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segformer-b4-finetuned-segments-greenhousev7-oct-26

Image Segmentation
PyTorch
segformer
vision
Generated from Trainer
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segformer-b4-finetuned-segments-greenhousev7-oct-26 / README.md
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metadata
license: other
base_model: nvidia/mit-b4
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
metrics:
  - recall
model-index:
  - name: segformer-b4-finetuned-segments-greenhousev7-oct-26
    results: []

segformer-b4-finetuned-segments-greenhousev7-oct-26

This model is a fine-tuned version of nvidia/mit-b4 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1823
  • Mean Iou: 0.5933
  • Mean Accuracy: 0.7590
  • Overall Accuracy: 0.9611
  • F1 Score: 0.9591
  • Recall: 0.9611
  • Accuracy Unlabeled: nan
  • Accuracy Object: 0.8159
  • Accuracy Road: nan
  • Accuracy Plant: 0.9561
  • Accuracy Iron: 0.7609
  • Accuracy Wood: 0.2879
  • Accuracy Wall: 0.9822
  • Accuracy Raw Road: 0.9913
  • Accuracy Bottom Wall: 0.6150
  • Accuracy Roof: 0.8039
  • Accuracy Grass: 0.3579
  • Accuracy Mulch: 0.9268
  • Accuracy Person: nan
  • Accuracy Tomato: 0.8517
  • Iou Unlabeled: 0.0
  • Iou Object: 0.4932
  • Iou Road: nan
  • Iou Plant: 0.9034
  • Iou Iron: 0.6462
  • Iou Wood: 0.2833
  • Iou Wall: 0.8592
  • Iou Raw Road: 0.9823
  • Iou Bottom Wall: 0.5806
  • Iou Roof: 0.4691
  • Iou Grass: 0.3485
  • Iou Mulch: 0.8715
  • Iou Person: nan
  • Iou Tomato: 0.6818

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: 15

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy F1 Score Recall Accuracy Unlabeled Accuracy Object Accuracy Road Accuracy Plant Accuracy Iron Accuracy Wood Accuracy Wall Accuracy Raw Road Accuracy Bottom Wall Accuracy Roof Accuracy Grass Accuracy Mulch Accuracy Person Accuracy Tomato Iou Unlabeled Iou Object Iou Road Iou Plant Iou Iron Iou Wood Iou Wall Iou Raw Road Iou Bottom Wall Iou Roof Iou Grass Iou Mulch Iou Person Iou Tomato
0.3919 0.14 20 0.8512 0.2678 0.3096 0.8916 0.8896 0.8916 nan 0.0 nan 0.9658 0.0 0.0 0.6396 0.9534 0.0 0.0 0.0003 0.8465 nan 0.0 nan 0.0 nan 0.8156 0.0 0.0 0.5755 0.9332 0.0 0.0 0.0003 0.6210 nan 0.0
1.021 0.29 40 0.3175 0.3207 0.3613 0.9301 0.9280 0.9301 nan 0.0 nan 0.9629 0.0001 0.0 0.9502 0.9838 0.0660 0.1241 0.0 0.8872 nan 0.0 nan 0.0 nan 0.8625 0.0001 0.0 0.7112 0.9620 0.0647 0.1222 0.0 0.8056 nan 0.0
0.1762 0.43 60 0.2401 0.4089 0.4541 0.9419 0.9398 0.9419 nan 0.0 nan 0.9616 0.0988 0.0 0.9548 0.9870 0.4990 0.5960 0.0 0.8976 nan 0.0 nan 0.0 nan 0.8713 0.0960 0.0 0.8035 0.9710 0.4063 0.5231 0.0 0.8262 nan 0.0
0.1642 0.57 80 0.2492 0.3622 0.4078 0.9392 0.9371 0.9392 nan 0.0 nan 0.9635 0.2191 0.0 0.9445 0.9891 0.4933 0.0104 0.0 0.8662 nan 0.0 nan 0.0 nan 0.8727 0.2058 0.0 0.7502 0.9727 0.3484 0.0104 0.0 0.8241 nan 0.0
0.1159 0.71 100 0.2089 0.4297 0.4866 0.9429 0.9408 0.9429 nan 0.0 nan 0.9560 0.4492 0.0 0.8957 0.9902 0.4988 0.6567 0.0 0.9049 nan 0.0011 nan 0.0 nan 0.8810 0.3798 0.0 0.7430 0.9727 0.3817 0.5276 0.0 0.8395 nan 0.0011
0.2313 0.86 120 0.2007 0.4509 0.5179 0.9434 0.9413 0.9434 nan 0.0 nan 0.9513 0.4775 0.0 0.8149 0.9900 0.7215 0.7770 0.0 0.9151 nan 0.0491 nan 0.0 nan 0.8794 0.3991 0.0 0.7366 0.9724 0.4818 0.6019 0.0 0.8391 nan 0.0491
3.5075 1.0 140 0.2049 0.3788 0.4644 0.9397 0.9376 0.9397 nan 0.0 nan 0.9014 0.4312 0.0 0.8908 0.9857 0.7117 0.0846 0.0 0.9654 nan 0.1372 0.0 0.0 nan 0.8569 0.3873 0.0 0.7868 0.9755 0.5212 0.0843 0.0 0.7960 nan 0.1371
0.106 1.14 160 0.1944 0.4619 0.5221 0.9427 0.9406 0.9427 nan 0.0 nan 0.9809 0.5768 0.0 0.7839 0.9908 0.7474 0.5851 0.0 0.8568 nan 0.2212 nan 0.0 nan 0.8697 0.4694 0.0 0.7300 0.9768 0.4811 0.5086 0.0 0.8264 nan 0.2193
0.1276 1.29 180 0.1811 0.4781 0.5369 0.9488 0.9467 0.9488 nan 0.0 nan 0.9615 0.6833 0.0 0.8272 0.9916 0.7762 0.3022 0.0 0.9024 nan 0.4616 nan 0.0 nan 0.8874 0.5359 0.0 0.7658 0.9762 0.5236 0.2926 0.0 0.8481 nan 0.4290
0.1037 1.43 200 0.1851 0.5057 0.6343 0.9468 0.9447 0.9468 nan 0.0794 nan 0.9369 0.4941 0.0352 0.8275 0.9923 0.8193 0.9250 0.0 0.9177 nan 0.9495 nan 0.0791 nan 0.8820 0.4246 0.0352 0.7630 0.9734 0.5419 0.5715 0.0 0.8514 nan 0.4407
0.2826 1.57 220 0.1876 0.5088 0.5653 0.9517 0.9496 0.9517 nan 0.0553 nan 0.9769 0.7308 0.0 0.9475 0.9889 0.5985 0.6404 0.0 0.8844 nan 0.3958 nan 0.0552 nan 0.8809 0.5404 0.0 0.8383 0.9785 0.5504 0.5386 0.0 0.8420 nan 0.3720
0.2261 1.71 240 0.1819 0.5037 0.5564 0.9527 0.9506 0.9527 nan 0.0561 nan 0.9577 0.6404 0.0 0.9608 0.9907 0.6123 0.6219 0.0 0.9156 nan 0.3652 nan 0.0561 nan 0.8863 0.5084 0.0 0.8400 0.9780 0.5274 0.5412 0.0 0.8543 nan 0.3494
0.1437 1.86 260 0.1843 0.4546 0.6228 0.9503 0.9482 0.9503 nan 0.1214 nan 0.9420 0.5937 0.0 0.9169 0.9875 0.6180 0.9442 0.0 0.9452 nan 0.7814 0.0 0.1205 nan 0.8839 0.4872 0.0 0.8053 0.9789 0.5055 0.2275 0.0 0.8487 nan 0.5980
0.1129 2.0 280 0.1931 0.5141 0.6361 0.9544 0.9523 0.9544 nan 0.4238 nan 0.9657 0.7673 0.0 0.9743 0.9910 0.5719 0.5825 0.0 0.8929 nan 0.8282 0.0 0.4033 nan 0.8870 0.5661 0.0 0.8469 0.9788 0.5397 0.4835 0.0 0.8536 nan 0.6100
0.123 2.14 300 0.2105 0.5034 0.6691 0.9531 0.9510 0.9531 nan 0.6047 nan 0.9660 0.5893 0.0 0.9849 0.9910 0.5402 0.9782 0.0 0.8894 nan 0.8162 0.0 0.3887 nan 0.8881 0.4967 0.0 0.8231 0.9793 0.5147 0.4599 0.0 0.8514 nan 0.6384
0.1713 2.29 320 0.1888 0.4682 0.5890 0.9524 0.9503 0.9524 nan 0.5727 nan 0.9680 0.5506 0.0 0.9447 0.9914 0.6693 0.0073 0.0 0.8810 nan 0.8938 0.0 0.4185 nan 0.8856 0.4760 0.0 0.8249 0.9784 0.5608 0.0073 0.0 0.8471 nan 0.6206
0.0824 2.43 340 0.1729 0.5427 0.6860 0.9558 0.9537 0.9558 nan 0.7853 nan 0.9664 0.7321 0.0 0.9399 0.9903 0.6718 0.7127 0.0 0.9011 nan 0.8463 0.0 0.5521 nan 0.8902 0.5405 0.0 0.8484 0.9795 0.6019 0.5753 0.0 0.8562 nan 0.6688
0.0758 2.57 360 0.2078 0.4782 0.6374 0.9538 0.9517 0.9538 nan 0.9375 nan 0.9594 0.7613 0.0 0.9833 0.9873 0.5414 0.6526 0.0 0.9190 nan 0.2692 0.0 0.2840 nan 0.8906 0.5755 0.0 0.8445 0.9803 0.5263 0.5096 0.0 0.8605 nan 0.2672
0.1246 2.71 380 0.1862 0.5093 0.6859 0.9516 0.9495 0.9516 nan 0.9242 nan 0.9641 0.6229 0.0 0.8730 0.9882 0.7963 0.6234 0.0 0.8952 nan 0.8578 0.0 0.4199 nan 0.8910 0.4908 0.0 0.8010 0.9795 0.5309 0.4913 0.0 0.8555 nan 0.6523
0.1101 2.86 400 0.1633 0.5213 0.7274 0.9552 0.9531 0.9552 nan 0.9319 nan 0.9412 0.8182 0.0060 0.9633 0.9915 0.5912 0.9311 0.0014 0.9274 nan 0.8980 0.0 0.4085 nan 0.8892 0.6059 0.0060 0.8501 0.9792 0.5611 0.4935 0.0014 0.8614 nan 0.5990
0.1225 3.0 420 0.1639 0.5378 0.7035 0.9563 0.9542 0.9563 nan 0.8218 nan 0.9523 0.7030 0.0014 0.9795 0.9909 0.6144 0.8501 0.0 0.9184 nan 0.9069 0.0 0.4882 nan 0.8929 0.5696 0.0014 0.8523 0.9803 0.5673 0.6308 0.0 0.8594 nan 0.6111
0.0906 3.14 440 0.1706 0.5183 0.7215 0.9549 0.9528 0.9549 nan 0.8877 nan 0.9363 0.7438 0.0014 0.9740 0.9913 0.5882 0.9839 0.0 0.9358 nan 0.8938 0.0 0.4573 nan 0.8861 0.5982 0.0014 0.8458 0.9810 0.5565 0.4060 0.0 0.8556 nan 0.6318
0.0952 3.29 460 0.1826 0.5112 0.6749 0.9544 0.9522 0.9544 nan 0.8409 nan 0.9385 0.7830 0.0 0.9701 0.9909 0.6085 0.9470 0.0 0.9360 nan 0.4092 0.0 0.4290 nan 0.8850 0.6032 0.0 0.8490 0.9801 0.5621 0.5697 0.0 0.8542 nan 0.4016
0.0594 3.43 480 0.1900 0.4863 0.6199 0.9546 0.9524 0.9546 nan 0.7660 nan 0.9613 0.8442 0.0 0.9777 0.9910 0.5615 0.7162 0.0 0.9066 nan 0.0939 0.0 0.4172 nan 0.8886 0.5902 0.0 0.8520 0.9798 0.5312 0.6240 0.0 0.8595 nan 0.0937
0.0918 3.57 500 0.1653 0.5210 0.6713 0.9561 0.9542 0.9561 nan 0.8898 nan 0.9564 0.7377 0.0 0.9010 0.9910 0.7984 0.4567 0.0000 0.9158 nan 0.7380 0.0 0.3875 nan 0.8936 0.5811 0.0 0.8392 0.9800 0.6185 0.4351 0.0000 0.8655 nan 0.6519
0.0604 3.71 520 0.1698 0.5524 0.7169 0.9564 0.9543 0.9564 nan 0.8741 nan 0.9476 0.6950 0.3069 0.9769 0.9908 0.6172 0.6485 0.0001 0.9270 nan 0.9023 0.0 0.4080 nan 0.8910 0.5800 0.3047 0.8565 0.9800 0.5758 0.5918 0.0001 0.8652 nan 0.5756
0.0909 3.86 540 0.1732 0.5031 0.6576 0.9546 0.9525 0.9546 nan 0.8069 nan 0.9533 0.6488 0.2151 0.9246 0.9886 0.7118 0.1426 0.0 0.9249 nan 0.9175 0.0 0.4372 nan 0.8914 0.5364 0.2141 0.8287 0.9802 0.5541 0.1417 0.0 0.8646 nan 0.5889
0.0748 4.0 560 0.1730 0.5599 0.6850 0.9571 0.9550 0.9571 nan 0.7272 nan 0.9644 0.6820 0.2626 0.9813 0.9901 0.5949 0.5943 0.0 0.9126 nan 0.8255 0.0 0.5413 nan 0.8927 0.5673 0.2613 0.8510 0.9810 0.5519 0.5471 0.0 0.8640 nan 0.6612
0.7684 4.14 580 0.1705 0.5546 0.7184 0.9568 0.9547 0.9568 nan 0.7328 nan 0.9677 0.8193 0.1112 0.9707 0.9913 0.6072 0.9380 0.0029 0.8935 nan 0.8683 0.0 0.5036 nan 0.8936 0.6207 0.0952 0.8547 0.9802 0.5635 0.6085 0.0029 0.8581 nan 0.6745
0.0494 4.29 600 0.1807 0.5683 0.7639 0.9581 0.9560 0.9581 nan 0.8907 nan 0.9411 0.8267 0.0427 0.9673 0.9885 0.6236 0.9300 0.4457 0.9397 nan 0.8074 0.0 0.4168 nan 0.8995 0.6120 0.0308 0.8539 0.9799 0.5696 0.4982 0.4400 0.8611 nan 0.6582
0.0705 4.43 620 0.1879 0.5495 0.7388 0.9565 0.9544 0.9565 nan 0.8648 nan 0.9438 0.7232 0.1360 0.9844 0.9869 0.6055 0.9536 0.1718 0.9422 nan 0.8147 0.0 0.4316 nan 0.8950 0.5759 0.0851 0.8470 0.9799 0.5661 0.5223 0.1698 0.8618 nan 0.6595
0.1133 4.57 640 0.1700 0.5588 0.7297 0.9561 0.9540 0.9561 nan 0.8263 nan 0.9462 0.5719 0.3469 0.9798 0.9906 0.6122 0.9715 0.0289 0.9340 nan 0.8187 0.0 0.4410 nan 0.8910 0.5208 0.3418 0.8487 0.9790 0.5704 0.5601 0.0287 0.8642 nan 0.6597
0.0929 4.71 660 0.1758 0.5420 0.7064 0.9561 0.9542 0.9561 nan 0.9229 nan 0.9572 0.6571 0.2301 0.9875 0.9915 0.6017 0.6024 0.0273 0.9049 nan 0.8883 0.0 0.4031 nan 0.8916 0.5650 0.2295 0.8517 0.9802 0.5704 0.5582 0.0271 0.8642 nan 0.5625
0.0759 4.86 680 0.1746 0.5507 0.7190 0.9562 0.9542 0.9562 nan 0.8672 nan 0.9431 0.6978 0.1615 0.9772 0.9888 0.6158 0.7926 0.0097 0.9407 nan 0.9151 0.0 0.4794 nan 0.8892 0.5714 0.1612 0.8567 0.9806 0.5663 0.6825 0.0096 0.8654 nan 0.5459
0.0691 5.0 700 0.1819 0.5569 0.7309 0.9563 0.9542 0.9563 nan 0.8427 nan 0.9451 0.7247 0.2028 0.9751 0.9898 0.5957 0.9014 0.0063 0.9358 nan 0.9210 0.0 0.4927 nan 0.8897 0.5910 0.2023 0.8545 0.9800 0.5650 0.6963 0.0063 0.8650 nan 0.5401
0.2117 5.14 720 0.1836 0.5577 0.7358 0.9560 0.9541 0.9560 nan 0.8783 nan 0.9417 0.7072 0.2352 0.9810 0.9903 0.6046 0.9603 0.0100 0.9349 nan 0.8502 0.0 0.4193 nan 0.8894 0.6013 0.2333 0.8525 0.9801 0.5659 0.6217 0.0100 0.8617 nan 0.6568
0.0782 5.29 740 0.1796 0.5423 0.7466 0.9564 0.9546 0.9564 nan 0.9102 nan 0.9527 0.7585 0.2166 0.9631 0.9917 0.6055 0.9810 0.0128 0.9164 nan 0.9039 0.0 0.3864 nan 0.8938 0.5970 0.2148 0.8504 0.9802 0.5690 0.5235 0.0127 0.8658 nan 0.6136
0.0861 5.43 760 0.1930 0.5482 0.7161 0.9574 0.9555 0.9574 nan 0.8984 nan 0.9535 0.7075 0.0576 0.9854 0.9895 0.6196 0.8142 0.0143 0.9253 nan 0.9121 0.0 0.4149 nan 0.8936 0.5937 0.0576 0.8588 0.9817 0.5759 0.7075 0.0143 0.8668 nan 0.6138
0.0924 5.57 780 0.1630 0.5384 0.7310 0.9571 0.9551 0.9571 nan 0.8024 nan 0.9496 0.7192 0.1818 0.9642 0.9916 0.6365 0.9409 0.0140 0.9261 nan 0.9145 0.0 0.4536 nan 0.8929 0.6026 0.1813 0.8528 0.9807 0.5795 0.4029 0.0140 0.8664 nan 0.6346
0.0974 5.71 800 0.1629 0.5197 0.7423 0.9556 0.9536 0.9556 nan 0.8012 nan 0.9570 0.7377 0.1950 0.8993 0.9888 0.7564 0.9704 0.0192 0.9209 nan 0.9191 0.0 0.4069 nan 0.8939 0.6008 0.1934 0.8269 0.9808 0.6093 0.2249 0.0191 0.8645 nan 0.6159
0.067 5.86 820 0.1706 0.5545 0.7182 0.9570 0.9550 0.9570 nan 0.7975 nan 0.9492 0.7066 0.2744 0.9739 0.9897 0.6084 0.7291 0.0125 0.9350 nan 0.9242 0.0 0.4655 nan 0.8931 0.5965 0.2722 0.8568 0.9802 0.5658 0.5047 0.0118 0.8665 nan 0.6403
0.0847 6.0 840 0.1759 0.5474 0.6879 0.9575 0.9554 0.9575 nan 0.7776 nan 0.9587 0.6721 0.2957 0.9856 0.9909 0.6148 0.4049 0.0127 0.9152 nan 0.9390 0.0 0.5000 nan 0.8946 0.5837 0.2900 0.8544 0.9803 0.5703 0.3932 0.0123 0.8673 nan 0.6225
0.0807 6.14 860 0.1802 0.5240 0.6677 0.9559 0.9538 0.9559 nan 0.7847 nan 0.9642 0.6701 0.1578 0.9933 0.9903 0.5905 0.3216 0.0272 0.8969 nan 0.9481 0.0 0.4992 nan 0.8916 0.5731 0.1576 0.8403 0.9805 0.5507 0.3164 0.0263 0.8613 nan 0.5914
0.0814 6.29 880 0.1617 0.5700 0.7435 0.9589 0.9569 0.9589 nan 0.7495 nan 0.9466 0.8018 0.1879 0.9725 0.9909 0.6070 0.8622 0.2359 0.9362 nan 0.8884 0.0 0.5156 nan 0.8987 0.6397 0.1875 0.8539 0.9805 0.5663 0.4289 0.2278 0.8680 nan 0.6730
0.0508 6.43 900 0.1845 0.5677 0.7530 0.9590 0.9570 0.9590 nan 0.8164 nan 0.9514 0.8060 0.1253 0.9689 0.9886 0.6098 0.9409 0.3473 0.9358 nan 0.7927 0.0 0.4766 nan 0.9002 0.6336 0.1250 0.8536 0.9807 0.5727 0.4106 0.3116 0.8668 nan 0.6815
0.0657 6.57 920 0.1953 0.5850 0.7461 0.9590 0.9569 0.9590 nan 0.8159 nan 0.9628 0.7618 0.1288 0.9859 0.9881 0.6039 0.9399 0.3262 0.9164 nan 0.7773 0.0 0.4774 nan 0.9001 0.6115 0.1286 0.8552 0.9806 0.5680 0.6694 0.2861 0.8670 nan 0.6763
0.049 6.71 940 0.1799 0.5921 0.7551 0.9597 0.9577 0.9597 nan 0.8352 nan 0.9558 0.7660 0.1436 0.9780 0.9879 0.6142 0.9437 0.3808 0.9329 nan 0.7684 0.0 0.5134 nan 0.9022 0.6237 0.1433 0.8570 0.9806 0.5701 0.6352 0.3385 0.8681 nan 0.6734
0.0519 6.86 960 0.1878 0.5871 0.7469 0.9598 0.9577 0.9598 nan 0.8714 nan 0.9583 0.7763 0.1063 0.9846 0.9918 0.6032 0.8894 0.2739 0.9148 nan 0.8453 0.0 0.4960 nan 0.9011 0.6286 0.1062 0.8574 0.9811 0.5656 0.6964 0.2736 0.8688 nan 0.6704
0.0704 7.0 980 0.1861 0.5746 0.7299 0.9592 0.9573 0.9592 nan 0.8812 nan 0.9511 0.7860 0.1569 0.9862 0.9899 0.5891 0.6868 0.2110 0.9339 nan 0.8565 0.0 0.4457 nan 0.8999 0.6382 0.1564 0.8576 0.9813 0.5609 0.6231 0.2109 0.8693 nan 0.6516
0.0437 7.14 1000 0.1828 0.5732 0.7427 0.9595 0.9576 0.9595 nan 0.8600 nan 0.9601 0.7820 0.0764 0.9791 0.9901 0.6141 0.8654 0.2428 0.9181 nan 0.8812 0.0 0.4499 nan 0.9016 0.6244 0.0763 0.8593 0.9814 0.5682 0.6592 0.2427 0.8690 nan 0.6467
0.071 7.29 1020 0.1875 0.5814 0.7466 0.9595 0.9575 0.9595 nan 0.8536 nan 0.9521 0.7731 0.1509 0.9861 0.9913 0.5963 0.8847 0.2254 0.9275 nan 0.8716 0.0 0.4816 nan 0.9012 0.6311 0.1507 0.8568 0.9809 0.5605 0.6576 0.2253 0.8695 nan 0.6612
0.0789 7.43 1040 0.1898 0.5705 0.7479 0.9590 0.9569 0.9590 nan 0.8200 nan 0.9649 0.6972 0.1783 0.9745 0.9914 0.6105 0.9514 0.2731 0.9060 nan 0.8599 0.0 0.4824 nan 0.9000 0.6008 0.1781 0.8521 0.9811 0.5668 0.4829 0.2720 0.8641 nan 0.6660
0.1251 7.57 1060 0.1796 0.5664 0.7606 0.9598 0.9578 0.9598 nan 0.8186 nan 0.9566 0.7743 0.1460 0.9693 0.9904 0.6042 0.9639 0.3588 0.9263 nan 0.8581 0.0 0.4751 nan 0.9034 0.6348 0.1459 0.8494 0.9815 0.5716 0.3418 0.3450 0.8681 nan 0.6802
0.0817 7.71 1080 0.1840 0.5830 0.7742 0.9593 0.9575 0.9593 nan 0.7605 nan 0.9651 0.7064 0.4122 0.9694 0.9882 0.6112 0.9660 0.3217 0.9198 nan 0.8953 0.0 0.4961 nan 0.9020 0.6102 0.3982 0.8501 0.9809 0.5747 0.3400 0.3058 0.8679 nan 0.6706
0.0586 7.86 1100 0.1874 0.5800 0.7601 0.9583 0.9564 0.9583 nan 0.8447 nan 0.9496 0.7391 0.4411 0.9828 0.9913 0.5953 0.9125 0.0653 0.9302 nan 0.9093 0.0 0.4932 nan 0.8953 0.6275 0.4214 0.8558 0.9809 0.5723 0.5464 0.0629 0.8694 nan 0.6349
0.0854 8.0 1120 0.1803 0.5727 0.7450 0.9583 0.9565 0.9583 nan 0.8502 nan 0.9582 0.7473 0.3024 0.9703 0.9896 0.6119 0.8652 0.0713 0.9250 nan 0.9041 0.0 0.5054 nan 0.8974 0.6051 0.2955 0.8542 0.9808 0.5757 0.5663 0.0683 0.8697 nan 0.6537
0.0725 8.14 1140 0.1899 0.5671 0.7707 0.9581 0.9562 0.9581 nan 0.8786 nan 0.9563 0.7415 0.4362 0.9756 0.9911 0.6033 0.9661 0.1274 0.9167 nan 0.8846 0.0 0.4567 nan 0.8969 0.6204 0.4133 0.8498 0.9809 0.5701 0.3880 0.1262 0.8681 nan 0.6353
0.0956 8.29 1160 0.1764 0.5887 0.7281 0.9587 0.9567 0.9587 nan 0.7778 nan 0.9437 0.6547 0.3939 0.9817 0.9915 0.6281 0.5035 0.2791 0.9361 nan 0.9191 0.0 0.5296 nan 0.8977 0.5789 0.3794 0.8567 0.9802 0.5736 0.4810 0.2581 0.8668 nan 0.6629
0.1054 8.43 1180 0.1840 0.5642 0.7060 0.9590 0.9570 0.9590 nan 0.7370 nan 0.9578 0.7107 0.3329 0.9881 0.9895 0.6124 0.3338 0.2236 0.9223 nan 0.9577 0.0 0.5277 nan 0.8993 0.6123 0.3233 0.8561 0.9809 0.5737 0.3277 0.2023 0.8697 nan 0.5969
0.0467 8.57 1200 0.1728 0.5865 0.7681 0.9599 0.9580 0.9599 nan 0.7316 nan 0.9580 0.7210 0.3029 0.9747 0.9901 0.6167 0.9358 0.3588 0.9238 nan 0.9351 0.0 0.5217 nan 0.9024 0.6140 0.2957 0.8561 0.9811 0.5781 0.4443 0.3270 0.8692 nan 0.6487
0.0426 8.71 1220 0.1768 0.5819 0.7615 0.9601 0.9581 0.9601 nan 0.8435 nan 0.9550 0.7707 0.2703 0.9775 0.9915 0.6040 0.9154 0.3006 0.9254 nan 0.8227 0.0 0.4826 nan 0.9021 0.6397 0.2647 0.8574 0.9814 0.5779 0.4396 0.2821 0.8694 nan 0.6857
0.0507 8.86 1240 0.1804 0.5613 0.7269 0.9592 0.9573 0.9592 nan 0.8661 nan 0.9582 0.7597 0.1631 0.9826 0.9905 0.6046 0.7996 0.1813 0.9225 nan 0.7681 0.0 0.4358 nan 0.8993 0.6317 0.1623 0.8591 0.9817 0.5767 0.4781 0.1709 0.8692 nan 0.6704
0.0525 9.0 1260 0.1843 0.5561 0.7234 0.9589 0.9571 0.9589 nan 0.8798 nan 0.9542 0.7502 0.1002 0.9863 0.9895 0.6066 0.6838 0.2257 0.9272 nan 0.8542 0.0 0.4335 nan 0.8992 0.6273 0.1000 0.8569 0.9816 0.5748 0.4488 0.2121 0.8676 nan 0.6714
0.0482 9.14 1280 0.1756 0.5779 0.7648 0.9598 0.9578 0.9598 nan 0.8514 nan 0.9637 0.7878 0.2066 0.9678 0.9907 0.6209 0.9520 0.2509 0.9131 nan 0.9083 0.0 0.5024 nan 0.9010 0.6373 0.2045 0.8562 0.9820 0.5820 0.4967 0.2381 0.8674 nan 0.6671
0.0524 9.29 1300 0.1865 0.5812 0.7667 0.9591 0.9571 0.9591 nan 0.8457 nan 0.9489 0.7639 0.2684 0.9851 0.9898 0.6044 0.9234 0.2303 0.9334 nan 0.9402 0.0 0.5181 nan 0.8986 0.6451 0.2638 0.8554 0.9813 0.5764 0.5242 0.2134 0.8673 nan 0.6311
0.149 9.43 1320 0.1858 0.5819 0.7555 0.9589 0.9569 0.9589 nan 0.8434 nan 0.9518 0.7354 0.2613 0.9847 0.9895 0.6152 0.8559 0.1959 0.9303 nan 0.9472 0.0 0.5295 nan 0.8989 0.6292 0.2563 0.8577 0.9806 0.5747 0.5887 0.1802 0.8688 nan 0.6179
0.0772 9.57 1340 0.1848 0.5766 0.7368 0.9588 0.9567 0.9588 nan 0.8409 nan 0.9522 0.7536 0.2168 0.9840 0.9895 0.5998 0.7480 0.1442 0.9325 nan 0.9433 0.0 0.5360 nan 0.8975 0.6282 0.2142 0.8597 0.9807 0.5727 0.5997 0.1336 0.8683 nan 0.6289
0.1237 9.71 1360 0.1818 0.5787 0.7199 0.9592 0.9572 0.9592 nan 0.7914 nan 0.9550 0.7529 0.1339 0.9849 0.9896 0.6091 0.7507 0.1549 0.9315 nan 0.8655 0.0 0.5584 nan 0.8981 0.6237 0.1329 0.8610 0.9810 0.5740 0.6194 0.1413 0.8699 nan 0.6851
0.0799 9.86 1380 0.1779 0.5663 0.7494 0.9589 0.9570 0.9589 nan 0.8170 nan 0.9529 0.7048 0.2440 0.9756 0.9905 0.6042 0.9740 0.1775 0.9333 nan 0.8697 0.0 0.5543 nan 0.8986 0.6082 0.2414 0.8527 0.9809 0.5727 0.3658 0.1664 0.8701 nan 0.6843
0.0434 10.0 1400 0.1877 0.5609 0.7405 0.9591 0.9571 0.9591 nan 0.8648 nan 0.9575 0.7026 0.2193 0.9805 0.9905 0.6085 0.8696 0.1381 0.9252 nan 0.8883 0.0 0.4929 nan 0.8981 0.6080 0.2176 0.8571 0.9817 0.5753 0.4498 0.1326 0.8704 nan 0.6473
0.1458 10.14 1420 0.1857 0.5643 0.7386 0.9590 0.9570 0.9590 nan 0.8800 nan 0.9563 0.7689 0.2224 0.9826 0.9910 0.6160 0.6872 0.2180 0.9163 nan 0.8864 0.0 0.4526 nan 0.8977 0.6429 0.2194 0.8566 0.9816 0.5772 0.4310 0.2108 0.8677 nan 0.6341
0.0835 10.29 1440 0.1860 0.5635 0.7467 0.9592 0.9573 0.9592 nan 0.8889 nan 0.9559 0.7823 0.2225 0.9788 0.9896 0.6117 0.7888 0.1913 0.9267 nan 0.8770 0.0 0.4282 nan 0.8995 0.6528 0.2200 0.8567 0.9819 0.5750 0.4440 0.1823 0.8696 nan 0.6516
0.0348 10.43 1460 0.1835 0.5622 0.7553 0.9587 0.9567 0.9587 nan 0.8707 nan 0.9471 0.7728 0.2442 0.9718 0.9904 0.6180 0.9661 0.1837 0.9374 nan 0.8057 0.0 0.4341 nan 0.8973 0.6464 0.2418 0.8547 0.9815 0.5775 0.3981 0.1758 0.8682 nan 0.6707
0.0587 10.57 1480 0.1857 0.5611 0.7430 0.9593 0.9574 0.9593 nan 0.8592 nan 0.9600 0.7759 0.1888 0.9806 0.9906 0.6066 0.9323 0.1762 0.9187 nan 0.7837 0.0 0.4314 nan 0.8999 0.6462 0.1872 0.8562 0.9817 0.5736 0.4468 0.1692 0.8702 nan 0.6708
0.2083 10.71 1500 0.1846 0.5633 0.7254 0.9591 0.9572 0.9591 nan 0.8475 nan 0.9589 0.7386 0.1828 0.9857 0.9914 0.6088 0.7032 0.1426 0.9164 nan 0.9034 0.0 0.4868 nan 0.8984 0.6268 0.1811 0.8584 0.9817 0.5736 0.4981 0.1382 0.8690 nan 0.6479
0.0466 10.86 1520 0.1797 0.5694 0.7420 0.9597 0.9578 0.9597 nan 0.7685 nan 0.9479 0.7917 0.1468 0.9781 0.9895 0.6101 0.7047 0.3646 0.9380 nan 0.9217 0.0 0.4790 nan 0.9005 0.6370 0.1459 0.8587 0.9815 0.5738 0.4089 0.3420 0.8687 nan 0.6372
0.1889 11.0 1540 0.1764 0.5726 0.7324 0.9597 0.9578 0.9597 nan 0.7701 nan 0.9468 0.7214 0.1766 0.9834 0.9909 0.6194 0.6590 0.3463 0.9365 nan 0.9062 0.0 0.4912 nan 0.9004 0.6123 0.1753 0.8600 0.9811 0.5760 0.4290 0.3272 0.8703 nan 0.6484
0.0649 11.14 1560 0.1792 0.5655 0.7405 0.9596 0.9576 0.9596 nan 0.8285 nan 0.9568 0.7228 0.1897 0.9821 0.9907 0.6173 0.7359 0.2775 0.9211 nan 0.9232 0.0 0.4651 nan 0.8999 0.6170 0.1880 0.8599 0.9815 0.5776 0.4384 0.2662 0.8701 nan 0.6227
0.0388 11.29 1580 0.1871 0.5660 0.7436 0.9594 0.9574 0.9594 nan 0.8500 nan 0.9511 0.7583 0.2178 0.9848 0.9906 0.6075 0.6976 0.2654 0.9282 nan 0.9279 0.0 0.4619 nan 0.8988 0.6381 0.2151 0.8577 0.9816 0.5778 0.4265 0.2533 0.8700 nan 0.6109
0.0533 11.43 1600 0.1828 0.5703 0.7211 0.9603 0.9583 0.9603 nan 0.7674 nan 0.9584 0.7453 0.1443 0.9813 0.9899 0.6201 0.7108 0.2381 0.9300 nan 0.8464 0.0 0.5568 nan 0.9018 0.6295 0.1432 0.8589 0.9816 0.5818 0.4002 0.2302 0.8710 nan 0.6888
0.0544 11.57 1620 0.1872 0.6013 0.7436 0.9620 0.9600 0.9620 nan 0.7266 nan 0.9587 0.7537 0.2303 0.9836 0.9914 0.6102 0.6308 0.5666 0.9237 nan 0.8038 0.0 0.5639 nan 0.9076 0.6374 0.2272 0.8581 0.9814 0.5790 0.3692 0.5356 0.8712 nan 0.6855
0.0523 11.71 1640 0.1836 0.5994 0.7651 0.9612 0.9592 0.9612 nan 0.7347 nan 0.9507 0.7564 0.2262 0.9764 0.9894 0.6092 0.8867 0.5469 0.9422 nan 0.7970 0.0 0.5708 nan 0.9051 0.6359 0.2237 0.8565 0.9814 0.5791 0.3725 0.5159 0.8681 nan 0.6831
0.0522 11.86 1660 0.1807 0.5896 0.7508 0.9612 0.9593 0.9612 nan 0.7361 nan 0.9602 0.7365 0.1952 0.9742 0.9908 0.6220 0.8568 0.4598 0.9245 nan 0.8022 0.0 0.5691 nan 0.9055 0.6222 0.1933 0.8572 0.9814 0.5822 0.3772 0.4328 0.8712 nan 0.6834
0.0602 12.0 1680 0.1782 0.5894 0.7553 0.9610 0.9590 0.9610 nan 0.8115 nan 0.9550 0.7253 0.2535 0.9804 0.9917 0.6138 0.7524 0.4233 0.9264 nan 0.8750 0.0 0.5055 nan 0.9043 0.6193 0.2504 0.8590 0.9814 0.5808 0.4176 0.4055 0.8708 nan 0.6777
0.0722 12.14 1700 0.1807 0.5814 0.7573 0.9602 0.9583 0.9602 nan 0.8423 nan 0.9520 0.7093 0.2646 0.9818 0.9909 0.6063 0.7808 0.3908 0.9311 nan 0.8802 0.0 0.4571 nan 0.9026 0.6132 0.2612 0.8564 0.9817 0.5762 0.4199 0.3772 0.8696 nan 0.6615
0.0606 12.29 1720 0.1823 0.5879 0.7498 0.9608 0.9590 0.9608 nan 0.8095 nan 0.9585 0.7128 0.2196 0.9819 0.9910 0.6115 0.7682 0.4418 0.9231 nan 0.8301 0.0 0.4961 nan 0.9051 0.6135 0.2171 0.8568 0.9814 0.5770 0.4319 0.4201 0.8703 nan 0.6848
0.1386 12.43 1740 0.1820 0.5827 0.7395 0.9605 0.9586 0.9605 nan 0.8065 nan 0.9518 0.7205 0.1929 0.9826 0.9910 0.6160 0.7307 0.3965 0.9327 nan 0.8133 0.0 0.4996 nan 0.9032 0.6174 0.1914 0.8574 0.9814 0.5775 0.4320 0.3795 0.8704 nan 0.6825
0.0359 12.57 1760 0.1891 0.5903 0.7458 0.9610 0.9591 0.9610 nan 0.8077 nan 0.9581 0.7809 0.2568 0.9840 0.9901 0.6118 0.6272 0.4050 0.9255 nan 0.8562 0.0 0.5045 nan 0.9041 0.6521 0.2531 0.8580 0.9820 0.5759 0.4101 0.3849 0.8711 nan 0.6872
0.0598 12.71 1780 0.1834 0.5970 0.7584 0.9612 0.9593 0.9612 nan 0.8082 nan 0.9524 0.7599 0.2837 0.9822 0.9908 0.6199 0.6717 0.4463 0.9315 nan 0.8956 0.0 0.5250 nan 0.9039 0.6445 0.2789 0.8585 0.9820 0.5795 0.4187 0.4266 0.8714 nan 0.6752
0.0512 12.86 1800 0.1843 0.6032 0.7669 0.9616 0.9598 0.9616 nan 0.8109 nan 0.9525 0.8014 0.2788 0.9847 0.9909 0.6059 0.6397 0.5401 0.9290 nan 0.9023 0.0 0.5178 nan 0.9057 0.6598 0.2740 0.8579 0.9820 0.5757 0.4056 0.5168 0.8712 nan 0.6714
0.0417 13.0 1820 0.1853 0.6007 0.7811 0.9615 0.9596 0.9615 nan 0.8123 nan 0.9581 0.7957 0.2825 0.9804 0.9900 0.6091 0.8433 0.4950 0.9246 nan 0.9014 0.0 0.5128 nan 0.9058 0.6582 0.2780 0.8569 0.9822 0.5758 0.4231 0.4739 0.8714 nan 0.6704
0.1378 13.14 1840 0.1853 0.6002 0.7793 0.9616 0.9598 0.9616 nan 0.8164 nan 0.9546 0.8065 0.2741 0.9799 0.9906 0.6049 0.8451 0.4886 0.9297 nan 0.8813 0.0 0.5203 nan 0.9061 0.6612 0.2704 0.8569 0.9822 0.5758 0.4081 0.4707 0.8720 nan 0.6790
0.0334 13.29 1860 0.1840 0.5999 0.7746 0.9614 0.9595 0.9614 nan 0.8372 nan 0.9596 0.7868 0.2938 0.9804 0.9903 0.6128 0.7960 0.4606 0.9223 nan 0.8812 0.0 0.4980 nan 0.9053 0.6554 0.2888 0.8593 0.9822 0.5782 0.4471 0.4401 0.8712 nan 0.6727
0.0532 13.43 1880 0.1838 0.6013 0.7663 0.9615 0.9595 0.9615 nan 0.8253 nan 0.9542 0.7623 0.2952 0.9833 0.9910 0.6157 0.7383 0.4589 0.9290 nan 0.8756 0.0 0.5012 nan 0.9046 0.6461 0.2903 0.8598 0.9822 0.5790 0.4622 0.4428 0.8716 nan 0.6763
0.0488 13.57 1900 0.1786 0.6017 0.7673 0.9617 0.9597 0.9617 nan 0.8305 nan 0.9562 0.7794 0.2819 0.9814 0.9911 0.6135 0.7720 0.4484 0.9272 nan 0.8589 0.0 0.4902 nan 0.9051 0.6520 0.2781 0.8608 0.9824 0.5805 0.4872 0.4351 0.8718 nan 0.6773
0.1308 13.71 1920 0.1812 0.6032 0.7593 0.9616 0.9596 0.9616 nan 0.8289 nan 0.9570 0.7660 0.2827 0.9851 0.9918 0.6062 0.7098 0.4419 0.9235 nan 0.8593 0.0 0.4809 nan 0.9053 0.6478 0.2784 0.8610 0.9822 0.5782 0.5216 0.4317 0.8714 nan 0.6797
0.0459 13.86 1940 0.1853 0.5986 0.7698 0.9611 0.9591 0.9611 nan 0.8388 nan 0.9529 0.7661 0.3102 0.9836 0.9911 0.6181 0.7958 0.4167 0.9289 nan 0.8651 0.0 0.4710 nan 0.9037 0.6478 0.3035 0.8593 0.9821 0.5803 0.4831 0.4055 0.8709 nan 0.6757
0.0664 14.0 1960 0.1842 0.5969 0.7690 0.9612 0.9592 0.9612 nan 0.8237 nan 0.9550 0.7766 0.3077 0.9809 0.9914 0.6144 0.8228 0.4022 0.9266 nan 0.8575 0.0 0.4739 nan 0.9040 0.6517 0.3018 0.8596 0.9822 0.5805 0.4676 0.3914 0.8710 nan 0.6787
0.0489 14.14 1980 0.1886 0.5955 0.7622 0.9609 0.9590 0.9609 nan 0.8262 nan 0.9550 0.7600 0.3173 0.9841 0.9906 0.6138 0.7798 0.3695 0.9294 nan 0.8579 0.0 0.4770 nan 0.9031 0.6473 0.3106 0.8592 0.9823 0.5782 0.4819 0.3572 0.8712 nan 0.6784
0.085 14.29 2000 0.1868 0.5957 0.7685 0.9610 0.9591 0.9610 nan 0.8288 nan 0.9541 0.7513 0.3209 0.9828 0.9919 0.6163 0.8163 0.3960 0.9254 nan 0.8695 0.0 0.4769 nan 0.9037 0.6422 0.3135 0.8586 0.9820 0.5804 0.4576 0.3861 0.8712 nan 0.6766
0.0626 14.43 2020 0.1806 0.5927 0.7643 0.9611 0.9591 0.9611 nan 0.8251 nan 0.9571 0.7556 0.3151 0.9807 0.9914 0.6129 0.8231 0.3640 0.9250 nan 0.8573 0.0 0.4809 nan 0.9036 0.6448 0.3087 0.8589 0.9822 0.5802 0.4486 0.3543 0.8714 nan 0.6789
0.0571 14.57 2040 0.1833 0.5939 0.7619 0.9611 0.9591 0.9611 nan 0.8169 nan 0.9561 0.7519 0.3068 0.9816 0.9909 0.6161 0.8091 0.3633 0.9285 nan 0.8597 0.0 0.4934 nan 0.9035 0.6432 0.3007 0.8592 0.9822 0.5807 0.4585 0.3525 0.8716 nan 0.6813
0.0555 14.71 2060 0.1819 0.5818 0.7503 0.9605 0.9586 0.9605 nan 0.8243 nan 0.9562 0.7478 0.2657 0.9811 0.9913 0.6136 0.8170 0.2746 0.9273 nan 0.8545 0.0 0.4819 nan 0.9018 0.6404 0.2625 0.8590 0.9822 0.5805 0.4531 0.2696 0.8712 nan 0.6787
0.0715 14.86 2080 0.1862 0.5936 0.7623 0.9611 0.9591 0.9611 nan 0.8230 nan 0.9555 0.7546 0.2952 0.9834 0.9913 0.6096 0.8060 0.3792 0.9273 nan 0.8603 0.0 0.4865 nan 0.9035 0.6437 0.2900 0.8583 0.9823 0.5787 0.4618 0.3690 0.8715 nan 0.6784
0.0454 15.0 2100 0.1823 0.5933 0.7590 0.9611 0.9591 0.9611 nan 0.8159 nan 0.9561 0.7609 0.2879 0.9822 0.9913 0.6150 0.8039 0.3579 0.9268 nan 0.8517 0.0 0.4932 nan 0.9034 0.6462 0.2833 0.8592 0.9823 0.5806 0.4691 0.3485 0.8715 nan 0.6818

Framework versions

  • Transformers 4.33.2
  • Pytorch 2.0.1
  • Datasets 3.0.0
  • Tokenizers 0.13.3