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segformer-b0-scene-parse-150

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segformer
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license: other
tags:
  - generated_from_trainer
datasets:
  - scene_parse_150
model-index:
  - name: segformer-b0-scene-parse-150
    results: []

segformer-b0-scene-parse-150

This model is a fine-tuned version of nvidia/mit-b0 on the scene_parse_150 dataset. It achieves the following results on the evaluation set:

  • Loss: 2.7923
  • Mean Iou: 0.0832
  • Mean Accuracy: 0.1445
  • Overall Accuracy: 0.4339
  • Per Category Iou: [0.3132159702867133, 0.2815886300683978, 0.6256497198610469, 0.2590630678154856, 0.6124828651750657, 0.5683571713887273, 0.2094782523998658, 0.0, 0.12756123483032206, 0.003235560931357726, 0.0, 0.0, 0.5419137212177083, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.031913440257930546, 0.0, nan, 0.0, nan, 0.004364885520240778, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
  • Per Category Accuracy: [0.5409298304721759, 0.9749351909283204, 0.6560250672416233, 0.7242135015566115, 0.9411090087999572, 0.7792467332820907, 0.22717376633588995, nan, 0.2245475113122172, 0.005665322402732062, 0.0, 0.0, 0.6009944931105793, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08926933659431367, 0.0, nan, 0.0, nan, 0.014023896314297287, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

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:

  • learning_rate: 6e-05
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Per Category Iou Per Category Accuracy
3.863 2.0 20 3.8145 0.0447 0.1086 0.3287 [0.2508679748630348, 0.20388840373213218, 0.5812327712181038, 0.19783623186972898, 0.37920267135683516, 0.15404690725564246, 0.0, 0.0, 0.0, 0.0, 0.0, 0.00039412284020683564, 0.20649126550106864, 0.0, 0.004936551682364699, 0.0005434514105034336, 0.0, 0.0, 0.0, 0.023112978826571845, 0.0, nan, 0.0, nan, 0.009885568316338186, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 1.4000504018144654e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.44404746047789556, 0.9877061564642079, 0.5814685352759901, 0.8196686056038014, 0.9293995323349339, 0.21437355880092238, 0.0, nan, 0.0, 0.0, 0.0, 0.0003965861861099654, 0.2136378774852646, nan, 0.05103318722604884, 0.0005501467057882102, 0.0, 0.0, nan, 0.07650565576276368, 0.0, nan, 0.0, nan, 0.024098825435398947, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 1.4000504018144654e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
3.4859 4.0 40 3.5408 0.0585 0.1193 0.3984 [0.3301401677889994, 0.27924298921277774, 0.8632929309846485, 0.20389575854274697, 0.3865589842985168, 0.2706966274988555, 0.0, 0.0, 0.000355646882162333, 0.0, 0.0, 0.0, 0.22802251627682663, 0.0, 0.0, 8.152085303420614e-05, 0.0, 0.0, 0.0, 0.011682242990654205, 0.0, nan, 0.0, nan, 0.0014066301703163017, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5687657193897938, 0.9790225360624711, 0.8700167695708514, 0.6909921350155661, 0.9603064812666227, 0.4090411222136818, 0.0, nan, 0.0003915767490428124, 0.0, 0.0, 0.0, 0.23436810186583637, nan, 0.0, 8.335556148306216e-05, 0.0, 0.0, nan, 0.056557627636808314, 0.0, nan, 0.0, nan, 0.0037464560550830297, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
3.3458 6.0 60 3.3718 0.0610 0.1243 0.4021 [0.3165003520384064, 0.24550069220119983, 0.7438600423160148, 0.21560794578875248, 0.40535812801916116, 0.3605824379052836, 0.0, 0.0, 0.002606902455157387, 0.0, 0.0, 0.0, 0.3772112647417649, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.017033618562317727, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 7.000252009072327e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5564957807394871, 0.9899327257979865, 0.7589809763374822, 0.6461371456660658, 0.9410197597415347, 0.591967717140661, 0.0, nan, 0.002915071353985381, 0.0, 0.0, 0.0, 0.40231661128796153, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08124426780800978, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 7.000252009072327e-05, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.8546 8.0 80 3.2745 0.0655 0.1327 0.4252 [0.3321085703735939, 0.27802134658106314, 0.8754999361783602, 0.2260565233086755, 0.42503274436410543, 0.46493874977481536, 1.7604910596395687e-05, 0.0, 0.0009627384560527724, 0.0, 0.0, 0.0, 0.32548884339208356, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01741065284213424, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5261944124506708, 0.9772730887287879, 0.8962736706848301, 0.7567180075372768, 0.9571961515806008, 0.7935049961568025, 1.7604910596395687e-05, nan, 0.0011747302471284372, 0.0, 0.0, 0.0, 0.33985098093888205, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.05800978294099664, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.5634 10.0 100 3.3416 0.0765 0.1381 0.4365 [0.3383971119133574, 0.26313191194899554, 0.8805473372781065, 0.23024531828964948, 0.5349008787754751, 0.45237990206890466, 0.0005574593934841799, 0.0, 0.044449686594325, 0.0, 0.0, 0.0, 0.43632368361719415, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.03159159159159159, 0.0, nan, 0.0, nan, 0.002556111908680276, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.4896274880055996, 0.9918094056650285, 0.9139443337362386, 0.7782545469441259, 0.9447102083073023, 0.7882398155265181, 0.0005574888355525301, nan, 0.05738774799860773, 0.0, 0.0, 0.0, 0.47214412404829953, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08040354631611128, 0.0, nan, 0.0, nan, 0.007391656541109761, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.2719 12.0 120 3.1706 0.0729 0.1398 0.4376 [0.3422437773201835, 0.27495249157754664, 0.8736822019749082, 0.23440170362561086, 0.4867359152694529, 0.46031877939734406, 0.0020647219957415108, 0.0, 0.07056789021532969, 0.0, 0.0, 0.0, 0.4338291312737189, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.029052569922389807, 0.0, nan, 0.0, nan, 0.00016108988815759193, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.4948535729862858, 0.9825691429298472, 0.8974714971742184, 0.7992073570375225, 0.958119879335273, 0.7983089930822445, 0.0020656428433104275, nan, 0.1100765750087017, 0.0, 0.0, 0.0, 0.47191951111834, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.07581779272393763, 0.0, nan, 0.0, nan, 0.00035439449169704333, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
2.2517 14.0 140 3.1260 0.0688 0.1343 0.4040 [0.2936304837107923, 0.3062783313696907, 0.6340815353251613, 0.2329915985701951, 0.5288471952816534, 0.5104340236451639, 0.0023859213056324157, 0.0, 0.0514495492090914, 0.0, 0.0, 0.0, 0.4342719285611407, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.034793056727254135, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5073507327227094, 0.9757144901951429, 0.6587555671708427, 0.8096940029493692, 0.9587178480267033, 0.8035069177555726, 0.002388399537577682, nan, 0.08292725374173338, 0.0, 0.0, 0.0, 0.4670632246671469, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.10402017731580557, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
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1.6611 36.0 360 2.8489 0.0769 0.1392 0.4179 [0.3056689831348538, 0.31448866851152696, 0.6221028168574726, 0.2486797840067151, 0.6081841845073549, 0.563832359460004, 0.07990548162509914, 0.0, 0.12317810167081408, 0.0, 0.0, 0.0, 0.4935499589203339, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.022075377912926523, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5331442436018982, 0.9723905402611448, 0.6514896605795303, 0.7706353432737998, 0.9415195544687004, 0.8065814757878556, 0.08513147934063742, nan, 0.21105986773407587, 0.0, 0.0, 0.0, 0.5373941802015321, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.057704066034851724, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9023 38.0 380 2.7928 0.0832 0.1472 0.4425 [0.32015885175833414, 0.2909835481464942, 0.7039435726574804, 0.25787875202145705, 0.6155369897810559, 0.5586639139761808, 0.17564224234877202, 0.0, 0.15490859210557434, 0.0059249174293422085, 0.0, 0.0, 0.5462376268561886, 0.0, 0.0, 0.00044318237775552746, 0.0, 0.0, 0.0, 0.023509590461378953, 0.0, nan, 0.0, nan, 0.006197271938815738, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.516277648496815, 0.9741240835281582, 0.7373765422016051, 0.7365025397345568, 0.9429341520446959, 0.798184089162183, 0.18789134249179903, nan, 0.2849808562478246, 0.010368775425561017, 0.0, 0.0, 0.6092780630620164, nan, 0.0, 0.0004501200320085356, 0.0, 0.0, nan, 0.0693213084683583, 0.0, nan, 0.0, nan, 0.019896719319562575, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.7161 40.0 400 2.8178 0.0799 0.1409 0.4239 [0.31229284261272017, 0.28509500691550094, 0.6390142792544363, 0.25819388263977394, 0.606902736776749, 0.5673639419540665, 0.11080152883177312, 0.0, 0.12355765604967445, 0.0, 0.0, 0.0, 0.5066431665464417, 0.0, 0.0, 0.00016424136911605296, 0.0, 0.0, 0.0, 0.022028798624543305, 0.0, nan, 0.0, nan, 0.0034846096407533393, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5376782183777459, 0.9769231992620513, 0.6655450654993303, 0.7634974602654432, 0.9421844599539475, 0.7929957724827056, 0.11738367555323431, nan, 0.213844413505047, 0.0, 0.0, 0.0, 0.55215279875456, nan, 0.0, 0.0001667111229661243, 0.0, 0.0, nan, 0.06267196575970652, 0.0, nan, 0.0, nan, 0.0106318347509113, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.5202 42.0 420 2.7736 0.0849 0.1469 0.4428 [0.3255871239259339, 0.2852122220456691, 0.7034828461688692, 0.2569307979457809, 0.6021902479381136, 0.5646105969804449, 0.19237604650272597, 0.0, 0.14369142033165105, 0.008521751429552847, 0.0, 0.0, 0.5351221671139337, 0.0, 0.0, 0.0008801238692853068, 0.0, 0.0, 0.0, 0.027648811586168665, 0.0, nan, 0.0, nan, 0.004039407348021153, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5281688853369271, 0.970593380727452, 0.7354518528197924, 0.7203629362608553, 0.9452144654873891, 0.7983858570330515, 0.2064469182604001, nan, 0.2601374869474417, 0.014886914164188456, 0.0, 0.0, 0.5899768416323938, nan, 0.0, 0.0009002400640170712, 0.0, 0.0, nan, 0.09148578416386426, 0.0, nan, 0.0, nan, 0.01326447954637505, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9157 44.0 440 2.7609 0.0901 0.1519 0.4706 [0.3610414853128275, 0.2779466473096815, 0.8726264791317907, 0.26037796214561504, 0.6091230194772429, 0.5653408315361306, 0.17674991784423266, 0.0, 0.1497116270052828, 0.008980109008266126, 0.0, 0.0, 0.5607235142118863, 0.0, 0.0, 0.00023130555463767637, 0.0, 0.0, 0.0, 0.03109986051557576, 0.0, nan, 0.0, nan, 0.0016247079394061305, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5210310091489134, 0.9743626445282059, 0.9110396044994719, 0.7334302801900705, 0.9427065669457187, 0.7958877786318217, 0.1893760232854284, nan, 0.268795683954055, 0.015760538646852746, 0.0, 0.0, 0.6252294537258638, nan, 0.0, 0.00023339557215257403, 0.0, 0.0, nan, 0.09202078874961786, 0.0, nan, 0.0, nan, 0.00531591737545565, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.2432 46.0 460 2.7965 0.0812 0.1452 0.4323 [0.30718955261355146, 0.2924235668637124, 0.637272516894659, 0.25628957998906315, 0.6085715681681665, 0.5652555161303479, 0.1745873182235032, 0.0, 0.14582833565225736, 0.005941671832242263, 0.0, 0.0, 0.5484789811410438, 0.0, 0.0, 0.00013139093731009903, 0.0, 0.0, 0.0, 0.029544212197724965, 0.0, nan, 0.0, nan, 0.0027069915056473445, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5176540336966259, 0.9700526424606772, 0.6672111332527523, 0.7439374078322136, 0.9449110186887528, 0.7989719446579554, 0.18768595186817444, nan, 0.2644883397145841, 0.010404073384456545, 0.0, 0.0, 0.6077444989195343, nan, 0.0, 0.00013336889837289943, 0.0, 0.0, nan, 0.08674717211861815, 0.0, nan, 0.0, nan, 0.008809234507897935, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.9771 48.0 480 2.7780 0.0823 0.1435 0.4308 [0.3126886384663219, 0.2806790726248275, 0.6271605066391311, 0.25688746508595484, 0.60644182444606, 0.5685386177438555, 0.1766897842360194, 0.0, 0.13271369049086562, 0.00014648536156628211, 0.0, 0.0, 0.5417192451137096, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.030928656835392587, 0.0, nan, 0.0, nan, 0.004298941798941799, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0004321882667856346, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5384486806812454, 0.9736787696614024, 0.6580804286040965, 0.7242954284777978, 0.9417828391910466, 0.7801018447348194, 0.188378411684966, nan, 0.23420640445527324, 0.0002559102019925698, 0.0, 0.0, 0.5985005150606842, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08896361968816875, 0.0, nan, 0.0, nan, 0.01382138517618469, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.00043401562456248425, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]
1.6352 50.0 500 2.7923 0.0832 0.1445 0.4339 [0.3132159702867133, 0.2815886300683978, 0.6256497198610469, 0.2590630678154856, 0.6124828651750657, 0.5683571713887273, 0.2094782523998658, 0.0, 0.12756123483032206, 0.003235560931357726, 0.0, 0.0, 0.5419137212177083, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.031913440257930546, 0.0, nan, 0.0, nan, 0.004364885520240778, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan] [0.5409298304721759, 0.9749351909283204, 0.6560250672416233, 0.7242135015566115, 0.9411090087999572, 0.7792467332820907, 0.22717376633588995, nan, 0.2245475113122172, 0.005665322402732062, 0.0, 0.0, 0.6009944931105793, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.08926933659431367, 0.0, nan, 0.0, nan, 0.014023896314297287, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan, nan]

Framework versions

  • Transformers 4.28.0
  • Pytorch 2.1.0.dev20230602
  • Datasets 2.13.0
  • Tokenizers 0.13.2