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

<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->

# sayakpaul/mit-b0-finetuned-sidewalks

This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on an unknown dataset.
It achieves the following results on the evaluation set:
- Train Loss: 0.2225
- Validation Loss: 0.6468
- Validation Mean Iou: 0.3391
- Validation Mean Accuracy: 0.4135
- Validation Overall Accuracy: 0.8494
- Validation Per Category Iou: [0.         0.70993004 0.86487011 0.52191637 0.57664557 0.3444165
        nan 0.43372414 0.51182778 0.08290104 0.83020271 0.
 0.                nan 0.         0.57442713 0.         0.
 0.73826685 0.15668916 0.47129259 0.34339061 0.                nan
 0.         0.37774687 0.19761191 0.         0.85313493 0.81669651
 0.92318268 0.00461872 0.16799491 0.34913299 0.        ]
- Validation Per Category Accuracy: [0.         0.76188591 0.94953714 0.62857903 0.76788451 0.49450254
        nan 0.60497833 0.66535259 0.09517867 0.92364467 0.
 0.                nan 0.         0.74902607 0.         0.
 0.88590133 0.172701   0.64600271 0.4212137  0.                nan
 0.         0.45525406 0.24234548 0.         0.93503283 0.93763733
 0.96721471 0.0103905  0.45387632 0.46408109 0.        ]
- Epoch: 25

## 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.         0.84018083 0.95039376 0.60283148 0.66137445 0.46000795
        nan 0.56556385 0.67075327 0.06449234 0.92243169 0.
 0.                nan 0.         0.66928878 0.         0.
 0.87170292 0.11050136 0.60695508 0.46164118 0.                nan
 0.         0.4538352  0.21895404 0.         0.93350917 0.93032015
 0.9603643  0.04076273 0.46684323 0.43611836 0.        ]                                                                                                                                                                | 20    |
| 0.2566     | 0.6314          | 0.3271              | 0.3947                   | 0.8466                      | [0.         0.70998525 0.86678486 0.49194558 0.5537256  0.33629647
        nan 0.41985347 0.5135536  0.04026674 0.81694759 0.
 0.                nan 0.         0.57746551 0.         0.
 0.69225859 0.14474648 0.39427342 0.33636012 0.                nan
 0.         0.35794269 0.17788878 0.         0.85568704 0.8282232
 0.91236012 0.01923597 0.18998213 0.23102913 0.        ]                                                                                                                                                                 | [0.         0.80619283 0.95245983 0.57379426 0.72315118 0.42797816
        nan 0.57649234 0.7130394  0.04452638 0.92405685 0.
 0.                nan 0.         0.70041704 0.         0.
 0.89411357 0.17005455 0.48671835 0.37690491 0.                nan
 0.         0.43708457 0.22123613 0.         0.95864813 0.92771201
 0.96946207 0.0313183  0.43519983 0.27845097 0.        ]                                                                                                                                                                | 21    |
| 0.2332     | 0.6204          | 0.3332              | 0.4059                   | 0.8483                      | [0.00000000e+00 7.35393964e-01 8.60690644e-01 5.19021773e-01
 5.30969013e-01 3.58918972e-01            nan 4.20497772e-01
 4.95716847e-01 1.37272913e-02 8.19133033e-01 5.46224225e-04
 0.00000000e+00            nan 0.00000000e+00 5.68465477e-01
 0.00000000e+00 0.00000000e+00 7.20011345e-01 1.42622295e-01
 4.17365004e-01 3.82529649e-01 0.00000000e+00            nan
 6.70870790e-05 3.60538230e-01 1.69147635e-01 0.00000000e+00
 8.55389638e-01 8.18918753e-01 9.17882158e-01 1.64044825e-02
 2.01049360e-01 3.37421484e-01 0.00000000e+00] | [0.00000000e+00 8.46018595e-01 9.32405953e-01 6.36213716e-01
 6.56514609e-01 5.05878965e-01            nan 5.80474598e-01
 7.45257836e-01 1.52580828e-02 9.27215688e-01 6.27598651e-04
 0.00000000e+00            nan 0.00000000e+00 7.09744281e-01
 0.00000000e+00 0.00000000e+00 8.72681917e-01 1.56351474e-01
 5.64231108e-01 4.44759880e-01 0.00000000e+00            nan
 1.40173816e-04 4.49791012e-01 2.10332805e-01 0.00000000e+00
 9.49627606e-01 9.31113143e-01 9.68909254e-01 3.53635859e-02
 4.13840545e-01 4.36765484e-01 0.00000000e+00] | 22    |
| 0.2324     | 0.6074          | 0.3379              | 0.4106                   | 0.8528                      | [0.         0.72434007 0.87301941 0.51447452 0.65357748 0.31026479
        nan 0.44044211 0.50481839 0.03262782 0.81648207 0.
 0.                nan 0.         0.57028611 0.         0.
 0.71488251 0.14924904 0.45551669 0.37382533 0.                nan
 0.         0.39635836 0.179016   0.         0.85971264 0.81216021
 0.92138172 0.01167807 0.1977878  0.29963924 0.        ]                                                                                                                                                                | [0.         0.78602724 0.94880444 0.62217131 0.89442006 0.42531888
        nan 0.59441554 0.64546467 0.03471356 0.9292238  0.
 0.                nan 0.         0.74615423 0.         0.
 0.88791835 0.16198532 0.66445513 0.45227575 0.                nan
 0.         0.4809923  0.21058637 0.         0.93914912 0.91867471
 0.96219496 0.02304832 0.45697186 0.35359374 0.        ]                                                                                                                                                                | 23    |
| 0.2424     | 0.6093          | 0.3307              | 0.4014                   | 0.8467                      | [0.         0.73958869 0.86025659 0.4755376  0.53185114 0.36403392
        nan 0.431977   0.51665889 0.05667583 0.82699054 0.
 0.                nan 0.         0.59522006 0.         0.
 0.70336309 0.14633348 0.35893874 0.36236139 0.                nan
 0.         0.38549316 0.20212979 0.         0.85264169 0.81347649
 0.91720649 0.00336927 0.18366165 0.25489549 0.        ]                                                                                                                                                                | [0.         0.83988126 0.94645528 0.56990742 0.68333357 0.47459971
        nan 0.56392528 0.71480722 0.06313103 0.921812   0.
 0.                nan 0.         0.79483818 0.         0.
 0.87930289 0.15972854 0.44215142 0.48526807 0.                nan
 0.         0.49199521 0.2562916  0.         0.94459632 0.92598071
 0.96917316 0.00629628 0.40341886 0.30884273 0.        ]                                                                                                                                                                | 24    |
| 0.2225     | 0.6468          | 0.3391              | 0.4135                   | 0.8494                      | [0.         0.70993004 0.86487011 0.52191637 0.57664557 0.3444165
        nan 0.43372414 0.51182778 0.08290104 0.83020271 0.
 0.                nan 0.         0.57442713 0.         0.
 0.73826685 0.15668916 0.47129259 0.34339061 0.                nan
 0.         0.37774687 0.19761191 0.         0.85313493 0.81669651
 0.92318268 0.00461872 0.16799491 0.34913299 0.        ]                                                                                                                                                                 | [0.         0.76188591 0.94953714 0.62857903 0.76788451 0.49450254
        nan 0.60497833 0.66535259 0.09517867 0.92364467 0.
 0.                nan 0.         0.74902607 0.         0.
 0.88590133 0.172701   0.64600271 0.4212137  0.                nan
 0.         0.45525406 0.24234548 0.         0.93503283 0.93763733
 0.96721471 0.0103905  0.45387632 0.46408109 0.        ]                                                                                                                                                                | 25    |


### Framework versions

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