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segformer-b0-finetuned-segments-sidewalk-oct-22

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segformer-b0-finetuned-segments-sidewalk-oct-22

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

  • Loss: 0.7416
  • Mean Iou: 0.2291
  • Mean Accuracy: 0.2745
  • Overall Accuracy: 0.8148
  • Accuracy Unlabeled: nan
  • Accuracy Flat-road: 0.8989
  • Accuracy Flat-sidewalk: 0.9334
  • Accuracy Flat-crosswalk: 0.3286
  • Accuracy Flat-cyclinglane: 0.7157
  • Accuracy Flat-parkingdriveway: 0.4025
  • Accuracy Flat-railtrack: nan
  • Accuracy Flat-curb: 0.2777
  • Accuracy Human-person: 0.0070
  • Accuracy Human-rider: 0.0
  • Accuracy Vehicle-car: 0.9165
  • Accuracy Vehicle-truck: 0.0
  • Accuracy Vehicle-bus: 0.0
  • Accuracy Vehicle-tramtrain: nan
  • Accuracy Vehicle-motorcycle: 0.0
  • Accuracy Vehicle-bicycle: 0.0015
  • Accuracy Vehicle-caravan: 0.0
  • Accuracy Vehicle-cartrailer: 0.0
  • Accuracy Construction-building: 0.9119
  • Accuracy Construction-door: 0.0
  • Accuracy Construction-wall: 0.3250
  • Accuracy Construction-fenceguardrail: 0.0193
  • Accuracy Construction-bridge: 0.0
  • Accuracy Construction-tunnel: nan
  • Accuracy Construction-stairs: 0.0
  • Accuracy Object-pole: 0.0010
  • Accuracy Object-trafficsign: 0.0
  • Accuracy Object-trafficlight: 0.0
  • Accuracy Nature-vegetation: 0.9432
  • Accuracy Nature-terrain: 0.8601
  • Accuracy Sky: 0.9549
  • Accuracy Void-ground: 0.0
  • Accuracy Void-dynamic: 0.0
  • Accuracy Void-static: 0.0118
  • Accuracy Void-unclear: 0.0
  • Iou Unlabeled: nan
  • Iou Flat-road: 0.6950
  • Iou Flat-sidewalk: 0.8358
  • Iou Flat-crosswalk: 0.3244
  • Iou Flat-cyclinglane: 0.6194
  • Iou Flat-parkingdriveway: 0.2588
  • Iou Flat-railtrack: nan
  • Iou Flat-curb: 0.2398
  • Iou Human-person: 0.0070
  • Iou Human-rider: 0.0
  • Iou Vehicle-car: 0.7419
  • Iou Vehicle-truck: 0.0
  • Iou Vehicle-bus: 0.0
  • Iou Vehicle-tramtrain: nan
  • Iou Vehicle-motorcycle: 0.0
  • Iou Vehicle-bicycle: 0.0015
  • Iou Vehicle-caravan: 0.0
  • Iou Vehicle-cartrailer: 0.0
  • Iou Construction-building: 0.6416
  • Iou Construction-door: 0.0
  • Iou Construction-wall: 0.2560
  • Iou Construction-fenceguardrail: 0.0193
  • Iou Construction-bridge: 0.0
  • Iou Construction-tunnel: nan
  • Iou Construction-stairs: 0.0
  • Iou Object-pole: 0.0010
  • Iou Object-trafficsign: 0.0
  • Iou Object-trafficlight: 0.0
  • Iou Nature-vegetation: 0.8168
  • Iou Nature-terrain: 0.7483
  • Iou Sky: 0.8861
  • Iou Void-ground: 0.0
  • Iou Void-dynamic: 0.0
  • Iou Void-static: 0.0109
  • Iou Void-unclear: 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: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Unlabeled Accuracy Flat-road Accuracy Flat-sidewalk Accuracy Flat-crosswalk Accuracy Flat-cyclinglane Accuracy Flat-parkingdriveway Accuracy Flat-railtrack Accuracy Flat-curb Accuracy Human-person Accuracy Human-rider Accuracy Vehicle-car Accuracy Vehicle-truck Accuracy Vehicle-bus Accuracy Vehicle-tramtrain Accuracy Vehicle-motorcycle Accuracy Vehicle-bicycle Accuracy Vehicle-caravan Accuracy Vehicle-cartrailer Accuracy Construction-building Accuracy Construction-door Accuracy Construction-wall Accuracy Construction-fenceguardrail Accuracy Construction-bridge Accuracy Construction-tunnel Accuracy Construction-stairs Accuracy Object-pole Accuracy Object-trafficsign Accuracy Object-trafficlight Accuracy Nature-vegetation Accuracy Nature-terrain Accuracy Sky Accuracy Void-ground Accuracy Void-dynamic Accuracy Void-static Accuracy Void-unclear Iou Unlabeled Iou Flat-road Iou Flat-sidewalk Iou Flat-crosswalk Iou Flat-cyclinglane Iou Flat-parkingdriveway Iou Flat-railtrack Iou Flat-curb Iou Human-person Iou Human-rider Iou Vehicle-car Iou Vehicle-truck Iou Vehicle-bus Iou Vehicle-tramtrain Iou Vehicle-motorcycle Iou Vehicle-bicycle Iou Vehicle-caravan Iou Vehicle-cartrailer Iou Construction-building Iou Construction-door Iou Construction-wall Iou Construction-fenceguardrail Iou Construction-bridge Iou Construction-tunnel Iou Construction-stairs Iou Object-pole Iou Object-trafficsign Iou Object-trafficlight Iou Nature-vegetation Iou Nature-terrain Iou Sky Iou Void-ground Iou Void-dynamic Iou Void-static Iou Void-unclear
2.891 0.2 20 3.1216 0.0951 0.1603 0.6183 nan 0.4194 0.8606 0.0001 0.4368 0.0017 nan 0.0086 0.0 0.0 0.6356 0.0 0.0 nan 0.0 0.0250 0.0 0.0 0.7514 0.0 0.0262 0.0019 0.0 nan 0.0 0.0010 0.0 0.0 0.9113 0.0001 0.8849 0.0005 0.0045 0.0 0.0 0.0 0.3415 0.6805 0.0001 0.1711 0.0017 0.0 0.0074 0.0 0.0 0.4352 0.0 0.0 0.0 0.0 0.0163 0.0 0.0 0.4522 0.0 0.0230 0.0018 0.0 0.0 0.0 0.0010 0.0 0.0 0.5877 0.0001 0.6065 0.0005 0.0019 0.0 0.0
2.3264 0.4 40 2.2665 0.1128 0.1686 0.6600 nan 0.7301 0.8661 0.0 0.0848 0.0001 nan 0.0000 0.0 0.0 0.7658 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7971 0.0 0.0035 0.0001 0.0 nan 0.0 0.0 0.0 0.0 0.9315 0.1447 0.9028 0.0 0.0000 0.0 0.0 0.0 0.4192 0.6898 0.0 0.0764 0.0001 nan 0.0000 0.0 0.0 0.4590 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.4907 0.0 0.0034 0.0001 0.0 nan 0.0 0.0 0.0 0.0 0.6540 0.1423 0.6736 0.0 0.0000 0.0 0.0
1.9157 0.6 60 1.9516 0.1325 0.1843 0.6839 nan 0.7909 0.8541 0.0 0.0396 0.0002 nan 0.0000 0.0 0.0 0.7718 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8330 0.0 0.0005 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9406 0.5619 0.9207 0.0 0.0 0.0 0.0 nan 0.4525 0.7067 0.0 0.0362 0.0002 nan 0.0000 0.0 0.0 0.5311 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.4823 0.0 0.0005 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6938 0.5098 0.6948 0.0 0.0 0.0 0.0
1.8405 0.8 80 1.7340 0.1407 0.1888 0.7053 nan 0.8148 0.8969 0.0 0.0510 0.0004 nan 0.0 0.0 0.0 0.8138 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8464 0.0 0.0003 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9380 0.5830 0.9080 0.0 0.0 0.0 0.0 nan 0.4845 0.7304 0.0 0.0484 0.0004 nan 0.0 0.0 0.0 0.5936 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5084 0.0 0.0003 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7069 0.5392 0.7494 0.0 0.0 0.0 0.0
1.6934 1.0 100 1.5898 0.1520 0.1996 0.7254 nan 0.7606 0.9301 0.0 0.1821 0.0011 nan 0.0 0.0 0.0 0.8730 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8520 0.0 0.0002 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9284 0.7616 0.8976 0.0 0.0 0.0 0.0 nan 0.5321 0.7299 0.0 0.1717 0.0011 nan 0.0 0.0 0.0 0.5806 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5302 0.0 0.0002 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7315 0.6628 0.7735 0.0 0.0 0.0 0.0
1.7481 1.2 120 1.5167 0.1484 0.1982 0.7251 nan 0.8440 0.9206 0.0 0.0644 0.0006 nan 0.0 0.0 0.0 0.8973 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8191 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9283 0.7458 0.9235 0.0 0.0 0.0 0.0 nan 0.5165 0.7503 0.0 0.0627 0.0006 nan 0.0 0.0 0.0 0.5667 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5468 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7403 0.6554 0.7619 0.0 0.0 0.0 0.0
1.3889 1.4 140 1.4462 0.1507 0.2014 0.7272 nan 0.8992 0.9043 0.0 0.0546 0.0016 nan 0.0 0.0 0.0 0.8818 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8365 0.0 0.0010 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9051 0.8422 0.9176 0.0 0.0 0.0 0.0 nan 0.5082 0.7587 0.0 0.0528 0.0016 nan 0.0 0.0 0.0 0.6098 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5474 0.0 0.0010 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7559 0.6651 0.7722 0.0 0.0 0.0 0.0
1.4823 1.6 160 1.3622 0.1626 0.2118 0.7409 nan 0.8999 0.8858 0.0 0.3655 0.0056 nan 0.0 0.0 0.0 0.8434 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8777 0.0 0.0002 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9283 0.8646 0.8945 0.0 0.0 0.0 0.0 nan 0.5426 0.7635 0.0 0.3303 0.0056 nan 0.0 0.0 0.0 0.6279 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5397 0.0 0.0002 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7482 0.6875 0.7965 0.0 0.0 0.0 0.0
1.6763 1.8 180 1.2656 0.1637 0.2109 0.7469 nan 0.8304 0.9270 0.0 0.4478 0.0037 nan 0.0 0.0 0.0 0.8452 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8393 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9476 0.7676 0.9299 0.0 0.0 0.0 0.0 nan 0.5718 0.7625 0.0 0.3700 0.0037 nan 0.0 0.0 0.0 0.6451 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5502 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7327 0.6711 0.7673 0.0 0.0 0.0 0.0
1.1681 2.0 200 1.2474 0.1659 0.2148 0.7536 nan 0.8419 0.9321 0.0 0.4820 0.0035 nan 0.0 0.0 0.0 0.8932 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8270 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9421 0.8015 0.9358 0.0 0.0 0.0 0.0 nan 0.5855 0.7748 0.0 0.3927 0.0035 nan 0.0 0.0 0.0 0.6156 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5531 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7535 0.6955 0.7681 0.0 0.0 0.0 0.0
1.2264 2.2 220 1.2089 0.1708 0.2170 0.7595 nan 0.8759 0.9230 0.0 0.5296 0.0126 nan 0.0 0.0 0.0 0.9001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8810 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9444 0.7591 0.9003 0.0 0.0 0.0 0.0 nan 0.5883 0.7836 0.0 0.4233 0.0124 nan 0.0 0.0 0.0 0.6433 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5721 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7561 0.6792 0.8357 0.0 0.0 0.0 0.0
1.3107 2.4 240 1.1461 0.1708 0.2179 0.7617 nan 0.8651 0.9399 0.0 0.4766 0.0143 nan 0.0 0.0 0.0 0.9046 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8429 0.0 0.0002 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9341 0.8365 0.9417 0.0 0.0 0.0 0.0 nan 0.5969 0.7763 0.0 0.4213 0.0139 nan 0.0 0.0 0.0 0.6364 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5682 0.0 0.0002 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7708 0.7134 0.7979 0.0 0.0 0.0 0.0
0.9876 2.6 260 1.1106 0.1742 0.2189 0.7660 nan 0.8686 0.9407 0.0 0.4912 0.0173 nan 0.0 0.0 0.0 0.8871 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8980 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9302 0.8646 0.8897 0.0 0.0 0.0 0.0 nan 0.6102 0.7810 0.0 0.4237 0.0167 nan 0.0 0.0 0.0 0.6702 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5725 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7719 0.7128 0.8401 0.0 0.0 0.0 0.0
1.3372 2.8 280 1.1123 0.1744 0.2215 0.7613 nan 0.9173 0.9002 0.0 0.5475 0.0324 nan 0.0 0.0 0.0 0.8878 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8935 0.0 0.0009 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9384 0.8193 0.9301 0.0 0.0 0.0 0.0 nan 0.5548 0.7972 0.0 0.4622 0.0307 nan 0.0 0.0 0.0 0.6641 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5703 0.0 0.0009 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7717 0.7114 0.8425 0.0 0.0 0.0 0.0
1.5488 3.0 300 1.0372 0.1756 0.2208 0.7680 nan 0.9115 0.9291 0.0 0.5073 0.0389 nan 0.0 0.0 0.0 0.8606 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8975 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9342 0.8394 0.9267 0.0 0.0 0.0 0.0 nan 0.6024 0.7977 0.0 0.4650 0.0370 nan 0.0 0.0 0.0 0.6831 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5479 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7773 0.7216 0.8106 0.0 0.0 0.0 0.0
1.1759 3.2 320 1.0484 0.1785 0.2267 0.7702 nan 0.8946 0.9124 0.0 0.6714 0.0525 nan 0.0000 0.0 0.0 0.8762 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8826 0.0 0.0054 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9438 0.8703 0.9188 0.0 0.0 0.0 0.0 nan 0.5967 0.8033 0.0 0.4787 0.0477 nan 0.0000 0.0 0.0 0.6821 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5846 0.0 0.0054 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7683 0.7150 0.8520 0.0 0.0 0.0 0.0
0.8541 3.4 340 1.0273 0.1770 0.2243 0.7659 nan 0.9237 0.9099 0.0 0.5054 0.0866 nan 0.0 0.0 0.0 0.9191 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8701 0.0 0.0081 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9372 0.8427 0.9505 0.0 0.0 0.0 0.0 nan 0.5690 0.7960 0.0 0.4673 0.0751 nan 0.0 0.0 0.0 0.6575 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5798 0.0 0.0081 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7825 0.7274 0.8230 0.0 0.0 0.0 0.0
1.0464 3.6 360 0.9769 0.1833 0.2289 0.7768 nan 0.8998 0.9292 0.0 0.6006 0.1114 nan 0.0000 0.0 0.0 0.8880 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8924 0.0 0.0368 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9428 0.8622 0.9326 0.0 0.0 0.0 0.0 nan 0.6203 0.8026 0.0 0.5209 0.0920 nan 0.0000 0.0 0.0 0.6911 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5814 0.0 0.0367 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7761 0.7166 0.8453 0.0 0.0 0.0 0.0
0.8219 3.8 380 0.9641 0.1859 0.2309 0.7789 nan 0.9159 0.9311 0.0 0.6214 0.1352 nan 0.0002 0.0 0.0 0.8860 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9157 0.0 0.0507 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9143 0.8529 0.9340 0.0 0.0 0.0 0.0 nan 0.6242 0.8045 0.0 0.5343 0.1098 nan 0.0002 0.0 0.0 0.6954 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5730 0.0 0.0503 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7967 0.7210 0.8526 0.0 0.0 0.0 0.0
1.1492 4.0 400 0.9505 0.1851 0.2339 0.7758 nan 0.8427 0.9268 0.0 0.6710 0.1980 nan 0.0006 0.0 0.0 0.9116 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8880 0.0 0.0566 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9362 0.8778 0.9423 0.0 0.0 0.0 0.0 nan 0.6045 0.8093 0.0 0.4687 0.1445 nan 0.0006 0.0 0.0 0.6872 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5974 0.0 0.0559 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7857 0.7209 0.8626 0.0 0.0 0.0 0.0
1.1718 4.2 420 0.9337 0.1873 0.2341 0.7788 nan 0.8707 0.9244 0.0 0.6817 0.2303 nan 0.0017 0.0 0.0 0.8943 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9001 0.0 0.0617 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9526 0.7929 0.9453 0.0 0.0 0.0000 0.0 nan 0.6195 0.8149 0.0 0.5256 0.1628 nan 0.0017 0.0 0.0 0.6922 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5890 0.0 0.0592 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7731 0.7023 0.8672 0.0 0.0 0.0000 0.0
0.9714 4.4 440 0.9085 0.1907 0.2385 0.7822 nan 0.9118 0.9157 0.0 0.6726 0.2666 nan 0.0008 0.0 0.0 0.9173 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8887 0.0 0.0716 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9339 0.8666 0.9472 0.0 0.0 0.0001 0.0 nan 0.6122 0.8149 0.0 0.5714 0.1727 nan 0.0008 0.0 0.0 0.6815 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6039 0.0 0.0694 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7931 0.7353 0.8570 0.0 0.0 0.0001 0.0
1.0207 4.6 460 0.9086 0.1926 0.2388 0.7808 nan 0.9324 0.8997 0.0 0.6603 0.2709 nan 0.0039 0.0 0.0 0.8732 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9122 0.0 0.0977 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9461 0.8705 0.9368 0.0 0.0 0.0000 0.0 nan 0.6062 0.8141 0.0 0.5818 0.1757 nan 0.0038 0.0 0.0 0.7139 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.5908 0.0 0.0930 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7864 0.7319 0.8730 0.0 0.0 0.0000 0.0
0.8914 4.8 480 0.8951 0.1940 0.2416 0.7858 nan 0.8807 0.9288 0.0000 0.6781 0.2767 nan 0.0095 0.0 0.0 0.9135 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9038 0.0 0.1437 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9274 0.8739 0.9529 0.0 0.0 0.0001 0.0 nan 0.6264 0.8138 0.0000 0.5377 0.1911 nan 0.0094 0.0 0.0 0.7070 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6044 0.0 0.1329 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8004 0.7307 0.8598 0.0 0.0 0.0001 0.0
0.8834 5.0 500 0.8636 0.1973 0.2415 0.7882 nan 0.9236 0.9252 0.0 0.6543 0.2757 nan 0.0116 0.0 0.0 0.9042 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9141 0.0 0.1735 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9342 0.8266 0.9421 0.0 0.0 0.0000 0.0 nan 0.6188 0.8160 0.0 0.6008 0.1853 nan 0.0115 0.0 0.0 0.7110 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6058 0.0 0.1560 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8073 0.7327 0.8720 0.0 0.0 0.0000 0.0
0.8539 5.2 520 0.8547 0.1980 0.2445 0.7886 nan 0.9064 0.9203 0.0173 0.6894 0.2910 nan 0.0148 0.0 0.0 0.8957 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8979 0.0 0.1880 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9432 0.8700 0.9448 0.0 0.0 0.0001 0.0 nan 0.6275 0.8157 0.0173 0.5806 0.1926 nan 0.0146 0.0 0.0 0.7156 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6143 0.0 0.1660 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7956 0.7322 0.8670 0.0 0.0 0.0001 0.0
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0.6292 6.4 640 0.8079 0.2079 0.2512 0.7994 nan 0.8854 0.9526 0.1002 0.6565 0.3216 nan 0.0882 0.0009 0.0 0.9166 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9071 0.0 0.2263 0.0007 0.0 nan 0.0 0.0000 0.0 0.0 0.9237 0.8518 0.9523 0.0 0.0 0.0023 0.0 nan 0.6650 0.8156 0.1002 0.6094 0.2105 nan 0.0847 0.0009 0.0 0.7214 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6220 0.0 0.1959 0.0007 0.0 nan 0.0 0.0000 0.0 0.0 0.8137 0.7339 0.8700 0.0 0.0 0.0022 0.0
0.7267 6.6 660 0.8046 0.2101 0.2569 0.7982 nan 0.8693 0.9297 0.0797 0.7006 0.4004 nan 0.1672 0.0006 0.0 0.9130 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9166 0.0 0.2455 0.0011 0.0 nan 0.0 0.0001 0.0 0.0 0.9442 0.8417 0.9490 0.0 0.0 0.0058 0.0 nan 0.6665 0.8273 0.0797 0.5924 0.2180 nan 0.1548 0.0006 0.0 0.7274 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6189 0.0 0.2043 0.0011 0.0 nan 0.0 0.0001 0.0 0.0 0.8091 0.7266 0.8815 0.0 0.0 0.0057 0.0
0.6611 6.8 680 0.7932 0.2130 0.2578 0.8019 nan 0.9229 0.9264 0.1598 0.6944 0.3422 nan 0.1357 0.0011 0.0 0.9068 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9202 0.0 0.2401 0.0025 0.0 nan 0.0 0.0002 0.0 0.0 0.9332 0.8495 0.9503 0.0 0.0 0.0058 0.0 nan 0.6562 0.8272 0.1597 0.6123 0.2261 nan 0.1247 0.0011 0.0 0.7324 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6204 0.0 0.1981 0.0025 0.0 nan 0.0 0.0002 0.0 0.0 0.8179 0.7415 0.8785 0.0 0.0 0.0056 0.0
0.6721 7.0 700 0.7952 0.2193 0.2698 0.8009 nan 0.8870 0.9010 0.3046 0.7463 0.4459 nan 0.2092 0.0014 0.0 0.9168 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9005 0.0 0.2701 0.0042 0.0 nan 0.0 0.0000 0.0 0.0 0.9419 0.8750 0.9566 0.0 0.0 0.0020 0.0 nan 0.6773 0.8206 0.2988 0.5490 0.2396 nan 0.1894 0.0014 0.0 0.7234 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6377 0.0 0.2254 0.0042 0.0 nan 0.0 0.0000 0.0 0.0 0.8072 0.7455 0.8755 0.0 0.0 0.0019 0.0
0.5819 7.2 720 0.7728 0.2222 0.2668 0.8094 nan 0.8958 0.9345 0.2916 0.7034 0.3836 nan 0.1924 0.0009 0.0 0.9042 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9203 0.0 0.2880 0.0021 0.0 nan 0.0 0.0002 0.0 0.0 0.9389 0.8602 0.9481 0.0 0.0 0.0051 0.0 nan 0.6939 0.8298 0.2880 0.6142 0.2385 nan 0.1759 0.0009 0.0 0.7341 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6193 0.0 0.2356 0.0021 0.0 nan 0.0 0.0002 0.0 0.0 0.8168 0.7499 0.8834 0.0 0.0 0.0050 0.0
0.6658 7.4 740 0.7738 0.2198 0.2659 0.8058 nan 0.9091 0.9203 0.2681 0.7243 0.3777 nan 0.1815 0.0014 0.0 0.9099 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9004 0.0 0.2930 0.0040 0.0 nan 0.0 0.0000 0.0 0.0 0.9537 0.8315 0.9542 0.0 0.0 0.0122 0.0 nan 0.6808 0.8262 0.2653 0.5933 0.2418 nan 0.1658 0.0014 0.0 0.7310 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6331 0.0 0.2418 0.0040 0.0 nan 0.0 0.0000 0.0 0.0 0.8021 0.7367 0.8791 0.0 0.0 0.0118 0.0
0.5962 7.6 760 0.7682 0.2215 0.2673 0.8095 nan 0.8782 0.9431 0.2120 0.7039 0.3838 nan 0.2345 0.0019 0.0 0.9254 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.9131 0.0 0.3310 0.0037 0.0 nan 0.0 0.0004 0.0 0.0 0.9288 0.8741 0.9474 0.0 0.0 0.0046 0.0 nan 0.6927 0.8289 0.2111 0.6077 0.2347 nan 0.2072 0.0019 0.0 0.7222 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.6409 0.0 0.2561 0.0037 0.0 nan 0.0 0.0004 0.0 0.0 0.8205 0.7491 0.8859 0.0 0.0 0.0044 0.0
0.6425 7.8 780 0.7661 0.2261 0.2729 0.8108 nan 0.8701 0.9341 0.2964 0.7135 0.4178 nan 0.2577 0.0012 0.0 0.9095 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.9081 0.0 0.3501 0.0142 0.0 nan 0.0 0.0005 0.0 0.0 0.9396 0.8818 0.9557 0.0 0.0 0.0089 0.0 nan 0.6978 0.8311 0.2915 0.6089 0.2366 nan 0.2257 0.0012 0.0 0.7413 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.6369 0.0 0.2721 0.0142 0.0 nan 0.0 0.0005 0.0 0.0 0.8155 0.7437 0.8821 0.0 0.0 0.0086 0.0
0.5529 8.0 800 0.7591 0.2238 0.2684 0.8106 nan 0.9069 0.9317 0.2696 0.7076 0.3851 nan 0.2549 0.0020 0.0 0.9071 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.9131 0.0 0.2889 0.0082 0.0 nan 0.0 0.0007 0.0 0.0 0.9457 0.8403 0.9520 0.0 0.0 0.0078 0.0 nan 0.6896 0.8323 0.2676 0.6214 0.2450 nan 0.2222 0.0020 0.0 0.7380 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.6297 0.0 0.2351 0.0082 0.0 nan 0.0 0.0007 0.0 0.0 0.8138 0.7415 0.8847 0.0 0.0 0.0075 0.0
0.537 8.2 820 0.7602 0.2260 0.2716 0.8120 nan 0.9080 0.9297 0.2903 0.7007 0.3919 nan 0.2584 0.0050 0.0 0.9201 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.9038 0.0 0.3262 0.0109 0.0 nan 0.0 0.0007 0.0 0.0 0.9444 0.8671 0.9506 0.0 0.0 0.0118 0.0 nan 0.6891 0.8322 0.2873 0.6210 0.2465 nan 0.2238 0.0050 0.0 0.7299 0.0 0.0 nan 0.0 0.0001 0.0 0.0 0.6458 0.0 0.2569 0.0109 0.0 nan 0.0 0.0007 0.0 0.0 0.8130 0.7473 0.8864 0.0 0.0 0.0111 0.0
0.6042 8.4 840 0.7511 0.2280 0.2738 0.8135 nan 0.8814 0.9369 0.3271 0.7198 0.3999 nan 0.2873 0.0065 0.0 0.9200 0.0 0.0 nan 0.0 0.0009 0.0 0.0 0.9173 0.0 0.3226 0.0097 0.0 nan 0.0 0.0009 0.0 0.0 0.9353 0.8613 0.9507 0.0 0.0 0.0088 0.0 nan 0.6985 0.8327 0.3229 0.6096 0.2492 nan 0.2476 0.0065 0.0 0.7324 0.0 0.0 nan 0.0 0.0009 0.0 0.0 0.6384 0.0 0.2517 0.0097 0.0 nan 0.0 0.0009 0.0 0.0 0.8224 0.7486 0.8887 0.0 0.0 0.0083 0.0
1.131 8.6 860 0.7509 0.2289 0.2759 0.8127 nan 0.8743 0.9280 0.3798 0.7464 0.3959 nan 0.2912 0.0068 0.0 0.9126 0.0 0.0 nan 0.0 0.0016 0.0 0.0 0.9100 0.0 0.3119 0.0151 0.0 nan 0.0 0.0008 0.0 0.0 0.9445 0.8648 0.9584 0.0 0.0 0.0098 0.0 nan 0.6955 0.8325 0.3711 0.5880 0.2550 nan 0.2498 0.0068 0.0 0.7389 0.0 0.0 nan 0.0 0.0016 0.0 0.0 0.6369 0.0 0.2504 0.0150 0.0 nan 0.0 0.0008 0.0 0.0 0.8134 0.7454 0.8842 0.0 0.0 0.0093 0.0
0.6354 8.8 880 0.7528 0.2283 0.2731 0.8135 nan 0.9045 0.9313 0.3668 0.7101 0.4039 nan 0.2417 0.0084 0.0 0.9167 0.0 0.0 nan 0.0 0.0009 0.0 0.0 0.9122 0.0 0.2941 0.0145 0.0 nan 0.0 0.0011 0.0 0.0 0.9413 0.8466 0.9591 0.0 0.0 0.0118 0.0 nan 0.6954 0.8324 0.3614 0.6268 0.2533 nan 0.2141 0.0084 0.0 0.7368 0.0 0.0 nan 0.0 0.0009 0.0 0.0 0.6342 0.0 0.2400 0.0145 0.0 nan 0.0 0.0011 0.0 0.0 0.8160 0.7475 0.8840 0.0 0.0 0.0111 0.0
0.5614 9.0 900 0.7530 0.2297 0.2759 0.8142 nan 0.8974 0.9303 0.3799 0.7167 0.4055 nan 0.2530 0.0095 0.0 0.9206 0.0 0.0 nan 0.0 0.0008 0.0 0.0 0.9010 0.0 0.3152 0.0283 0.0 nan 0.0 0.0010 0.0 0.0 0.9396 0.8818 0.9604 0.0 0.0 0.0111 0.0 nan 0.6982 0.8313 0.3738 0.6163 0.2556 nan 0.2234 0.0095 0.0 0.7375 0.0 0.0 nan 0.0 0.0008 0.0 0.0 0.6477 0.0 0.2519 0.0282 0.0 nan 0.0 0.0009 0.0 0.0 0.8117 0.7411 0.8825 0.0 0.0 0.0103 0.0
0.9059 9.2 920 0.7442 0.2279 0.2742 0.8137 nan 0.8918 0.9339 0.3089 0.7218 0.4054 nan 0.2675 0.0085 0.0 0.9221 0.0 0.0 nan 0.0 0.0012 0.0 0.0 0.9122 0.0 0.3199 0.0234 0.0 nan 0.0 0.0010 0.0 0.0 0.9337 0.8793 0.9587 0.0 0.0 0.0100 0.0 nan 0.6932 0.8332 0.3048 0.6196 0.2571 nan 0.2340 0.0085 0.0 0.7372 0.0 0.0 nan 0.0 0.0012 0.0 0.0 0.6429 0.0 0.2524 0.0234 0.0 nan 0.0 0.0010 0.0 0.0 0.8193 0.7437 0.8853 0.0 0.0 0.0093 0.0
0.6598 9.4 940 0.7460 0.2305 0.2760 0.8150 nan 0.8950 0.9325 0.3731 0.7204 0.4041 nan 0.2699 0.0084 0.0 0.9192 0.0 0.0 nan 0.0 0.0007 0.0 0.0 0.9055 0.0 0.3261 0.0279 0.0 nan 0.0 0.0006 0.0 0.0 0.9429 0.8605 0.9568 0.0 0.0 0.0138 0.0 nan 0.6981 0.8321 0.3670 0.6163 0.2577 nan 0.2353 0.0084 0.0 0.7410 0.0 0.0 nan 0.0 0.0007 0.0 0.0 0.6469 0.0 0.2563 0.0278 0.0 nan 0.0 0.0006 0.0 0.0 0.8153 0.7441 0.8853 0.0 0.0 0.0127 0.0
0.6652 9.6 960 0.7475 0.2318 0.2773 0.8162 nan 0.8905 0.9337 0.3995 0.7226 0.4010 nan 0.2910 0.0075 0.0 0.9129 0.0 0.0 nan 0.0 0.0009 0.0 0.0 0.9082 0.0 0.3270 0.0228 0.0 nan 0.0 0.0010 0.0 0.0 0.9445 0.8605 0.9580 0.0 0.0 0.0145 0.0 nan 0.7044 0.8347 0.3920 0.6129 0.2585 nan 0.2498 0.0075 0.0 0.7453 0.0 0.0 nan 0.0 0.0009 0.0 0.0 0.6432 0.0 0.2543 0.0227 0.0 nan 0.0 0.0010 0.0 0.0 0.8135 0.7463 0.8842 0.0 0.0 0.0134 0.0
0.7944 9.8 980 0.7423 0.2292 0.2755 0.8138 nan 0.8996 0.9281 0.3324 0.7189 0.4220 nan 0.2835 0.0071 0.0 0.9133 0.0 0.0 nan 0.0 0.0021 0.0 0.0 0.9172 0.0 0.3236 0.0180 0.0 nan 0.0 0.0010 0.0 0.0 0.9378 0.8662 0.9570 0.0 0.0 0.0115 0.0 nan 0.6936 0.8353 0.3281 0.6170 0.2578 nan 0.2444 0.0071 0.0 0.7437 0.0 0.0 nan 0.0 0.0021 0.0 0.0 0.6382 0.0 0.2544 0.0180 0.0 nan 0.0 0.0010 0.0 0.0 0.8204 0.7496 0.8849 0.0 0.0 0.0107 0.0
0.7053 10.0 1000 0.7416 0.2291 0.2745 0.8148 nan 0.8989 0.9334 0.3286 0.7157 0.4025 nan 0.2777 0.0070 0.0 0.9165 0.0 0.0 nan 0.0 0.0015 0.0 0.0 0.9119 0.0 0.3250 0.0193 0.0 nan 0.0 0.0010 0.0 0.0 0.9432 0.8601 0.9549 0.0 0.0 0.0118 0.0 nan 0.6950 0.8358 0.3244 0.6194 0.2588 nan 0.2398 0.0070 0.0 0.7419 0.0 0.0 nan 0.0 0.0015 0.0 0.0 0.6416 0.0 0.2560 0.0193 0.0 nan 0.0 0.0010 0.0 0.0 0.8168 0.7483 0.8861 0.0 0.0 0.0109 0.0

Framework versions

  • Transformers 4.48.3
  • Pytorch 2.5.1+cu124
  • Datasets 3.3.2
  • Tokenizers 0.21.0
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