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segformer-b2-finetuned-segments-greenhousev7-oct-18

Image Segmentation
PyTorch
segformer
vision
Generated from Trainer
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segformer-b2-finetuned-segments-greenhousev7-oct-18 / README.md
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metadata
license: other
base_model: nvidia/mit-b2
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
metrics:
  - recall
model-index:
  - name: segformer-b2-finetuned-segments-greenhousev7-oct-18
    results: []

segformer-b2-finetuned-segments-greenhousev7-oct-18

This model is a fine-tuned version of nvidia/mit-b2 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1841
  • Mean Iou: 0.5314
  • Mean Accuracy: 0.7218
  • Overall Accuracy: 0.9593
  • F1 Score: 0.9573
  • Recall: 0.9593
  • Accuracy Unlabeled: nan
  • Accuracy Object: 0.7654
  • Accuracy Road: nan
  • Accuracy Plant: 0.9576
  • Accuracy Iron: 0.7387
  • Accuracy Wood: 0.2407
  • Accuracy Wall: 0.9835
  • Accuracy Raw Road: 0.9917
  • Accuracy Bottom Wall: 0.6095
  • Accuracy Roof: 0.7820
  • Accuracy Grass: 0.0621
  • Accuracy Mulch: 0.9230
  • Accuracy Person: nan
  • Accuracy Tomato: 0.8854
  • Iou Unlabeled: 0.0
  • Iou Object: 0.4810
  • Iou Road: nan
  • Iou Plant: 0.8973
  • Iou Iron: 0.6272
  • Iou Wood: 0.2386
  • Iou Wall: 0.8552
  • Iou Raw Road: 0.9824
  • Iou Bottom Wall: 0.5743
  • Iou Roof: 0.6470
  • Iou Grass: 0.0603
  • Iou Mulch: 0.8715
  • Iou Person: 0.0
  • Iou Tomato: 0.6733

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
0.475 0.14 20 0.8886 0.2166 0.3017 0.8734 0.8714 0.8734 nan 0.0 nan 0.9421 0.0 0.0 0.5209 0.9352 0.0586 0.0 0.0 0.8620 nan 0.0 0.0 0.0 nan 0.7847 0.0 0.0 0.4664 0.9106 0.0577 0.0 0.0 0.5969 0.0 0.0
0.9457 0.29 40 0.3560 0.3104 0.3503 0.9259 0.9238 0.9259 nan 0.0 nan 0.9424 0.0001 0.0 0.9365 0.9859 0.0258 0.0693 0.0 0.8930 nan 0.0 nan 0.0 nan 0.8607 0.0001 0.0 0.7177 0.9529 0.0253 0.0689 0.0 0.7892 nan 0.0
0.1979 0.43 60 0.2641 0.3867 0.4319 0.9358 0.9337 0.9358 nan 0.0 nan 0.9564 0.0941 0.0 0.9046 0.9897 0.4045 0.5197 0.0 0.8823 nan 0.0 nan 0.0 nan 0.8706 0.0931 0.0 0.7503 0.9668 0.3079 0.4590 0.0 0.8064 nan 0.0
0.1755 0.57 80 0.2558 0.3591 0.3998 0.9404 0.9383 0.9404 nan 0.0 nan 0.9719 0.1265 0.0 0.9660 0.9878 0.4353 0.0389 0.0 0.8712 nan 0.0 nan 0.0 nan 0.8718 0.1221 0.0 0.7682 0.9742 0.3571 0.0389 0.0 0.8182 nan 0.0
0.1247 0.71 100 0.2280 0.4159 0.4729 0.9397 0.9376 0.9397 nan 0.0 nan 0.9661 0.3451 0.0 0.8020 0.9906 0.7143 0.5085 0.0 0.8750 nan 0.0 nan 0.0 nan 0.8781 0.3091 0.0 0.7157 0.9735 0.4129 0.4581 0.0 0.8273 nan 0.0
0.316 0.86 120 0.2227 0.4312 0.4811 0.9432 0.9411 0.9432 nan 0.0 nan 0.9353 0.3324 0.0 0.9422 0.9869 0.5293 0.6251 0.0 0.9404 nan 0.0 nan 0.0 nan 0.8735 0.3008 0.0 0.7993 0.9743 0.4533 0.5267 0.0 0.8149 nan 0.0
3.5058 1.0 140 0.2212 0.3700 0.4627 0.9385 0.9364 0.9385 nan 0.0 nan 0.9239 0.5116 0.0 0.8047 0.9850 0.7050 0.2073 0.0 0.9520 nan 0.0 0.0 0.0 nan 0.8699 0.4246 0.0 0.7174 0.9751 0.4406 0.2017 0.0 0.8107 nan 0.0
0.1132 1.14 160 0.2134 0.3906 0.4898 0.9392 0.9371 0.9392 nan 0.0 nan 0.9799 0.5195 0.0 0.7225 0.9891 0.7533 0.5434 0.0 0.8684 nan 0.0117 0.0 0.0 nan 0.8715 0.4228 0.0 0.6721 0.9773 0.4292 0.4761 0.0 0.8260 nan 0.0117
0.1254 1.29 180 0.1923 0.4005 0.4893 0.9476 0.9455 0.9476 nan 0.0 nan 0.9562 0.6417 0.0 0.8687 0.9924 0.7268 0.2351 0.0 0.8999 nan 0.0610 0.0 0.0 nan 0.8853 0.5208 0.0 0.7818 0.9749 0.5139 0.2277 0.0 0.8402 nan 0.0609
0.1064 1.43 200 0.1909 0.4303 0.5472 0.9485 0.9464 0.9485 nan 0.0 nan 0.9562 0.4434 0.0 0.9202 0.9904 0.5945 0.9125 0.0 0.9175 nan 0.2847 0.0 0.0 nan 0.8868 0.3847 0.0 0.7809 0.9782 0.4704 0.5405 0.0 0.8444 nan 0.2772
0.3279 1.57 220 0.1949 0.4762 0.6041 0.9498 0.9477 0.9498 nan 0.0032 nan 0.9779 0.7402 0.0 0.9345 0.9889 0.5763 0.8441 0.0 0.8702 nan 0.7098 0.0 0.0032 nan 0.8813 0.5074 0.0 0.8253 0.9788 0.5196 0.5616 0.0 0.8271 nan 0.6098
0.2236 1.71 240 0.1806 0.5105 0.5944 0.9493 0.9472 0.9493 nan 0.0004 nan 0.9558 0.5152 0.0 0.8326 0.9910 0.7987 0.7282 0.0 0.9144 nan 0.8020 nan 0.0004 nan 0.8924 0.4329 0.0 0.7704 0.9782 0.5054 0.5508 0.0 0.8473 nan 0.6375
0.1532 1.86 260 0.1979 0.4322 0.6023 0.9476 0.9455 0.9476 nan 0.0116 nan 0.9291 0.5118 0.0 0.9217 0.9894 0.5798 0.9418 0.0 0.9484 nan 0.7916 0.0 0.0116 nan 0.8827 0.4377 0.0 0.7888 0.9789 0.5087 0.1096 0.0 0.8335 nan 0.6345
0.1206 2.0 280 0.1930 0.4854 0.5859 0.9527 0.9506 0.9527 nan 0.1672 nan 0.9723 0.5995 0.0 0.9599 0.9900 0.5862 0.6101 0.0 0.8928 nan 0.6668 0.0 0.1662 nan 0.8885 0.5009 0.0 0.8244 0.9794 0.5073 0.5346 0.0 0.8498 nan 0.5738
0.1327 2.14 300 0.2078 0.5081 0.6851 0.9529 0.9508 0.9529 nan 0.6150 nan 0.9682 0.6568 0.0 0.9783 0.9914 0.5713 0.9647 0.0 0.8749 nan 0.9154 0.0 0.4093 nan 0.8873 0.5393 0.0 0.8351 0.9789 0.5273 0.4815 0.0 0.8442 nan 0.5945
0.1952 2.29 320 0.1985 0.4575 0.5808 0.9522 0.9501 0.9522 nan 0.5917 nan 0.9630 0.4411 0.0 0.9714 0.9912 0.6056 0.0 0.0 0.8923 nan 0.9322 0.0 0.4676 nan 0.8883 0.3818 0.0 0.8247 0.9785 0.5208 0.0 0.0 0.8521 nan 0.5762
0.0827 2.43 340 0.1896 0.5238 0.6390 0.9544 0.9523 0.9544 nan 0.6178 nan 0.9565 0.6867 0.0 0.9651 0.9890 0.5665 0.5513 0.0 0.9237 nan 0.7725 0.0 0.5195 nan 0.8915 0.5263 0.0 0.8368 0.9781 0.5332 0.5068 0.0 0.8552 nan 0.6382
0.0867 2.57 360 0.2075 0.4959 0.6084 0.9540 0.9519 0.9540 nan 0.7118 nan 0.9593 0.5755 0.0 0.9876 0.9877 0.5359 0.6559 0.0 0.9294 nan 0.3497 0.0 0.5078 nan 0.8899 0.4787 0.0 0.8304 0.9798 0.5084 0.5592 0.0 0.8595 nan 0.3374
0.1218 2.71 380 0.1914 0.4755 0.6710 0.9543 0.9522 0.9543 nan 0.8130 nan 0.9677 0.6875 0.0 0.9766 0.9900 0.5854 0.7143 0.0 0.8904 nan 0.7561 0.0 0.3606 nan 0.8900 0.5450 0.0 0.8465 0.9804 0.5273 0.5377 0.0 0.8528 0.0 0.6410
0.1099 2.86 400 0.1739 0.4733 0.6947 0.9546 0.9525 0.9546 nan 0.8077 nan 0.9444 0.6638 0.0 0.9604 0.9905 0.6154 0.9198 0.0 0.9320 nan 0.8073 0.0 0.3583 nan 0.8892 0.5367 0.0 0.8454 0.9802 0.5502 0.4749 0.0 0.8589 0.0 0.6594
0.1922 3.0 420 0.1904 0.4837 0.6783 0.9554 0.9533 0.9554 nan 0.7767 nan 0.9596 0.5982 0.0 0.9842 0.9901 0.5913 0.8147 0.0 0.9115 nan 0.8354 0.0 0.4004 nan 0.8927 0.5073 0.0 0.8433 0.9802 0.5487 0.5935 0.0 0.8588 0.0 0.6637
0.0941 3.14 440 0.1820 0.4758 0.6974 0.9542 0.9521 0.9542 nan 0.7557 nan 0.9322 0.6624 0.0 0.9709 0.9913 0.6045 0.9613 0.0 0.9429 nan 0.8498 0.0 0.4154 nan 0.8851 0.5460 0.0 0.8462 0.9797 0.5555 0.4396 0.0 0.8551 0.0 0.6631
0.0983 3.29 460 0.1907 0.4810 0.6923 0.9536 0.9515 0.9536 nan 0.7156 nan 0.9263 0.6772 0.0 0.9721 0.9923 0.5996 0.9495 0.0 0.9453 nan 0.8379 0.0 0.4286 nan 0.8822 0.5540 0.0 0.8471 0.9785 0.5604 0.4903 0.0 0.8528 0.0 0.6585
0.0589 3.43 480 0.1832 0.4927 0.6872 0.9560 0.9540 0.9560 nan 0.7509 nan 0.9640 0.7787 0.0 0.9683 0.9909 0.5709 0.7922 0.0 0.9051 nan 0.8386 0.0 0.4347 nan 0.8930 0.5749 0.0 0.8475 0.9799 0.5378 0.6150 0.0 0.8625 0.0 0.6602
0.0964 3.57 500 0.1713 0.4748 0.6507 0.9558 0.9539 0.9558 nan 0.7073 nan 0.9572 0.7304 0.0 0.9712 0.9915 0.6100 0.4556 0.0 0.9104 nan 0.8238 0.0 0.3591 nan 0.8934 0.5850 0.0 0.8478 0.9794 0.5529 0.4341 0.0 0.8636 0.0 0.6570
0.0604 3.71 520 0.1790 0.5221 0.6642 0.9559 0.9539 0.9559 nan 0.6887 nan 0.9492 0.6794 0.0 0.9849 0.9903 0.5868 0.6243 0.0 0.9293 nan 0.8731 0.0 0.3787 nan 0.8923 0.5744 0.0 0.8516 0.9789 0.5619 0.5545 0.0 0.8634 nan 0.6095
0.091 3.86 540 0.1887 0.4969 0.6433 0.9546 0.9525 0.9546 nan 0.6514 nan 0.9553 0.6431 0.0 0.9621 0.9891 0.6353 0.4031 0.0 0.9180 nan 0.9186 0.0 0.3946 nan 0.8887 0.5341 0.0 0.8399 0.9803 0.5420 0.3886 0.0 0.8644 nan 0.5307
0.0795 4.0 560 0.1960 0.5306 0.6780 0.9559 0.9538 0.9559 nan 0.7581 nan 0.9581 0.6978 0.0 0.9821 0.9913 0.5824 0.7028 0.0 0.9097 nan 0.8760 0.0 0.4304 nan 0.8898 0.5677 0.0 0.8496 0.9806 0.5443 0.5932 0.0 0.8621 nan 0.6490
1.2009 4.14 580 0.1781 0.4985 0.7064 0.9563 0.9542 0.9563 nan 0.7099 nan 0.9630 0.8161 0.0 0.9627 0.9904 0.6064 0.8922 0.0 0.9048 nan 0.9245 0.0 0.4839 nan 0.8923 0.6171 0.0 0.8448 0.9810 0.5458 0.6238 0.0 0.8614 0.0 0.6309
0.049 4.29 600 0.1779 0.4986 0.7036 0.9556 0.9534 0.9556 nan 0.7855 nan 0.9386 0.7962 0.0 0.9692 0.9893 0.6214 0.8813 0.0004 0.9426 nan 0.8153 0.0 0.4824 nan 0.8878 0.6085 0.0 0.8499 0.9802 0.5528 0.5875 0.0004 0.8604 0.0 0.6723
0.0661 4.43 620 0.1874 0.4917 0.6885 0.9564 0.9543 0.9564 nan 0.7829 nan 0.9513 0.6299 0.0 0.9862 0.9892 0.5996 0.9116 0.0003 0.9336 nan 0.7886 0.0 0.4658 nan 0.8936 0.5266 0.0 0.8358 0.9811 0.5565 0.6014 0.0003 0.8658 0.0 0.6649
0.1259 4.57 640 0.1725 0.4843 0.6953 0.9556 0.9535 0.9556 nan 0.7834 nan 0.9484 0.5612 0.0811 0.9748 0.9907 0.6112 0.9559 0.0002 0.9320 nan 0.8095 0.0 0.4431 nan 0.8918 0.5018 0.0811 0.8413 0.9791 0.5582 0.4742 0.0002 0.8652 0.0 0.6596
0.101 4.71 660 0.1851 0.5289 0.6826 0.9568 0.9547 0.9568 nan 0.9097 nan 0.9603 0.7000 0.0215 0.9842 0.9920 0.5871 0.5960 0.0 0.9063 nan 0.8516 0.0 0.4309 nan 0.8950 0.5846 0.0215 0.8513 0.9798 0.5622 0.5316 0.0 0.8646 nan 0.6253
0.0806 4.86 680 0.1952 0.4873 0.6794 0.9569 0.9548 0.9569 nan 0.7609 nan 0.9559 0.7098 0.0047 0.9814 0.9883 0.6040 0.6374 0.0 0.9291 nan 0.9015 0.0 0.4580 nan 0.8935 0.5796 0.0047 0.8522 0.9808 0.5536 0.5630 0.0 0.8684 0.0 0.5813
0.0689 5.0 700 0.1934 0.4882 0.6885 0.9564 0.9542 0.9564 nan 0.7503 nan 0.9536 0.7353 0.0015 0.9713 0.9894 0.5981 0.7526 0.0000 0.9278 nan 0.8936 0.0 0.4339 nan 0.8932 0.5673 0.0015 0.8492 0.9804 0.5525 0.6185 0.0000 0.8667 0.0 0.5839
0.2621 5.14 720 0.1921 0.4880 0.7045 0.9549 0.9529 0.9549 nan 0.8517 nan 0.9415 0.6411 0.0009 0.9794 0.9900 0.6149 0.9225 0.0001 0.9334 nan 0.8735 0.0 0.3993 nan 0.8902 0.5361 0.0009 0.8460 0.9795 0.5413 0.6305 0.0001 0.8633 0.0 0.6571
0.0771 5.29 740 0.2048 0.4762 0.7096 0.9551 0.9531 0.9551 nan 0.8850 nan 0.9553 0.6894 0.0005 0.9791 0.9921 0.5684 0.9453 0.0 0.9054 nan 0.8854 0.0 0.3503 nan 0.8927 0.5552 0.0005 0.8436 0.9797 0.5400 0.5534 0.0 0.8625 0.0 0.6122
0.0927 5.43 760 0.1964 0.4842 0.6984 0.9558 0.9539 0.9558 nan 0.8641 nan 0.9515 0.6566 0.0 0.9722 0.9906 0.6323 0.8082 0.0 0.9196 nan 0.8871 0.0 0.3379 nan 0.8926 0.5515 0.0 0.8526 0.9810 0.5575 0.6654 0.0 0.8658 0.0 0.5903
0.0874 5.57 780 0.1929 0.5327 0.6899 0.9562 0.9542 0.9562 nan 0.8016 nan 0.9549 0.6584 0.0642 0.9791 0.9926 0.6010 0.7623 0.0001 0.9120 nan 0.8626 0.0 0.3798 nan 0.8931 0.5569 0.0642 0.8487 0.9804 0.5483 0.6011 0.0001 0.8653 nan 0.6548
0.1107 5.71 800 0.1989 0.5067 0.7362 0.9563 0.9543 0.9563 nan 0.8191 nan 0.9541 0.7669 0.3163 0.9814 0.9892 0.5746 0.8985 0.0 0.9227 nan 0.8758 0.0 0.3502 nan 0.8913 0.6085 0.3009 0.8537 0.9813 0.5508 0.5468 0.0 0.8640 0.0 0.6394
0.069 5.86 820 0.1860 0.5259 0.7126 0.9569 0.9549 0.9569 nan 0.7448 nan 0.9410 0.7272 0.3448 0.9765 0.9911 0.5935 0.6884 0.0029 0.9440 nan 0.8839 0.0 0.4783 nan 0.8911 0.6027 0.3342 0.8539 0.9809 0.5592 0.5945 0.0029 0.8627 0.0 0.6760
0.0889 6.0 840 0.1927 0.5557 0.6961 0.9575 0.9554 0.9575 nan 0.7134 nan 0.9659 0.6771 0.3121 0.9861 0.9919 0.5881 0.6678 0.0044 0.9042 nan 0.8460 0.0 0.5059 nan 0.8951 0.5845 0.3059 0.8459 0.9807 0.5628 0.4276 0.0043 0.8645 nan 0.6911
0.0855 6.14 860 0.1944 0.5262 0.6728 0.9550 0.9530 0.9550 nan 0.7040 nan 0.9712 0.6959 0.1082 0.9844 0.9904 0.5940 0.5091 0.0063 0.8815 nan 0.9561 0.0 0.4511 nan 0.8888 0.5778 0.1059 0.8471 0.9811 0.5518 0.4769 0.0063 0.8516 nan 0.5765
0.0871 6.29 880 0.1782 0.4919 0.6982 0.9542 0.9522 0.9542 nan 0.7176 nan 0.9266 0.7054 0.0720 0.9664 0.9917 0.6439 0.7423 0.0106 0.9434 nan 0.9601 0.0 0.4957 nan 0.8841 0.5773 0.0605 0.8507 0.9800 0.5512 0.5979 0.0106 0.8582 0.0 0.5287
0.05 6.43 900 0.1869 0.4979 0.7097 0.9577 0.9556 0.9577 nan 0.7764 nan 0.9580 0.6921 0.0839 0.9712 0.9904 0.6182 0.8965 0.0060 0.9243 nan 0.8897 0.0 0.4832 nan 0.8954 0.5795 0.0754 0.8524 0.9815 0.5570 0.4955 0.0060 0.8687 0.0 0.6774
0.0673 6.57 920 0.2078 0.5546 0.7108 0.9576 0.9556 0.9576 nan 0.7932 nan 0.9681 0.7337 0.0742 0.9846 0.9900 0.5976 0.9106 0.0058 0.9046 nan 0.8564 0.0 0.4602 nan 0.8943 0.6050 0.0723 0.8489 0.9820 0.5664 0.6666 0.0057 0.8646 nan 0.6895
0.0506 6.71 940 0.1878 0.5134 0.7179 0.9577 0.9556 0.9577 nan 0.7828 nan 0.9581 0.7223 0.1221 0.9749 0.9876 0.6224 0.9403 0.0069 0.9325 nan 0.8471 0.0 0.5021 nan 0.8946 0.6014 0.1175 0.8525 0.9813 0.5670 0.5957 0.0068 0.8670 0.0 0.6879
0.0533 6.86 960 0.1903 0.5499 0.7203 0.9573 0.9555 0.9573 nan 0.8534 nan 0.9552 0.7882 0.0229 0.9823 0.9916 0.5963 0.8918 0.0147 0.9137 nan 0.9135 0.0 0.5133 nan 0.8949 0.6198 0.0228 0.8532 0.9805 0.5537 0.6572 0.0146 0.8676 nan 0.6217
0.0684 7.0 980 0.1815 0.5110 0.7069 0.9581 0.9561 0.9581 nan 0.8260 nan 0.9462 0.7846 0.0577 0.9844 0.9904 0.5948 0.7778 0.0114 0.9411 nan 0.8615 0.0 0.4680 nan 0.8939 0.6317 0.0572 0.8553 0.9819 0.5613 0.6453 0.0114 0.8702 0.0 0.6668
0.0444 7.14 1000 0.1836 0.5113 0.7053 0.9586 0.9565 0.9586 nan 0.7531 nan 0.9619 0.8198 0.0227 0.9757 0.9903 0.5975 0.9121 0.0087 0.9214 nan 0.7948 0.0 0.4720 nan 0.8958 0.6335 0.0227 0.8546 0.9821 0.5608 0.6632 0.0087 0.8710 0.0 0.6830
0.073 7.29 1020 0.1877 0.5078 0.6952 0.9580 0.9560 0.9580 nan 0.7885 nan 0.9519 0.7334 0.0341 0.9869 0.9915 0.6038 0.7566 0.0116 0.9272 nan 0.8612 0.0 0.4754 nan 0.8951 0.6045 0.0335 0.8529 0.9815 0.5572 0.6434 0.0116 0.8706 0.0 0.6762
0.079 7.43 1040 0.1818 0.4972 0.7106 0.9572 0.9551 0.9572 nan 0.7972 nan 0.9612 0.6923 0.0727 0.9756 0.9907 0.6204 0.8668 0.0159 0.9108 nan 0.9134 0.0 0.3744 nan 0.8946 0.5879 0.0727 0.8552 0.9819 0.5629 0.6122 0.0156 0.8650 0.0 0.6415
0.1293 7.57 1060 0.1765 0.4972 0.7013 0.9585 0.9564 0.9585 nan 0.6747 nan 0.9600 0.7461 0.0293 0.9711 0.9902 0.6057 0.9498 0.0147 0.9285 nan 0.8445 0.0 0.5382 nan 0.8966 0.6104 0.0293 0.8506 0.9818 0.5668 0.4120 0.0146 0.8697 0.0 0.6930
0.0997 7.71 1080 0.1821 0.5055 0.7214 0.9583 0.9564 0.9583 nan 0.7610 nan 0.9687 0.8081 0.0763 0.9717 0.9888 0.5998 0.9471 0.0201 0.9131 nan 0.8812 0.0 0.5417 nan 0.8952 0.6424 0.0763 0.8514 0.9822 0.5721 0.4459 0.0199 0.8678 0.0 0.6763
0.0642 7.86 1100 0.1776 0.5626 0.7142 0.9587 0.9568 0.9587 nan 0.7905 nan 0.9553 0.7126 0.1255 0.9853 0.9905 0.6010 0.8611 0.0321 0.9310 nan 0.8712 0.0 0.5220 nan 0.8973 0.6018 0.1255 0.8515 0.9819 0.5668 0.6292 0.0319 0.8712 nan 0.6722
0.0885 8.0 1120 0.1735 0.5459 0.7133 0.9586 0.9567 0.9586 nan 0.7928 nan 0.9576 0.7771 0.0267 0.9736 0.9902 0.5986 0.9324 0.0267 0.9295 nan 0.8408 0.0 0.5299 nan 0.8977 0.6192 0.0267 0.8524 0.9816 0.5646 0.5025 0.0265 0.8710 nan 0.6785
0.0733 8.14 1140 0.1885 0.5195 0.7379 0.9568 0.9548 0.9568 nan 0.8960 nan 0.9555 0.7290 0.1476 0.9668 0.9911 0.6035 0.9970 0.0292 0.9178 nan 0.8837 0.0 0.4289 nan 0.8958 0.6001 0.1473 0.8362 0.9820 0.5614 0.2523 0.0288 0.8681 nan 0.6333
0.1013 8.29 1160 0.1858 0.4905 0.6758 0.9573 0.9552 0.9573 nan 0.8392 nan 0.9556 0.7065 0.1215 0.9801 0.9915 0.6126 0.3806 0.0513 0.9164 nan 0.8780 0.0 0.4198 nan 0.8962 0.5930 0.1210 0.8496 0.9813 0.5625 0.368 0.0467 0.8654 0.0 0.6728
0.1106 8.43 1180 0.1901 0.4884 0.6664 0.9576 0.9556 0.9576 nan 0.8285 nan 0.9607 0.7183 0.1046 0.9827 0.9891 0.6080 0.3045 0.0626 0.9193 nan 0.8519 0.0 0.4406 nan 0.8967 0.6019 0.1046 0.8520 0.9811 0.5646 0.2993 0.0552 0.8679 0.0 0.6852
0.048 8.57 1200 0.1850 0.5147 0.7050 0.9581 0.9561 0.9581 nan 0.8221 nan 0.9547 0.7417 0.1030 0.9834 0.9910 0.5972 0.7130 0.0613 0.9240 nan 0.8639 0.0 0.4530 nan 0.8962 0.6125 0.1030 0.8556 0.9812 0.5685 0.6192 0.0552 0.8686 0.0 0.6780
0.0432 8.71 1220 0.1882 0.5532 0.7060 0.9582 0.9562 0.9582 nan 0.7624 nan 0.9642 0.7647 0.0827 0.9820 0.9908 0.5941 0.7796 0.0378 0.9106 nan 0.8968 0.0 0.4294 nan 0.8960 0.6209 0.0827 0.8571 0.9819 0.5676 0.6324 0.0352 0.8681 nan 0.6671
0.055 8.86 1240 0.1945 0.5064 0.7067 0.9573 0.9556 0.9573 nan 0.7673 nan 0.9567 0.7340 0.1114 0.9864 0.9896 0.5925 0.7657 0.0369 0.9211 nan 0.9121 0.0 0.3911 nan 0.8946 0.6083 0.1114 0.8544 0.9813 0.5641 0.6321 0.0343 0.8695 0.0 0.6420
0.059 9.0 1260 0.1973 0.5038 0.7024 0.9570 0.9552 0.9570 nan 0.7658 nan 0.9533 0.6882 0.1303 0.9873 0.9898 0.5932 0.7265 0.0412 0.9257 nan 0.9251 0.0 0.3931 nan 0.8943 0.5851 0.1303 0.8496 0.9815 0.5635 0.6269 0.0385 0.8683 0.0 0.6181
0.0475 9.14 1280 0.1914 0.4995 0.7204 0.9576 0.9557 0.9576 nan 0.7538 nan 0.9685 0.7243 0.1251 0.9707 0.9907 0.6172 0.9415 0.0338 0.9019 nan 0.8966 0.0 0.4433 nan 0.8957 0.6008 0.1251 0.8535 0.9818 0.5719 0.4568 0.0322 0.8641 0.0 0.6684
0.0587 9.29 1300 0.1891 0.5230 0.7096 0.9578 0.9558 0.9578 nan 0.7424 nan 0.9458 0.6665 0.1591 0.9857 0.9914 0.6099 0.8553 0.0419 0.9382 nan 0.8694 0.0 0.5250 nan 0.8940 0.5750 0.1590 0.8516 0.9812 0.5693 0.6475 0.0408 0.8675 0.0 0.6875
0.3326 9.43 1320 0.1884 0.5222 0.6943 0.9584 0.9563 0.9584 nan 0.7328 nan 0.9658 0.6679 0.1602 0.9856 0.9913 0.6074 0.7231 0.0326 0.9102 nan 0.8604 0.0 0.5361 nan 0.8975 0.5742 0.1602 0.8503 0.9812 0.5670 0.6299 0.0318 0.8681 0.0 0.6919
0.0831 9.57 1340 0.1839 0.5198 0.6966 0.9580 0.9562 0.9580 nan 0.7412 nan 0.9479 0.7875 0.1256 0.9837 0.9898 0.5832 0.6430 0.0461 0.9406 nan 0.8739 0.0 0.5293 nan 0.8948 0.6254 0.1256 0.8549 0.9811 0.5608 0.5866 0.0441 0.8685 0.0 0.6862
0.1516 9.71 1360 0.1842 0.5201 0.6960 0.9587 0.9567 0.9587 nan 0.7305 nan 0.9594 0.7370 0.1114 0.9850 0.9918 0.5987 0.6895 0.0327 0.9186 nan 0.9011 0.0 0.5407 nan 0.8975 0.6112 0.1114 0.8557 0.9810 0.5665 0.6164 0.0319 0.8702 0.0 0.6783
0.0939 9.86 1380 0.1761 0.5088 0.7189 0.9586 0.9566 0.9586 nan 0.7373 nan 0.9616 0.6987 0.1289 0.9774 0.9911 0.6072 0.9474 0.0306 0.9195 nan 0.9085 0.0 0.5297 nan 0.8978 0.5948 0.1289 0.8534 0.9813 0.5698 0.4878 0.0300 0.8705 0.0 0.6702
0.0428 10.0 1400 0.1825 0.5133 0.7102 0.9583 0.9563 0.9583 nan 0.7538 nan 0.9589 0.6829 0.1150 0.9833 0.9902 0.6136 0.8040 0.0502 0.9227 nan 0.9372 0.0 0.4877 nan 0.8961 0.5878 0.1150 0.8555 0.9817 0.5722 0.6442 0.0475 0.8710 0.0 0.6139
0.2342 10.14 1420 0.1831 0.5146 0.7101 0.9578 0.9559 0.9578 nan 0.7597 nan 0.9611 0.7441 0.1643 0.9848 0.9914 0.6014 0.6750 0.0780 0.9071 nan 0.9444 0.0 0.4734 nan 0.8959 0.6148 0.1640 0.8524 0.9815 0.5709 0.6038 0.0738 0.8660 0.0 0.5927
0.0848 10.29 1440 0.1801 0.5109 0.7277 0.9581 0.9561 0.9581 nan 0.8531 nan 0.9517 0.7690 0.1595 0.9814 0.9901 0.6018 0.7569 0.1006 0.9284 nan 0.9125 0.0 0.4039 nan 0.8959 0.6328 0.1590 0.8535 0.9820 0.5718 0.5806 0.0945 0.8697 0.0 0.5975
0.0382 10.43 1460 0.1833 0.5058 0.7327 0.9580 0.9560 0.9580 nan 0.8265 nan 0.9511 0.7649 0.1593 0.9766 0.9907 0.6082 0.9090 0.0556 0.9291 nan 0.8889 0.0 0.3872 nan 0.8955 0.6347 0.1590 0.8532 0.9819 0.5744 0.5306 0.0525 0.8699 0.0 0.6366
0.062 10.57 1480 0.1888 0.5106 0.7297 0.9572 0.9555 0.9572 nan 0.8167 nan 0.9548 0.7308 0.1964 0.9830 0.9913 0.5969 0.8945 0.0683 0.9156 nan 0.8778 0.0 0.3599 nan 0.8952 0.6182 0.1958 0.8518 0.9814 0.5686 0.5930 0.0642 0.8663 0.0 0.6437
0.5888 10.71 1500 0.1851 0.5182 0.7056 0.9582 0.9563 0.9582 nan 0.7915 nan 0.9569 0.6846 0.2095 0.9871 0.9924 0.6027 0.7381 0.0279 0.9184 nan 0.8522 0.0 0.4238 nan 0.8975 0.5945 0.2091 0.8512 0.9815 0.5688 0.6333 0.0275 0.8684 0.0 0.6816
0.0494 10.86 1520 0.1839 0.5138 0.7198 0.9586 0.9567 0.9586 nan 0.8061 nan 0.9551 0.7461 0.2026 0.9810 0.9900 0.6078 0.7339 0.0852 0.9287 nan 0.8809 0.0 0.4216 nan 0.8978 0.6244 0.2020 0.8546 0.9822 0.5717 0.5105 0.0809 0.8690 0.0 0.6643
0.2025 11.0 1540 0.1805 0.5165 0.7038 0.9588 0.9568 0.9588 nan 0.7773 nan 0.9518 0.7327 0.1523 0.9834 0.9920 0.6106 0.6694 0.0683 0.9288 nan 0.8754 0.0 0.4676 nan 0.8971 0.6160 0.1522 0.8550 0.9817 0.5746 0.5562 0.0657 0.8705 0.0 0.6778
0.0745 11.14 1560 0.1835 0.5154 0.7111 0.9590 0.9570 0.9590 nan 0.7899 nan 0.9593 0.7523 0.1406 0.9825 0.9902 0.6086 0.7256 0.0625 0.9245 nan 0.8865 0.0 0.4703 nan 0.8968 0.6292 0.1404 0.8555 0.9823 0.5738 0.5568 0.0610 0.8717 0.0 0.6622
0.0415 11.29 1580 0.1871 0.5177 0.7087 0.9590 0.9571 0.9590 nan 0.8002 nan 0.9587 0.7620 0.1336 0.9837 0.9913 0.6072 0.6837 0.0697 0.9204 nan 0.8854 0.0 0.4682 nan 0.8970 0.6321 0.1336 0.8554 0.9823 0.5751 0.5888 0.0684 0.8708 0.0 0.6581
0.0656 11.43 1600 0.1883 0.5130 0.7104 0.9581 0.9562 0.9581 nan 0.8059 nan 0.9499 0.7875 0.1272 0.9816 0.9907 0.6133 0.6534 0.0681 0.9286 nan 0.9080 0.0 0.4337 nan 0.8942 0.6338 0.1272 0.8553 0.9824 0.5745 0.5952 0.0653 0.8676 0.0 0.6396
0.0552 11.57 1620 0.1961 0.5168 0.7154 0.9583 0.9563 0.9583 nan 0.8002 nan 0.9552 0.7861 0.1349 0.9852 0.9911 0.5995 0.7359 0.0527 0.9209 nan 0.9076 0.0 0.4303 nan 0.8952 0.6386 0.1349 0.8557 0.9825 0.5714 0.6445 0.0497 0.8680 0.0 0.6481
0.0589 11.71 1640 0.1937 0.5181 0.7359 0.9579 0.9560 0.9579 nan 0.7957 nan 0.9468 0.7688 0.2089 0.9811 0.9899 0.5968 0.8999 0.0647 0.9384 nan 0.9044 0.0 0.4236 nan 0.8935 0.6368 0.2078 0.8562 0.9822 0.5699 0.5887 0.0607 0.8673 0.0 0.6487
0.0536 11.86 1660 0.1889 0.5271 0.7351 0.9586 0.9567 0.9586 nan 0.7943 nan 0.9618 0.7502 0.2350 0.9801 0.9911 0.6077 0.8713 0.0740 0.9129 nan 0.9080 0.0 0.4264 nan 0.8972 0.6320 0.2327 0.8573 0.9820 0.5757 0.6639 0.0691 0.8686 0.0 0.6480
0.0737 12.0 1680 0.1841 0.5331 0.7214 0.9591 0.9571 0.9591 nan 0.7813 nan 0.9567 0.7034 0.3268 0.9820 0.9920 0.6093 0.7264 0.0534 0.9243 nan 0.8795 0.0 0.4470 nan 0.8978 0.6115 0.3221 0.8568 0.9819 0.5743 0.6380 0.0518 0.8711 0.0 0.6782
0.108 12.14 1700 0.1763 0.5322 0.7202 0.9591 0.9572 0.9591 nan 0.7773 nan 0.9578 0.7362 0.3114 0.9828 0.9914 0.6018 0.7096 0.0489 0.9243 nan 0.8804 0.0 0.4503 nan 0.8976 0.6256 0.3081 0.8565 0.9822 0.5729 0.6303 0.0479 0.8704 0.0 0.6765
0.0687 12.29 1720 0.1843 0.5354 0.7149 0.9590 0.9572 0.9590 nan 0.7551 nan 0.9620 0.7318 0.2955 0.9849 0.9913 0.6057 0.6933 0.0755 0.9162 nan 0.8527 0.0 0.4865 nan 0.8980 0.6216 0.2925 0.8554 0.9819 0.5733 0.6197 0.0717 0.8699 0.0 0.6899
0.172 12.43 1740 0.1871 0.5306 0.7118 0.9589 0.9570 0.9589 nan 0.7587 nan 0.9553 0.7040 0.2450 0.9845 0.9918 0.6109 0.7122 0.0647 0.9256 nan 0.8768 0.0 0.4929 nan 0.8971 0.6076 0.2432 0.8548 0.9818 0.5738 0.6302 0.0620 0.8709 0.0 0.6835
0.0372 12.57 1760 0.1903 0.5255 0.7084 0.9591 0.9573 0.9591 nan 0.7597 nan 0.9588 0.7591 0.2464 0.9854 0.9898 0.6058 0.5902 0.0727 0.9261 nan 0.8984 0.0 0.4919 nan 0.8976 0.6378 0.2403 0.8540 0.9823 0.5732 0.5445 0.0686 0.8719 0.0 0.6697
0.064 12.71 1780 0.1862 0.5316 0.7163 0.9595 0.9575 0.9595 nan 0.7656 nan 0.9545 0.7551 0.2885 0.9833 0.9917 0.6102 0.6238 0.0758 0.9284 nan 0.9026 0.0 0.4961 nan 0.8975 0.6395 0.2820 0.8556 0.9825 0.5757 0.5715 0.0733 0.8722 0.0 0.6654
0.0509 12.86 1800 0.1905 0.5254 0.7113 0.9594 0.9574 0.9594 nan 0.7642 nan 0.9569 0.7918 0.2705 0.9850 0.9913 0.5996 0.5671 0.0696 0.9245 nan 0.9038 0.0 0.4820 nan 0.8975 0.6497 0.2643 0.8549 0.9827 0.5722 0.5254 0.0676 0.8720 0.0 0.6619
0.0535 13.0 1820 0.1879 0.5296 0.7377 0.9592 0.9572 0.9592 nan 0.7719 nan 0.9573 0.7868 0.3083 0.9829 0.9904 0.6028 0.8184 0.0684 0.9256 nan 0.9021 0.0 0.4738 nan 0.8968 0.6491 0.3021 0.8548 0.9827 0.5719 0.5557 0.0664 0.8711 0.0 0.6602
0.1704 13.14 1840 0.1896 0.5270 0.7349 0.9593 0.9573 0.9593 nan 0.7642 nan 0.9551 0.7636 0.2854 0.9829 0.9914 0.5982 0.8710 0.0559 0.9290 nan 0.8873 0.0 0.4942 nan 0.8975 0.6378 0.2822 0.8531 0.9826 0.5689 0.5329 0.0546 0.8722 0.0 0.6752
0.0337 13.29 1860 0.1888 0.5350 0.7358 0.9593 0.9573 0.9593 nan 0.7763 nan 0.9604 0.7543 0.2904 0.9836 0.9905 0.6066 0.8228 0.0788 0.9216 nan 0.9084 0.0 0.4906 nan 0.8978 0.6359 0.2870 0.8553 0.9825 0.5712 0.6353 0.0751 0.8720 0.0 0.6525
0.0598 13.43 1880 0.1862 0.5378 0.7311 0.9592 0.9572 0.9592 nan 0.7700 nan 0.9551 0.7367 0.3160 0.9848 0.9914 0.6077 0.7778 0.0761 0.9262 nan 0.8999 0.0 0.4963 nan 0.8968 0.6290 0.3121 0.8551 0.9823 0.5720 0.6438 0.0731 0.8714 0.0 0.6594
0.0543 13.57 1900 0.1777 0.5310 0.7236 0.9592 0.9572 0.9592 nan 0.7702 nan 0.9570 0.7543 0.2327 0.9801 0.9918 0.6077 0.7906 0.0611 0.9239 nan 0.8905 0.0 0.4936 nan 0.8968 0.6330 0.2309 0.8573 0.9824 0.5732 0.6366 0.0594 0.8709 0.0 0.6688
0.1649 13.71 1920 0.1830 0.5302 0.7181 0.9591 0.9572 0.9591 nan 0.7749 nan 0.9594 0.7293 0.2575 0.9846 0.9921 0.6001 0.7317 0.0574 0.9189 nan 0.8938 0.0 0.4759 nan 0.8971 0.6256 0.2550 0.8548 0.9824 0.5719 0.6386 0.0562 0.8707 0.0 0.6640
0.051 13.86 1940 0.1895 0.5307 0.7279 0.9588 0.9569 0.9588 nan 0.7783 nan 0.9530 0.7308 0.2663 0.9851 0.9907 0.6096 0.7884 0.0730 0.9301 nan 0.9017 0.0 0.4625 nan 0.8961 0.6243 0.2638 0.8531 0.9825 0.5727 0.6491 0.0703 0.8710 0.0 0.6540
0.0796 14.0 1960 0.1881 0.5299 0.7261 0.9590 0.9570 0.9590 nan 0.7763 nan 0.9573 0.7416 0.2513 0.9844 0.9916 0.6071 0.8030 0.0627 0.9211 nan 0.8908 0.0 0.4613 nan 0.8968 0.6276 0.2491 0.8542 0.9824 0.5734 0.6488 0.0606 0.8708 0.0 0.6637
0.0571 14.14 1980 0.1903 0.5310 0.7228 0.9590 0.9571 0.9590 nan 0.7754 nan 0.9557 0.7423 0.2426 0.9851 0.9908 0.6076 0.7664 0.0701 0.9272 nan 0.8874 0.0 0.4698 nan 0.8969 0.6280 0.2404 0.8541 0.9825 0.5727 0.6478 0.0671 0.8714 0.0 0.6718
0.0965 14.29 2000 0.1890 0.5311 0.7291 0.9590 0.9571 0.9590 nan 0.7785 nan 0.9557 0.7374 0.2705 0.9841 0.9915 0.6105 0.8095 0.0671 0.9246 nan 0.8905 0.0 0.4598 nan 0.8971 0.6268 0.2679 0.8548 0.9824 0.5739 0.6419 0.0647 0.8712 0.0 0.6640
0.0781 14.43 2020 0.1806 0.5320 0.7290 0.9592 0.9572 0.9592 nan 0.7752 nan 0.9569 0.7442 0.2698 0.9829 0.9919 0.6053 0.8162 0.0660 0.9230 nan 0.8871 0.0 0.4712 nan 0.8972 0.6308 0.2673 0.8557 0.9824 0.5735 0.6342 0.0641 0.8711 0.0 0.6682
0.0625 14.57 2040 0.1852 0.5321 0.7265 0.9593 0.9573 0.9593 nan 0.7666 nan 0.9577 0.7435 0.2507 0.9826 0.9909 0.6107 0.7996 0.0713 0.9253 nan 0.8927 0.0 0.4812 nan 0.8973 0.6299 0.2484 0.8556 0.9825 0.5740 0.6401 0.0687 0.8716 0.0 0.6683
0.0627 14.71 2060 0.1850 0.5271 0.7204 0.9592 0.9572 0.9592 nan 0.7686 nan 0.9563 0.7341 0.2154 0.9828 0.9918 0.6091 0.7934 0.0510 0.9252 nan 0.8966 0.0 0.4815 nan 0.8971 0.6240 0.2142 0.8556 0.9824 0.5746 0.6394 0.0500 0.8717 0.0 0.6623
0.0814 14.86 2080 0.1874 0.5309 0.7238 0.9592 0.9572 0.9592 nan 0.7710 nan 0.9556 0.7394 0.2437 0.9849 0.9917 0.6064 0.7751 0.0718 0.9251 nan 0.8967 0.0 0.4741 nan 0.8971 0.6281 0.2416 0.8543 0.9825 0.5741 0.6483 0.0696 0.8717 0.0 0.6606
0.0574 15.0 2100 0.1841 0.5314 0.7218 0.9593 0.9573 0.9593 nan 0.7654 nan 0.9576 0.7387 0.2407 0.9835 0.9917 0.6095 0.7820 0.0621 0.9230 nan 0.8854 0.0 0.4810 nan 0.8973 0.6272 0.2386 0.8552 0.9824 0.5743 0.6470 0.0603 0.8715 0.0 0.6733

Framework versions

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