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segformer-b0-finetuned-segments-sidewalk-2

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segformer-b0-finetuned-segments-sidewalk-2

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

  • Loss: 0.6971
  • Mean Iou: 0.2096
  • Mean Accuracy: 0.2531
  • Overall Accuracy: 0.8097
  • Accuracy Unlabeled: nan
  • Accuracy Flat-road: 0.7927
  • Accuracy Flat-sidewalk: 0.9520
  • Accuracy Flat-crosswalk: 0.0024
  • Accuracy Flat-cyclinglane: 0.6788
  • Accuracy Flat-parkingdriveway: 0.3430
  • Accuracy Flat-railtrack: 0.0
  • Accuracy Flat-curb: 0.3808
  • Accuracy Human-person: 0.0
  • Accuracy Human-rider: 0.0
  • Accuracy Vehicle-car: 0.9184
  • Accuracy Vehicle-truck: 0.0
  • Accuracy Vehicle-bus: 0.0
  • Accuracy Vehicle-tramtrain: 0.0
  • Accuracy Vehicle-motorcycle: 0.0
  • Accuracy Vehicle-bicycle: 0.0039
  • Accuracy Vehicle-caravan: 0.0
  • Accuracy Vehicle-cartrailer: 0.0
  • Accuracy Construction-building: 0.9263
  • Accuracy Construction-door: 0.0
  • Accuracy Construction-wall: 0.4191
  • Accuracy Construction-fenceguardrail: 0.0338
  • Accuracy Construction-bridge: 0.0
  • Accuracy Construction-tunnel: nan
  • Accuracy Construction-stairs: 0.0
  • Accuracy Object-pole: 0.0998
  • Accuracy Object-trafficsign: 0.0
  • Accuracy Object-trafficlight: 0.0
  • Accuracy Nature-vegetation: 0.9282
  • Accuracy Nature-terrain: 0.8789
  • Accuracy Sky: 0.9561
  • Accuracy Void-ground: 0.0
  • Accuracy Void-dynamic: 0.0
  • Accuracy Void-static: 0.0395
  • Accuracy Void-unclear: 0.0
  • Iou Unlabeled: nan
  • Iou Flat-road: 0.6336
  • Iou Flat-sidewalk: 0.8266
  • Iou Flat-crosswalk: 0.0024
  • Iou Flat-cyclinglane: 0.5771
  • Iou Flat-parkingdriveway: 0.2395
  • Iou Flat-railtrack: 0.0
  • Iou Flat-curb: 0.3258
  • Iou Human-person: 0.0
  • Iou Human-rider: 0.0
  • Iou Vehicle-car: 0.7300
  • Iou Vehicle-truck: 0.0
  • Iou Vehicle-bus: 0.0
  • Iou Vehicle-tramtrain: 0.0
  • Iou Vehicle-motorcycle: 0.0
  • Iou Vehicle-bicycle: 0.0039
  • Iou Vehicle-caravan: 0.0
  • Iou Vehicle-cartrailer: 0.0
  • Iou Construction-building: 0.6806
  • Iou Construction-door: 0.0
  • Iou Construction-wall: 0.3090
  • Iou Construction-fenceguardrail: 0.0336
  • Iou Construction-bridge: 0.0
  • Iou Construction-tunnel: nan
  • Iou Construction-stairs: 0.0
  • Iou Object-pole: 0.0956
  • Iou Object-trafficsign: 0.0
  • Iou Object-trafficlight: 0.0
  • Iou Nature-vegetation: 0.8274
  • Iou Nature-terrain: 0.7002
  • Iou Sky: 0.8948
  • Iou Void-ground: 0.0
  • Iou Void-dynamic: 0.0
  • Iou Void-static: 0.0364
  • 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: 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: 5

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
3.0799 0.05 20 3.2627 0.0727 0.1159 0.5671 nan 0.2792 0.8764 0.0046 0.0000 0.0342 0.0 0.0080 0.0000 0.0 0.6285 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9060 0.0 0.0168 0.0 0.0 nan 0.0007 0.0015 0.0 0.0 0.7354 0.2906 0.0412 0.0 0.0 0.0001 0.0 0.0 0.2271 0.6277 0.0045 0.0000 0.0283 0.0 0.0070 0.0000 0.0 0.4635 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.3447 0.0 0.0149 0.0 0.0 0.0 0.0004 0.0012 0.0 0.0 0.5781 0.2079 0.0405 0.0 0.0 0.0001 0.0
2.603 0.1 40 2.6444 0.0863 0.1334 0.6262 nan 0.5688 0.8677 0.0011 0.0 0.0104 0.0 0.0012 0.0 0.0 0.6145 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8813 0.0 0.0005 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9281 0.0457 0.4836 0.0 0.0 0.0000 0.0 0.0 0.3542 0.6675 0.0011 0.0 0.0100 0.0 0.0012 0.0 0.0 0.4522 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.4296 0.0 0.0005 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5845 0.0433 0.4769 0.0 0.0 0.0000 0.0
2.1156 0.15 60 2.1359 0.1041 0.1484 0.6589 nan 0.6080 0.8960 0.0 0.0000 0.0034 0.0 0.0000 0.0 0.0 0.6754 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9172 0.0 0.0006 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9269 0.2172 0.6511 0.0 0.0 0.0 0.0 0.0 0.3706 0.6876 0.0 0.0000 0.0033 0.0 0.0000 0.0 0.0 0.5234 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.4840 0.0 0.0006 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6460 0.1901 0.6329 0.0 0.0 0.0 0.0
1.9397 0.2 80 1.9019 0.1245 0.1691 0.6875 nan 0.7165 0.8826 0.0 0.0 0.0025 0.0 0.0000 0.0 0.0 0.8677 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8785 0.0 0.0008 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9278 0.4892 0.8162 0.0 0.0 0.0 0.0 nan 0.3846 0.7091 0.0 0.0 0.0025 0.0 0.0000 0.0 0.0 0.5770 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5575 0.0 0.0008 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6965 0.4033 0.7767 0.0 0.0 0.0 0.0
2.3139 0.25 100 1.7549 0.1284 0.1737 0.6969 nan 0.7506 0.8801 0.0 0.0 0.0013 0.0 0.0 0.0 0.0 0.8386 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8993 0.0 0.0 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9347 0.5921 0.8359 0.0 0.0 0.0 0.0 nan 0.4032 0.7247 0.0 0.0 0.0013 0.0 0.0 0.0 0.0 0.5834 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5558 0.0 0.0 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7091 0.4686 0.7913 0.0 0.0 0.0 0.0
1.8867 0.3 120 1.6597 0.1303 0.1759 0.7007 nan 0.8018 0.8693 0.0 0.0002 0.0013 0.0 0.0 0.0 0.0 0.8270 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9195 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9301 0.6509 0.8047 0.0 0.0 0.0 0.0 nan 0.4137 0.7366 0.0 0.0002 0.0013 0.0 0.0 0.0 0.0 0.5883 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5508 0.0 0.0000 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7202 0.5031 0.7852 0.0 0.0 0.0 0.0
1.5501 0.35 140 1.5653 0.1265 0.1727 0.7013 nan 0.7694 0.9001 0.0 0.0 0.0011 0.0 0.0 0.0 0.0 0.8909 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8371 0.0 0.0006 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9507 0.4681 0.8812 0.0 0.0 0.0 0.0 nan 0.4228 0.7418 0.0 0.0 0.0011 0.0 0.0 0.0 0.0 0.5415 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5908 0.0 0.0006 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6781 0.3887 0.8100 0.0 0.0 0.0 0.0
1.4256 0.4 160 1.5111 0.1353 0.1792 0.7186 nan 0.7353 0.9371 0.0 0.0004 0.0009 0.0 0.0 0.0 0.0 0.8693 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9101 0.0 0.0023 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9106 0.6702 0.8765 0.0 0.0 0.0 0.0 nan 0.4455 0.7477 0.0 0.0004 0.0009 0.0 0.0 0.0 0.0 0.5889 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5583 0.0 0.0023 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7431 0.5459 0.8320 0.0 0.0 0.0 0.0
1.8213 0.45 180 1.4818 0.1308 0.1812 0.7058 nan 0.7319 0.9496 0.0 0.0001 0.0005 0.0 0.0000 0.0 0.0 0.9108 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8844 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7409 0.8585 0.9020 0.0 0.0 0.0 0.0 nan 0.4483 0.7421 0.0 0.0001 0.0005 0.0 0.0000 0.0 0.0 0.5837 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5762 0.0 0.0001 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.6593 0.4623 0.8452 0.0 0.0 0.0 0.0
1.3144 0.5 200 1.3570 0.1397 0.1853 0.7240 nan 0.8455 0.9044 0.0 0.0619 0.0005 0.0 0.0 0.0 0.0 0.8419 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9335 0.0 0.0014 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8911 0.7266 0.9093 0.0 0.0 0.0 0.0 nan 0.4488 0.7715 0.0 0.0618 0.0005 0.0 0.0 0.0 0.0 0.6093 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5540 0.0 0.0014 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7603 0.5624 0.8405 0.0 0.0 0.0 0.0
1.8708 0.55 220 1.3458 0.1360 0.1828 0.7186 nan 0.7905 0.9073 0.0 0.0028 0.0005 0.0 0.0 0.0 0.0 0.8985 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8721 0.0 0.0 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9359 0.7309 0.8925 0.0 0.0 0.0 0.0 nan 0.4365 0.7550 0.0 0.0028 0.0005 0.0 0.0 0.0 0.0 0.5769 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6005 0.0 0.0 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7278 0.5411 0.8457 0.0 0.0 0.0 0.0
1.4155 0.6 240 1.2917 0.1383 0.1837 0.7255 nan 0.7590 0.9353 0.0 0.0010 0.0011 0.0 0.0 0.0 0.0 0.8729 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8831 0.0 0.0009 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9236 0.7614 0.9242 0.0 0.0 0.0 0.0 nan 0.4419 0.7563 0.0 0.0010 0.0011 0.0 0.0 0.0 0.0 0.6215 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5974 0.0 0.0009 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7494 0.5534 0.8404 0.0 0.0 0.0 0.0
1.656 0.65 260 1.2293 0.1436 0.1922 0.7340 nan 0.7738 0.9513 0.0 0.2014 0.0045 0.0 0.0 0.0 0.0 0.8969 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8787 0.0 0.0 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8253 0.8920 0.9176 0.0 0.0 0.0 0.0 nan 0.4897 0.7671 0.0 0.1997 0.0045 0.0 0.0 0.0 0.0 0.6211 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6150 0.0 0.0 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7164 0.4747 0.8493 0.0 0.0 0.0 0.0
1.6071 0.7 280 1.1888 0.1502 0.1949 0.7461 nan 0.7821 0.9390 0.0 0.3294 0.0109 0.0 0.0 0.0 0.0 0.8879 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8938 0.0 0.0013 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9212 0.7293 0.9359 0.0 0.0 0.0 0.0 nan 0.5027 0.7703 0.0 0.3214 0.0108 0.0 0.0 0.0 0.0 0.6141 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5968 0.0 0.0013 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7496 0.5473 0.8429 0.0 0.0 0.0 0.0
1.1536 0.75 300 1.1488 0.1556 0.1993 0.7537 nan 0.8101 0.9321 0.0 0.4320 0.0116 0.0 0.0000 0.0 0.0 0.8801 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9109 0.0 0.0024 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9219 0.7660 0.9097 0.0 0.0 0.0 0.0 nan 0.5174 0.7830 0.0 0.4175 0.0115 0.0 0.0000 0.0 0.0 0.6262 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5871 0.0 0.0024 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7495 0.5890 0.8503 0.0 0.0 0.0 0.0
1.5043 0.8 320 1.1171 0.1558 0.2030 0.7502 nan 0.7984 0.9353 0.0 0.4908 0.0124 0.0 0.0 0.0 0.0 0.8733 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9264 0.0 0.0010 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.8269 0.8939 0.9413 0.0 0.0 0.0 0.0 nan 0.5070 0.7760 0.0 0.4470 0.0123 0.0 0.0 0.0 0.0 0.6555 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6002 0.0 0.0010 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7452 0.5387 0.8572 0.0 0.0 0.0 0.0
1.0659 0.85 340 1.1308 0.1557 0.2014 0.7530 nan 0.7520 0.9301 0.0 0.5300 0.0144 0.0 0.0 0.0 0.0 0.9178 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8941 0.0 0.0053 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9348 0.7234 0.9432 0.0 0.0 0.0 0.0 nan 0.5195 0.7725 0.0 0.4634 0.0143 0.0 0.0 0.0 0.0 0.5894 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6038 0.0 0.0053 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7442 0.5626 0.8637 0.0 0.0 0.0 0.0
0.827 0.9 360 1.0929 0.1540 0.2020 0.7522 nan 0.8490 0.9243 0.0 0.4243 0.0166 0.0 0.0 0.0 0.0 0.9299 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8177 0.0 0.0020 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9201 0.8373 0.9438 0.0 0.0 0.0 0.0 nan 0.5082 0.7912 0.0 0.4089 0.0164 0.0 0.0 0.0 0.0 0.5436 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6078 0.0 0.0020 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7540 0.5887 0.8603 0.0 0.0 0.0 0.0
2.521 0.95 380 1.0848 0.1587 0.2019 0.7520 nan 0.8741 0.9008 0.0 0.4411 0.0364 0.0 0.0 0.0 0.0 0.8280 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9010 0.0 0.0064 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9290 0.8282 0.9172 0.0 0.0 0.0 0.0 nan 0.4799 0.7846 0.0 0.4238 0.0351 0.0 0.0 0.0 0.0 0.6787 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6191 0.0 0.0063 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7534 0.5959 0.8618 0.0 0.0 0.0 0.0
0.8394 1.0 400 1.0338 0.1610 0.2043 0.7638 nan 0.7926 0.9510 0.0 0.5028 0.0383 0.0 0.0 0.0 0.0 0.8803 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8967 0.0 0.0175 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9177 0.7983 0.9451 0.0 0.0 0.0 0.0 nan 0.5398 0.7822 0.0 0.4597 0.0369 0.0 0.0 0.0 0.0 0.6533 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6192 0.0 0.0174 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7617 0.5884 0.8554 0.0 0.0 0.0 0.0
1.0011 1.05 420 1.0365 0.1616 0.2048 0.7660 nan 0.7921 0.9557 0.0 0.5147 0.0552 0.0 0.0 0.0 0.0 0.9056 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8801 0.0 0.0152 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.9257 0.7691 0.9445 0.0 0.0 0.0 0.0 nan 0.5507 0.7877 0.0 0.4706 0.0525 0.0 0.0 0.0 0.0 0.6281 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6098 0.0 0.0152 0.0 0.0 nan 0.0 0.0000 0.0 0.0 0.7663 0.5878 0.8650 0.0 0.0 0.0 0.0
0.9038 1.1 440 1.0311 0.1654 0.2105 0.7688 nan 0.7366 0.9482 0.0 0.6152 0.0921 0.0 0.0002 0.0 0.0 0.8945 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9160 0.0 0.0130 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9143 0.8702 0.9446 0.0 0.0 0.0 0.0 nan 0.5466 0.7896 0.0 0.4818 0.0845 0.0 0.0002 0.0 0.0 0.6669 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.5995 0.0 0.0130 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7816 0.6353 0.8604 0.0 0.0 0.0 0.0
1.0313 1.15 460 0.9894 0.1655 0.2082 0.7703 nan 0.7805 0.9537 0.0 0.5607 0.0595 0.0 0.0000 0.0 0.0 0.8599 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.9087 0.0 0.0103 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.9194 0.8729 0.9436 0.0 0.0 0.0 0.0 nan 0.5534 0.7884 0.0 0.5016 0.0564 0.0 0.0000 0.0 0.0 0.6772 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6148 0.0 0.0102 0.0 0.0 nan 0.0 0.0 0.0 0.0 0.7648 0.6288 0.8643 0.0 0.0 0.0 0.0
0.9745 1.2 480 0.9917 0.1634 0.2096 0.7667 nan 0.7381 0.9574 0.0 0.5813 0.0709 0.0 0.0000 0.0 0.0 0.9231 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.8988 0.0 0.0091 0.0 0.0 nan 0.0 0.0003 0.0 0.0 0.8865 0.9041 0.9486 0.0 0.0 0.0 0.0 nan 0.5550 0.7795 0.0 0.4894 0.0655 0.0 0.0000 0.0 0.0 0.6390 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.6277 0.0 0.0091 0.0 0.0 nan 0.0 0.0003 0.0 0.0 0.7675 0.5932 0.8654 0.0 0.0 0.0 0.0
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0.5598 4.35 1740 0.7074 0.2066 0.2514 0.8076 nan 0.7741 0.9568 0.0023 0.6952 0.3044 0.0 0.3682 0.0 0.0 0.9261 0.0 0.0 0.0 0.0 0.0018 0.0 0.0 0.9178 0.0 0.4504 0.0117 0.0 nan 0.0 0.0907 0.0 0.0 0.9239 0.8825 0.9510 0.0 0.0 0.0399 0.0 nan 0.6325 0.8244 0.0023 0.5436 0.2262 0.0 0.3155 0.0 0.0 0.7181 0.0 0.0 0.0 0.0 0.0018 0.0 0.0 0.6864 0.0 0.3168 0.0117 0.0 nan 0.0 0.0876 0.0 0.0 0.8247 0.6935 0.8973 0.0 0.0 0.0368 0.0
0.5045 4.4 1760 0.6989 0.2082 0.2548 0.8081 nan 0.8051 0.9400 0.0060 0.7226 0.3321 0.0 0.3646 0.0 0.0 0.9226 0.0 0.0 0.0 0.0 0.0042 0.0 0.0 0.9079 0.0 0.4378 0.0352 0.0 nan 0.0 0.0977 0.0 0.0 0.9285 0.8997 0.9569 0.0 0.0 0.0471 0.0 nan 0.6270 0.8327 0.0060 0.5568 0.2402 0.0 0.3107 0.0 0.0 0.7236 0.0 0.0 0.0 0.0 0.0042 0.0 0.0 0.6944 0.0 0.3152 0.0351 0.0 nan 0.0 0.0938 0.0 0.0 0.8151 0.6756 0.8967 0.0 0.0 0.0432 0.0
0.6413 4.45 1780 0.6964 0.2083 0.2536 0.8086 nan 0.8154 0.9392 0.0046 0.7085 0.3325 0.0 0.3714 0.0 0.0 0.9323 0.0 0.0 0.0 0.0 0.0009 0.0 0.0 0.9159 0.0 0.4176 0.0375 0.0 nan 0.0 0.0928 0.0 0.0 0.9330 0.8704 0.9585 0.0 0.0 0.0386 0.0 nan 0.6221 0.8311 0.0046 0.5634 0.2422 0.0 0.3107 0.0 0.0 0.7094 0.0 0.0 0.0 0.0 0.0009 0.0 0.0 0.6875 0.0 0.3101 0.0374 0.0 nan 0.0 0.0897 0.0 0.0 0.8230 0.7109 0.8961 0.0 0.0 0.0359 0.0
0.4124 4.5 1800 0.6966 0.2073 0.2510 0.8082 nan 0.8128 0.9437 0.0041 0.7022 0.3170 0.0 0.3603 0.0 0.0 0.9165 0.0 0.0 0.0 0.0 0.0019 0.0 0.0 0.9312 0.0 0.3701 0.0351 0.0 nan 0.0 0.0933 0.0 0.0 0.9284 0.8769 0.9536 0.0 0.0 0.0349 0.0 nan 0.6218 0.8289 0.0041 0.5689 0.2387 0.0 0.3062 0.0 0.0 0.7300 0.0 0.0 0.0 0.0 0.0019 0.0 0.0 0.6717 0.0 0.2830 0.0350 0.0 nan 0.0 0.0896 0.0 0.0 0.8264 0.7059 0.8961 0.0 0.0 0.0324 0.0
0.7525 4.55 1820 0.6977 0.2083 0.2512 0.8093 nan 0.7950 0.9510 0.0042 0.6927 0.3215 0.0 0.3832 0.0 0.0 0.9196 0.0 0.0 0.0 0.0 0.0032 0.0 0.0 0.9185 0.0 0.3705 0.0380 0.0 nan 0.0 0.0928 0.0 0.0 0.9409 0.8624 0.9578 0.0 0.0 0.0394 0.0 nan 0.6322 0.8266 0.0042 0.5718 0.2380 0.0 0.3255 0.0 0.0 0.7286 0.0 0.0 0.0 0.0 0.0032 0.0 0.0 0.6795 0.0 0.2802 0.0379 0.0 nan 0.0 0.0893 0.0 0.0 0.8199 0.7035 0.8966 0.0 0.0 0.0363 0.0
0.5107 4.6 1840 0.7052 0.2103 0.2536 0.8098 nan 0.7891 0.9552 0.0023 0.6840 0.3377 0.0 0.3723 0.0 0.0 0.9226 0.0 0.0 0.0 0.0 0.0042 0.0 0.0 0.8949 0.0 0.4407 0.0442 0.0 nan 0.0 0.1019 0.0 0.0 0.9418 0.8706 0.9578 0.0 0.0 0.0499 0.0 nan 0.6323 0.8240 0.0023 0.5751 0.2387 0.0 0.3215 0.0 0.0 0.7268 0.0 0.0 0.0 0.0 0.0042 0.0 0.0 0.6983 0.0 0.3130 0.0439 0.0 nan 0.0 0.0977 0.0 0.0 0.8163 0.7045 0.8966 0.0 0.0 0.0453 0.0
0.5494 4.65 1860 0.7008 0.2101 0.2543 0.8093 nan 0.7941 0.9487 0.0037 0.6855 0.3536 0.0 0.3800 0.0 0.0 0.9144 0.0 0.0 0.0 0.0 0.0048 0.0 0.0 0.8886 0.0 0.4508 0.0377 0.0 nan 0.0 0.1000 0.0 0.0 0.9474 0.8781 0.9595 0.0 0.0 0.0447 0.0 nan 0.6299 0.8278 0.0037 0.5778 0.2464 0.0 0.3250 0.0 0.0 0.7361 0.0 0.0 0.0 0.0 0.0048 0.0 0.0 0.6984 0.0 0.3105 0.0375 0.0 nan 0.0 0.0959 0.0 0.0 0.8066 0.6962 0.8952 0.0 0.0 0.0408 0.0
0.8101 4.7 1880 0.6985 0.2098 0.2542 0.8089 nan 0.8058 0.9401 0.0052 0.6858 0.3842 0.0 0.3709 0.0 0.0 0.9193 0.0 0.0 0.0 0.0 0.0030 0.0 0.0 0.8981 0.0 0.4171 0.0502 0.0 nan 0.0 0.1001 0.0 0.0 0.9498 0.8683 0.9567 0.0 0.0 0.0332 0.0 nan 0.6256 0.8315 0.0052 0.5747 0.2603 0.0 0.3176 0.0 0.0 0.7287 0.0 0.0 0.0 0.0 0.0030 0.0 0.0 0.6929 0.0 0.3038 0.0498 0.0 nan 0.0 0.0961 0.0 0.0 0.8054 0.7003 0.8960 0.0 0.0 0.0311 0.0
0.4551 4.75 1900 0.6972 0.2098 0.2544 0.8094 nan 0.8039 0.9454 0.0031 0.6742 0.3683 0.0 0.3815 0.0 0.0 0.9239 0.0 0.0 0.0 0.0 0.0039 0.0 0.0 0.9232 0.0 0.4252 0.0398 0.0 nan 0.0 0.1033 0.0 0.0 0.9277 0.8741 0.9600 0.0 0.0 0.0364 0.0 nan 0.6269 0.8301 0.0031 0.5715 0.2504 0.0 0.3253 0.0 0.0 0.7233 0.0 0.0 0.0 0.0 0.0039 0.0 0.0 0.6836 0.0 0.3066 0.0395 0.0 nan 0.0 0.0988 0.0 0.0 0.8281 0.7042 0.8938 0.0 0.0 0.0337 0.0
0.6651 4.8 1920 0.7059 0.2087 0.2530 0.8083 nan 0.7631 0.9564 0.0028 0.6749 0.3318 0.0 0.4039 0.0 0.0 0.9283 0.0 0.0 0.0 0.0 0.0029 0.0 0.0 0.9136 0.0 0.4319 0.0313 0.0 nan 0.0 0.0995 0.0 0.0 0.9354 0.8815 0.9514 0.0 0.0 0.0410 0.0 nan 0.6344 0.8235 0.0028 0.5621 0.2316 0.0 0.3341 0.0 0.0 0.7208 0.0 0.0 0.0 0.0 0.0029 0.0 0.0 0.6895 0.0 0.3095 0.0311 0.0 nan 0.0 0.0959 0.0 0.0 0.8221 0.6921 0.8971 0.0 0.0 0.0375 0.0
0.7881 4.85 1940 0.7021 0.2092 0.2527 0.8090 nan 0.7774 0.9532 0.0037 0.6736 0.3401 0.0 0.3885 0.0 0.0 0.9207 0.0 0.0 0.0 0.0 0.0027 0.0 0.0 0.9142 0.0 0.4270 0.0378 0.0 nan 0.0 0.0945 0.0 0.0 0.9420 0.8686 0.9567 0.0 0.0 0.0392 0.0 nan 0.6358 0.8253 0.0037 0.5689 0.2356 0.0 0.3289 0.0 0.0 0.7279 0.0 0.0 0.0 0.0 0.0027 0.0 0.0 0.6870 0.0 0.3093 0.0376 0.0 nan 0.0 0.0911 0.0 0.0 0.8173 0.6998 0.8963 0.0 0.0 0.0361 0.0
0.7483 4.9 1960 0.7025 0.2097 0.2535 0.8094 nan 0.7800 0.9566 0.0021 0.6758 0.3336 0.0 0.3785 0.0 0.0 0.9281 0.0 0.0 0.0 0.0 0.0044 0.0 0.0 0.8957 0.0 0.4540 0.0452 0.0 nan 0.0 0.0954 0.0 0.0 0.9421 0.8763 0.9524 0.0 0.0 0.0442 0.0 nan 0.6352 0.8238 0.0021 0.5734 0.2339 0.0 0.3244 0.0 0.0 0.7202 0.0 0.0 0.0 0.0 0.0044 0.0 0.0 0.6983 0.0 0.3160 0.0448 0.0 nan 0.0 0.0923 0.0 0.0 0.8169 0.6967 0.8980 0.0 0.0 0.0403 0.0
0.5895 4.95 1980 0.7158 0.2087 0.2500 0.8087 nan 0.7581 0.9656 0.0014 0.6792 0.3140 0.0 0.3730 0.0 0.0 0.9158 0.0 0.0 0.0 0.0 0.0037 0.0 0.0 0.9072 0.0 0.4107 0.0384 0.0 nan 0.0 0.0908 0.0 0.0 0.9455 0.8569 0.9461 0.0 0.0 0.0427 0.0 nan 0.6370 0.8174 0.0014 0.5700 0.2286 0.0 0.3173 0.0 0.0 0.7346 0.0 0.0 0.0 0.0 0.0037 0.0 0.0 0.6900 0.0 0.3047 0.0382 0.0 nan 0.0 0.0880 0.0 0.0 0.8129 0.7060 0.8969 0.0 0.0 0.0394 0.0
0.5002 5.0 2000 0.6971 0.2096 0.2531 0.8097 nan 0.7927 0.9520 0.0024 0.6788 0.3430 0.0 0.3808 0.0 0.0 0.9184 0.0 0.0 0.0 0.0 0.0039 0.0 0.0 0.9263 0.0 0.4191 0.0338 0.0 nan 0.0 0.0998 0.0 0.0 0.9282 0.8789 0.9561 0.0 0.0 0.0395 0.0 nan 0.6336 0.8266 0.0024 0.5771 0.2395 0.0 0.3258 0.0 0.0 0.7300 0.0 0.0 0.0 0.0 0.0039 0.0 0.0 0.6806 0.0 0.3090 0.0336 0.0 nan 0.0 0.0956 0.0 0.0 0.8274 0.7002 0.8948 0.0 0.0 0.0364 0.0

Framework versions

  • Transformers 4.42.3
  • Pytorch 2.3.0+cu121
  • Datasets 2.20.0
  • Tokenizers 0.19.1
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