.23460392e-01 1.44931232e-01 4.69174359e-01 3.43091068e-01 2.37868696e-02 nan 2.93491819e-04 4.00535432e-01 2.45157323e-01 0.00000000e+00 8.62756146e-01 8.36036309e-01 9.28980262e-01 3.21989502e-02 2.22340672e-01 3.10515477e-01 0.00000000e+00] | [0.00000000e+00 8.16929831e-01 9.38586432e-01 6.15180142e-01 6.92548207e-01 5.76970117e-01 nan 6.54117124e-01 7.45098732e-01 1.27339762e-01 9.24663342e-01 2.61237938e-02 0.00000000e+00 nan 3.64709037e-02 7.78980621e-01 0.00000000e+00 0.00000000e+00 8.97366839e-01 1.56887258e-01 6.13979302e-01 3.85112634e-01 2.38777459e-02 nan 5.60695262e-04 4.70527101e-01 3.03264659e-01 0.00000000e+00 9.54609903e-01 9.12592076e-01 9.66222983e-01 5.07291293e-02 4.94978331e-01 4.04589503e-01 0.00000000e+00] | 41 | | 0.1789 | 0.6390 | 0.3547 | 0.4300 | 0.8560 | [0. 0.71643012 0.8714936 0.51948375 0.55552363 0.36657904 nan 0.46104367 0.53690716 0.14993871 0.82822187 0.00512328 0. nan 0.02601234 0.61495312 0. 0. 0.75272992 0.14199988 0.48055034 0.42794784 0.12123818 nan 0.00349075 0.38506001 0.27487948 0. 0.85994965 0.83038974 0.92152801 0.01375312 0.19381583 0.29018807 0. ] | [0. 0.79875613 0.94967717 0.64954568 0.72657476 0.49408239 nan 0.65311903 0.71725564 0.17345434 0.91856921 0.00627599 0. nan 0.02601234 0.7419089 0. 0. 0.89538722 0.15982595 0.62769161 0.52725453 0.13467049 nan 0.00742921 0.46568763 0.36507132 0. 0.95836035 0.90302518 0.9732109 0.01714351 0.50254523 0.36623348 0. ] | 42 | | 0.1747 | 0.6300 | 0.3453 | 0.4256 | 0.8568 | [0. 0.73808492 0.87628034 0.52271507 0.56354951 0.37292345 nan 0.47493813 0.54315812 0.12941955 0.83487747 0.01042155 0. 0. 0.01888056 0.5850729 0. 0.00679561 0.72865655 0.16298805 0.50779295 0.35281309 0.1483209 nan 0.00146372 0.39135342 0.26493341 0. 0.85556625 0.80147756 0.92444109 0.02342468 0.24566577 0.30760098 0. ] | [0. 0.82415433 0.95253909 0.65333127 0.67595726 0.52431439 nan 0.64563739 0.70549967 0.15530346 0.92934642 0.01396407 0. nan 0.01890587 0.67997703 0. 0.00720222 0.90355305 0.19458696 0.64474034 0.38600282 0.15186246 nan 0.00294365 0.45284562 0.34301109 0. 0.93293094 0.94313517 0.96948846 0.04120314 0.47275917 0.39519926 0. ] | 43 | | 0.1633 | 0.6958 | 0.3460 | 0.4328 | 0.8496 | [0.00000000e+00 7.07967513e-01 8.64897292e-01 5.30492291e-01 5.41351423e-01 3.52224043e-01 nan 4.81002598e-01 5.30743896e-01 1.82704272e-01 8.36799496e-01 3.19967322e-03 0.00000000e+00 0.00000000e+00 2.70414280e-02 6.07536390e-01 0.00000000e+00 2.58297817e-04 7.24070745e-01 1.61121955e-01 4.93941753e-01 3.39722827e-01 1.68744805e-01 nan 2.13736107e-04 3.79707826e-01 2.58062945e-01 0.00000000e+00 8.60635733e-01 8.34524347e-01 9.28107342e-01 3.52373795e-02 2.69899565e-01 2.96337021e-01 0.00000000e+00] | [0.00000000e+00 7.80104458e-01 9.38267660e-01 6.60722284e-01 7.00715501e-01 5.74914256e-01 nan 6.46841568e-01 6.89412555e-01 2.99829836e-01 9.37107209e-01 3.68714207e-03 0.00000000e+00 nan 2.72190936e-02 7.24927580e-01 0.00000000e+00 2.77008310e-04 9.00758420e-01 1.80932589e-01 6.38642366e-01 3.89678886e-01 1.93887297e-01 nan 4.20521447e-04 4.50414586e-01 3.35784469e-01 0.00000000e+00 9.51069425e-01 8.99380209e-01 9.68441171e-01 6.96016703e-02 4.95425466e-01 3.89915943e-01 0.00000000e+00] | 44 | | 0.1590 | 0.6293 | 0.3558 | 0.4234 | 0.8606 | [0. 0.74163869 0.88205204 0.54911739 0.60879969 0.37575291 nan 0.46671858 0.52160161 0.13121611 0.83434189 0.00456944 0. nan 0. 0.59455616 0. 0.00535738 0.72723539 0.15986011 0.48674166 0.28348327 0.23636364 nan 0.00303434 0.38082673 0.25664616 0. 0.86353231 0.83595976 0.92501318 0.00548342 0.22462229 0.28217572 0. ] | [0. 0.85255257 0.95625352 0.65040542 0.67091775 0.50593133 nan 0.64781137 0.68074142 0.14412933 0.93374747 0.00556994 0. nan 0. 0.71512586 0. 0.00567867 0.90468613 0.17960125 0.64272168 0.30710121 0.29799427 nan 0.00574713 0.47478367 0.32006339 0. 0.95706686 0.91493821 0.96762029 0.01068411 0.44744445 0.34790366 0. ] | 45 | | 0.1583 | 0.6668 | 0.3453 | 0.4290 | 0.8570 | [0. 0.73912322 0.88184035 0.54202375 0.61989079 0.33733122 nan 0.47375403 0.53749898 0.12581496 0.8420281 0.04242981 0. 0. 0.03156768 0.60852625 0. 0.03146446 0.72119287 0.1604611 0.43005717 0.28221047 0.19100237 nan 0. 0.38758683 0.27132107 0. 0.86228214 0.81115316 0.92821964 0.01429115 0.21712915 0.30522837 0. ] | [0. 0.82547277 0.95706472 0.64436493 0.74909042 0.46153021 nan 0.62990635 0.75593544 0.14339195 0.92848243 0.06887895 0. nan 0.03164387 0.73716412 0. 0.03365651 0.90908329 0.16610923 0.54632489 0.32057627 0.23113658 nan 0. 0.47346874 0.37026941 0. 0.93536071 0.94649997 0.9651882 0.0336998 0.46694641 0.39575856 0. ] | 46 | | 0.1585 | 0.6725 | 0.3415 | 0.4190 | 0.8535 | [0. 0.74284532 0.86678428 0.54130328 0.592518 0.33619826 nan 0.47860921 0.53555311 0.13615702 0.840225 0.0324756 0. 0. 0.0125921 0.5772223 0.00713938 0.07961865 0.69787318 0.15411381 0.42659167 0.31988305 0.21068702 nan 0.00789658 0.30050464 0.26163173 0. 0.86535926 0.84362947 0.931857 0.00939852 0.24908615 0.21156364 0. ] | [0. 0.82243054 0.9543983 0.64364591 0.71581322 0.46329434 nan 0.64800735 0.71539944 0.14951787 0.92976332 0.04306896 0. nan 0.01260392 0.66980072 0.00718133 0.08559557 0.92171657 0.17258735 0.49634561 0.36358206 0.26361032 nan 0.01583964 0.36433429 0.35290016 0. 0.95135747 0.92044025 0.96608409 0.01171174 0.46171837 0.28381055 0. ] | 47 | | 0.1639 | 0.6638 | 0.3419 | 0.4233 | 0.8550 | [0. 0.71865709 0.87209576 0.51914185 0.52707584 0.34995032 nan 0.47794158 0.52451758 0.11065204 0.82877906 0.01060281 0. 0. 0. 0.59107325 0. 0.00219268 0.74962568 0.1609274 0.4762318 0.33886038 0.19541139 nan 0.02215171 0.34158934 0.25257756 0. 0.86041496 0.84133428 0.93256709 0.01013283 0.22474757 0.34358617 0. ] | [0. 0.82173299 0.95295172 0.62366599 0.63033983 0.46985838 nan 0.68757943 0.68378206 0.13216109 0.92608194 0.01396407 0. nan 0. 0.69481071 0. 0.00221607 0.88532781 0.1871834 0.63924586 0.39075818 0.23591213 nan 0.0508831 0.43050089 0.33698891 0. 0.95263534 0.94223109 0.96931761 0.02135191 0.42106349 0.44273059 0. ] | 48 | | 0.1548 | 0.6632 | 0.3493 | 0.4339 | 0.8567 | [0. 0.72734562 0.87039109 0.50560252 0.51663228 0.36229545 nan 0.47776689 0.52940518 0.19241958 0.84155873 0.02830674 0. 0. 0.00139925 0.60445893 0. 0.07574025 0.7468094 0.14334183 0.4693584 0.40891129 0.14829822 nan 0.00813972 0.40590805 0.26146138 0. 0.86026492 0.83512788 0.93070718 0.0090409 0.18828452 0.37741323 0. ] | [0. 0.8310267 0.95392068 0.60428497 0.61919046 0.48613447 nan 0.65088444 0.66893242 0.25887691 0.92731001 0.04746215 0. nan 0.00160901 0.73867496 0. 0.08254848 0.88137757 0.16531368 0.61751433 0.47250332 0.1747851 nan 0.0144379 0.4916292 0.37381933 0. 0.951067 0.93445419 0.96602575 0.01924771 0.46897572 0.48167827 0. ] | 49 |

Framework versions

• Transformers 4.24.0
• TensorFlow 2.9.2
• Datasets 2.6.1
• Tokenizers 0.13.1