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segformer-b0-scene-parse-150

Image Segmentation
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PyTorch
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segformer
vision
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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: 2.3431
  • Mean Iou: 0.0959
  • Mean Accuracy: 0.1537
  • Overall Accuracy: 0.5496
  • Per Category Iou: [0.44824978876617866, 0.7548671615728508, 0.7119201505944329, 0.5304481563680256, 0.5684691275095736, 0.33051502835188457, 0.6982393617021276, 0.0, 0.3703529914609331, 0.6659141206351092, 0.028823893043720683, 0.17181416221210322, 0.052153820762502065, 0.0, 0.0, 0.0005543923800536699, 0.40565901784724534, 0.05230759173712194, 0.0, 0.07225859019823891, 0.29980315155352005, nan, 0.003601361102652032, 0.0, 0.0, nan, 0.0, 0.0, 0.38898705304076847, 0.05940808241958817, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
  • Per Category Accuracy: [0.8427949438202247, 0.9402615186644498, 0.7846678763016725, 0.7286579984703183, 0.8303175022736334, 0.469325820621132, 0.9020126572710594, nan, 0.5974398752913491, 0.9683369330453564, 0.05725843345934362, 0.24220857754209693, 0.12377594986290638, 0.0, 0.0, 0.0005611873291065182, 0.9580213623749935, 0.08566177782535773, 0.0, 0.16335928996064641, 0.43531591571750716, nan, 0.0036190907034607555, 0.0, 0.0, nan, nan, 0.0, 0.45750991876062724, 0.24276243093922653, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]

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: 2
  • eval_batch_size: 2
  • 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
4.9918 0.5 20 4.8969 0.0108 0.0487 0.1875 [0.18900717264720193, 0.17829851112253592, 0.40144144917749963, 0.1885612981412077, 0.11895876927062042, 0.09866217819019046, 0.0057814729592400894, 0.0, 0.0, 0.0, 0.009622579129617706, 0.022129523898301137, 0.0037298450062015365, 0.0, 0.0, 0.0, 0.06277911646586345, 0.0, 0.0, 0.003906402593851322, 0.012887091043266734, nan, 0.0019786836291242806, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015807537456273512, 0.016491354532320934, 0.0, 0.0, 0.0, nan, 0.001438298321545445, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.025794247180438844, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012904182735093445, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0] [0.2067212858926342, 0.2463388525747603, 0.8113718838750394, 0.515406462102938, 0.1316758582686337, 0.11907251217424253, 0.007544887960475232, nan, 0.0, 0.0, 0.013315354795213214, 0.22085775420969392, 0.054576315445880666, 0.0, 0.0, 0.0, 0.07673176606105031, 0.0, 0.0, 0.004186552792430713, 0.013544374703761687, nan, 0.0021687933259709673, 0.0, 0.0, nan, nan, 0.0, 0.01809937653504629, 0.30082872928176796, 0.0, nan, 0.0, nan, 0.0019430975470621792, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.3248302818350134, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.05007914807886027, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
4.551 1.0 40 4.5955 0.0202 0.0640 0.3442 [0.3519414971273263, 0.3937735618735424, 0.42161939446421154, 0.21975617697678057, 0.3809140886893701, 0.09030492572322127, 0.005777833411293457, 0.0, 0.0, 0.0, 0.0, 0.02885598249784122, 0.0, 0.0, 0.0, 0.0, 0.0573680633208358, 0.0, 0.0011308737583006134, 0.006298751950078003, 0.057306667023884476, nan, 0.0014234124996705063, 0.0, 0.0, 0.0, nan, 0.0, 0.017088433502956954, 0.023128390596745027, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0052120890103356235, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, nan, 0.0] [0.5003401997503121, 0.785197975265903, 0.952571789207952, 0.4632600048849975, 0.5973921536125012, 0.09887449654069073, 0.006026290292656446, nan, 0.0, 0.0, 0.0, 0.4399013861754582, 0.0, 0.0, 0.0, 0.0, 0.06849835069898948, 0.0, 0.0098046905639658, 0.0067612827597756005, 0.06144521207072375, nan, 0.0014369918969623589, 0.0, 0.0, nan, nan, 0.0, 0.018779520120914415, 0.07066298342541437, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.01695124459987657, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
4.3293 1.5 60 4.2491 0.0352 0.0776 0.4184 [0.3871309742960387, 0.45006666311952553, 0.6112315905191344, 0.3032571607536305, 0.44533070206501846, 0.063346836376098, 0.022528980712202534, 0.0, 0.0, 0.0, 0.0, 0.029790687595074403, 0.0019532612486920127, 0.0, 0.0, 0.0, 0.24116048081196448, 0.0, 0.0, 0.0003640114056907116, 0.2558965972702686, nan, 0.0005833454863642993, 0.0, 0.0, nan, 0.0, 0.0, 0.002751498247333308, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.7088701622971286, 0.8308114309791149, 0.8838434837488167, 0.5903983055833383, 0.8704499330230141, 0.06874412338436925, 0.02526644174013427, nan, 0.0, 0.0, 0.0, 0.3261233603125872, 0.0036558297427862646, 0.0, 0.0, 0.0, 0.305421749829834, 0.0, 0.0, 0.00037678975131876413, 0.350616893842552, nan, 0.0005854411432068869, 0.0, 0.0, nan, nan, 0.0, 0.0027583600982429624, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
3.9435 2.0 80 4.1371 0.0349 0.0760 0.4181 [0.35782571228523724, 0.4339785275779836, 0.33734326770427064, 0.3463785302488506, 0.485148026657255, 0.060373176138162864, 0.25141442893216265, 0.0, 0.0, 0.0, 0.0, 0.03557946863062567, 0.0016987542468856172, 0.0, 0.0, 0.0, 0.07208336234305739, 0.0, 0.0, 0.0, 0.23636984914447706, nan, 0.0012355355980390855, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0013693940431359123, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.5806023720349563, 0.8385180609014508, 0.9781397917324077, 0.6769715154724274, 0.8375259283816657, 0.06956509535905245, 0.3441307230861203, nan, 0.0, 0.0, 0.0, 0.18348218438924552, 0.0019584802193497847, 0.0, 0.0, 0.0, 0.08131315775695062, 0.0, 0.0, 0.0, 0.26825905232466285, nan, 0.0012374096890509201, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0026519337016574587, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
3.951 2.5 100 3.7658 0.0401 0.0786 0.4477 [0.405717317146636, 0.4086408628919567, 0.46930568969097103, 0.3717459827442089, 0.4797755033427323, 0.09497839561115337, 0.3326272962505519, 0.0, 0.0, 0.0, 0.0, 0.042534003647694614, 0.0014730878186968838, 0.0, 0.0, 0.0, 0.0077221054763652935, 0.0, 0.0, 0.0, 0.1928527248986324, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.6074812734082397, 0.8766682989045027, 0.9717970968759861, 0.7857572013599547, 0.917421184439835, 0.10295479742341103, 0.40897690494678035, nan, 0.0, 0.0, 0.0, 0.14699041771327565, 0.00169734952343648, 0.0, 0.0, 0.0, 0.007984711241426252, 0.0, 0.0, 0.0, 0.2015282306134467, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
3.7065 3.0 120 3.6117 0.0484 0.0779 0.4436 [0.30003355195190606, 0.6100469285116588, 0.7166468505013384, 0.2808355790192315, 0.4914731888407471, 0.004109398150913026, 0.3171473942892336, 0.0, 0.0, 0.0, 0.0, 0.0061059528193994845, 0.0, 0.0, 0.0, 0.0, 0.29060069752832357, 0.0, 0.0, 0.0, 0.17904034375746, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.8819553682896379, 0.8053072403033685, 0.8891882297254654, 0.6263173002009267, 0.8730573314039183, 0.005069677365030804, 0.3609246267067045, nan, 0.0, 0.0, 0.0, 0.007326262908177505, 0.0, 0.0, 0.0, 0.0, 0.351196397717158, 0.0, 0.0, 0.0, 0.1831291383594502, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
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1.3054 49.0 1960 2.3445 0.0965 0.1510 0.5448 [0.42060555530518123, 0.775225963597999, 0.7057189441614043, 0.5143286771089474, 0.5549782193785344, 0.3272389694170118, 0.7080437975404985, 0.0, 0.3697319477914729, 0.6593277211985636, 0.006849495508311599, 0.1797058129473767, 0.06041899257897156, 0.0, 0.0, 0.0004667182616812491, 0.398030812628838, 0.0480704205053159, 0.0, 0.06379430807210397, 0.3090374985213517, nan, 0.0003989096469649624, 0.0, 0.0, nan, 0.0, 0.0, 0.3985289200936142, 0.05904316085708713, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.873859238451935, 0.9350786890473045, 0.7665785736825497, 0.7055487510273649, 0.8096352778312896, 0.46129503066365407, 0.887802431130565, nan, 0.541575795729628, 0.9676025917926566, 0.012520767619368664, 0.2656758768257512, 0.12012012012012012, 0.0, 0.0, 0.000471636159568244, 0.960429865437981, 0.0773650215894087, 0.0, 0.1433475676128276, 0.4502822343191187, nan, 0.00039916441582287746, 0.0, 0.0, nan, nan, 0.0, 0.45040619686378236, 0.23414364640883978, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
1.0223 49.5 1980 2.3584 0.0957 0.1510 0.5439 [0.4080709894226452, 0.8048750591212661, 0.7407096572019292, 0.507544480008525, 0.5479745676250415, 0.3399907521254348, 0.7024147379086071, 0.0, 0.36409692514711495, 0.6423189649009936, 0.001532833552309555, 0.19033508092090268, 0.06216861081654295, 0.0, 0.0, 0.0008764396550709975, 0.39762865306209805, 0.04659518329310054, 0.0, 0.058694683342657476, 0.28469598076262453, nan, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.4455286771981303, 0.05693710068296982, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.8836360799001248, 0.9253464709499625, 0.811143105080467, 0.6963029126352066, 0.7988741594276267, 0.4540255694177414, 0.8860776889829518, nan, 0.543464412317977, 0.9703455723542117, 0.0028653295128939827, 0.29130616801562936, 0.12247029638333987, 0.0, 0.0, 0.0008895416174135234, 0.9727734436357924, 0.07404631909502908, 0.0, 0.12957380892573056, 0.3809086077876564, nan, 0.0, 0.0, 0.0, nan, nan, 0.0, 0.4934063857925562, 0.22845303867403316, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]
0.5046 50.0 2000 2.3431 0.0959 0.1537 0.5496 [0.44824978876617866, 0.7548671615728508, 0.7119201505944329, 0.5304481563680256, 0.5684691275095736, 0.33051502835188457, 0.6982393617021276, 0.0, 0.3703529914609331, 0.6659141206351092, 0.028823893043720683, 0.17181416221210322, 0.052153820762502065, 0.0, 0.0, 0.0005543923800536699, 0.40565901784724534, 0.05230759173712194, 0.0, 0.07225859019823891, 0.29980315155352005, nan, 0.003601361102652032, 0.0, 0.0, nan, 0.0, 0.0, 0.38898705304076847, 0.05940808241958817, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0] [0.8427949438202247, 0.9402615186644498, 0.7846678763016725, 0.7286579984703183, 0.8303175022736334, 0.469325820621132, 0.9020126572710594, nan, 0.5974398752913491, 0.9683369330453564, 0.05725843345934362, 0.24220857754209693, 0.12377594986290638, 0.0, 0.0, 0.0005611873291065182, 0.9580213623749935, 0.08566177782535773, 0.0, 0.16335928996064641, 0.43531591571750716, nan, 0.0036190907034607555, 0.0, 0.0, nan, nan, 0.0, 0.45750991876062724, 0.24276243093922653, 0.0, nan, 0.0, nan, 0.0, nan, 0.0, nan, nan, 0.0, 0.0, 0.0, nan, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, nan, 0.0, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, 0.0, 0.0, nan, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, 0.0, nan, nan, nan, nan, 0.0, 0.0, 0.0, nan, nan, nan, nan, nan, nan, nan, 0.0, nan, nan, 0.0, nan, nan, 0.0, 0.0, nan, nan, nan, nan, 0.0, nan, 0.0]

Framework versions

  • Transformers 4.31.0
  • Pytorch 2.0.1+cu118
  • Datasets 2.14.4
  • Tokenizers 0.13.3
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