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segformer-b1-finetuned-segments-greenhousev3-sep-23

Image Segmentation
PyTorch
segformer
vision
Generated from Trainer
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segformer-b1-finetuned-segments-greenhousev3-sep-23 / README.md
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metadata
license: other
base_model: nvidia/mit-b1
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
metrics:
  - recall
model-index:
  - name: segformer-b1-finetuned-segments-greenhousev3-sep-23
    results: []

segformer-b1-finetuned-segments-greenhousev3-sep-23

This model is a fine-tuned version of nvidia/mit-b1 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1597
  • Mean Iou: 0.4935
  • Mean Accuracy: 0.5586
  • Overall Accuracy: 0.9588
  • F1 Score: 0.9572
  • Recall: 0.9588
  • Accuracy Unlabeled: nan
  • Accuracy Object: 0.4024
  • Accuracy Road: nan
  • Accuracy Plant: 0.9535
  • Accuracy Iron: 0.7940
  • Accuracy Wood: 0.0
  • Accuracy Wall: 0.9003
  • Accuracy Raw Road: 0.9903
  • Accuracy Bottom Wall: 0.8851
  • Accuracy Roof: 0.7599
  • Accuracy Grass: 0.0
  • Accuracy Mulch: 0.9244
  • Accuracy Person: 0.0
  • Accuracy Tomato: 0.0931
  • Iou Unlabeled: nan
  • Iou Object: 0.3611
  • Iou Road: nan
  • Iou Plant: 0.8948
  • Iou Iron: 0.6336
  • Iou Wood: 0.0
  • Iou Wall: 0.8675
  • Iou Raw Road: 0.9818
  • Iou Bottom Wall: 0.7132
  • Iou Roof: 0.5201
  • Iou Grass: 0.0
  • Iou Mulch: 0.8571
  • Iou Person: 0.0
  • Iou Tomato: 0.0931

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
1.7068 0.14 20 1.9114 0.1735 0.2515 0.8241 0.8228 0.8241 nan 0.0 nan 0.9077 0.0001 0.0 0.3530 0.8953 0.0 0.0 0.0 0.8617 0.0 0.0 0.0 0.0 0.0 0.7834 0.0001 0.0 0.3333 0.8856 0.0 0.0 0.0 0.4260 0.0 0.0
1.0565 0.29 40 1.0070 0.2182 0.2796 0.8760 0.8745 0.8760 nan 0.0 nan 0.9284 0.0000 0.0 0.6187 0.9511 0.0 0.0 0.0 0.8567 0.0 0.0 nan 0.0 0.0 0.8118 0.0000 0.0 0.5509 0.9416 0.0 0.0 0.0 0.5322 0.0 0.0
1.1966 0.43 60 0.7817 0.2680 0.3121 0.9069 0.9054 0.9069 nan 0.0 nan 0.9500 0.0003 0.0 0.9521 0.9633 0.0581 0.0 0.0 0.8219 0.0 0.0 nan 0.0 nan 0.8229 0.0003 0.0 0.6960 0.9502 0.0570 0.0 0.0 0.6892 0.0 0.0
0.6843 0.57 80 0.6587 0.2711 0.3147 0.9128 0.9113 0.9128 nan 0.0 nan 0.9246 0.0 0.0 0.9616 0.9752 0.0525 0.0 0.0 0.8623 0.0 0.0 nan 0.0 nan 0.8370 0.0 0.0 0.6928 0.9567 0.0519 0.0 0.0 0.7149 0.0 0.0
0.6619 0.71 100 0.6456 0.2732 0.3142 0.9154 0.9139 0.9154 nan 0.0 nan 0.9457 0.0 0.0 0.9385 0.9745 0.0533 0.0 0.0 0.8587 0.0 0.0 nan 0.0 nan 0.8491 0.0 0.0 0.7033 0.9562 0.0529 0.0 0.0 0.7166 0.0 0.0
0.8047 0.86 120 0.5774 0.2788 0.3245 0.9169 0.9154 0.9169 nan 0.0 nan 0.9178 0.0 0.0 0.9732 0.9658 0.1038 0.0 0.0 0.9340 0.0 0.0 nan 0.0 nan 0.8572 0.0 0.0 0.7017 0.9579 0.0985 0.0 0.0 0.7304 0.0 0.0
0.7346 1.0 140 0.4795 0.2806 0.3199 0.9239 0.9224 0.9239 nan 0.0 nan 0.9638 0.0 0.0 0.9607 0.9783 0.0750 0.0 0.0 0.8614 0.0 0.0 nan 0.0 nan 0.8576 0.0 0.0 0.6969 0.9662 0.0732 0.0 0.0 0.7736 0.0 0.0
0.6979 1.14 160 0.4546 0.3058 0.3599 0.9234 0.9219 0.9234 nan 0.0 nan 0.9642 0.0 0.0 0.7884 0.9701 0.7135 0.0 0.0 0.8827 0.0 0.0 nan 0.0 nan 0.8627 0.0 0.0 0.6906 0.9624 0.3790 0.0 0.0 0.7746 0.0 0.0
0.3592 1.29 180 0.4140 0.3068 0.3570 0.9263 0.9248 0.9263 nan 0.0 nan 0.9626 0.0 0.0 0.8151 0.9728 0.6385 0.0 0.0 0.8947 0.0 0.0 nan 0.0 nan 0.8679 0.0 0.0 0.7112 0.9662 0.3604 0.0 0.0 0.7761 0.0 0.0
0.392 1.43 200 0.3753 0.3037 0.3585 0.9251 0.9236 0.9251 nan 0.0 nan 0.9627 0.0 0.0 0.7517 0.9763 0.7199 0.0 0.0 0.8915 0.0 0.0 nan 0.0 nan 0.8720 0.0 0.0 0.6653 0.9688 0.3521 0.0 0.0 0.7862 0.0 0.0
0.2577 1.57 220 0.3416 0.3267 0.3757 0.9379 0.9364 0.9379 nan 0.0 nan 0.9630 0.0 0.0 0.8695 0.9834 0.8060 0.0 0.0 0.8861 0.0 0.0 nan 0.0 nan 0.8790 0.0 0.0 0.7722 0.9723 0.4894 0.0 0.0 0.8077 0.0 0.0
0.2839 1.71 240 0.3134 0.3236 0.3645 0.9384 0.9368 0.9384 nan 0.0 nan 0.9496 0.0 0.0 0.9726 0.9786 0.5534 0.0 0.0 0.9202 0.0 0.0 nan 0.0 nan 0.8814 0.0 0.0 0.7707 0.9711 0.4503 0.0 0.0 0.8097 0.0 0.0
0.2286 1.86 260 0.2998 0.3254 0.3672 0.9399 0.9384 0.9399 nan 0.0 nan 0.9389 0.0 0.0 0.9682 0.9838 0.5888 0.0 0.0 0.9272 0.0 0.0 nan 0.0 nan 0.8842 0.0 0.0 0.7854 0.9728 0.4498 0.0 0.0 0.8128 0.0 0.0
0.287 2.0 280 0.2714 0.3297 0.3785 0.9401 0.9385 0.9401 nan 0.0 nan 0.9403 0.0001 0.0 0.8842 0.9841 0.7971 0.0 0.0 0.9365 0.0 0.0 nan 0.0 nan 0.8829 0.0001 0.0 0.7911 0.9744 0.4961 0.0 0.0 0.8116 0.0 0.0
0.1879 2.14 300 0.2660 0.3328 0.3684 0.9438 0.9422 0.9438 nan 0.0 nan 0.9458 0.0068 0.0 0.9676 0.9886 0.5868 0.0 0.0 0.9247 0.0 0.0 nan 0.0 nan 0.8840 0.0068 0.0 0.7986 0.9754 0.5019 0.0 0.0 0.8265 0.0 0.0
0.1907 2.29 320 0.2585 0.3369 0.3898 0.9431 0.9416 0.9431 nan 0.0 nan 0.9444 0.0098 0.0 0.8806 0.9856 0.9296 0.0 0.0 0.9271 0.0 0.0 nan 0.0 nan 0.8857 0.0098 0.0 0.8014 0.9757 0.5427 0.0 0.0 0.8277 0.0 0.0
0.2508 2.43 340 0.2580 0.3312 0.3824 0.9401 0.9385 0.9401 nan 0.0 nan 0.9654 0.0493 0.0 0.8419 0.9842 0.8481 0.0 0.0 0.8993 0.0 0.0 nan 0.0 nan 0.8836 0.0491 0.0 0.7603 0.9761 0.4786 0.0 0.0 0.8262 0.0 0.0
0.2966 2.57 360 0.2444 0.3045 0.3407 0.9372 0.9357 0.9372 nan 0.0 nan 0.9628 0.0283 0.0 0.9863 0.9892 0.2420 0.0 0.0 0.8804 0.0 0.0 nan 0.0 nan 0.8869 0.0282 0.0 0.7170 0.9767 0.2229 0.0 0.0 0.8226 0.0 0.0
0.7831 2.71 380 0.2644 0.3228 0.3855 0.9319 0.9304 0.9319 nan 0.0 nan 0.9559 0.1710 0.0 0.6594 0.9865 0.9382 0.0 0.0 0.9156 0.0 0.0 nan 0.0 nan 0.8897 0.1644 0.0 0.6163 0.9767 0.3965 0.0 0.0 0.8294 0.0 0.0
0.2107 2.86 400 0.2218 0.3581 0.3982 0.9463 0.9447 0.9463 nan 0.0 nan 0.9553 0.2642 0.0 0.9037 0.9877 0.7503 0.0 0.0 0.9170 0.0 0.0 nan 0.0 nan 0.8867 0.2471 0.0 0.7955 0.9776 0.5616 0.0 0.0 0.8286 0.0 0.0
0.121 3.0 420 0.2124 0.3483 0.3960 0.9449 0.9433 0.9449 nan 0.0 nan 0.955 0.1629 0.0 0.8745 0.9901 0.8669 0.0 0.0 0.9020 0.0 0.0 nan 0.0 nan 0.8883 0.1575 0.0 0.7918 0.9769 0.5319 0.0 0.0 0.8333 0.0 0.0
0.4441 3.14 440 0.2052 0.3781 0.4163 0.9506 0.9491 0.9506 nan 0.0 nan 0.9633 0.3664 0.0 0.9261 0.9852 0.8421 0.0 0.0 0.9121 0.0 0.0 nan 0.0 nan 0.8859 0.3240 0.0 0.8503 0.9764 0.6635 0.0 0.0 0.8374 0.0 0.0
0.1234 3.29 460 0.2051 0.3648 0.4113 0.9481 0.9466 0.9481 nan 0.0 nan 0.9540 0.2939 0.0 0.8976 0.9890 0.8941 0.0 0.0 0.9066 0.0 0.0 nan 0.0 nan 0.8897 0.2712 0.0 0.8204 0.9774 0.5831 0.0 0.0 0.8355 0.0 0.0
0.118 3.43 480 0.1972 0.3647 0.3996 0.9486 0.9470 0.9486 nan 0.0 nan 0.9559 0.3642 0.0 0.9475 0.9902 0.6257 0.0 0.0 0.9117 0.0 0.0 nan 0.0 nan 0.8912 0.3299 0.0 0.8035 0.9774 0.5351 0.0 0.0 0.8395 0.0 0.0
0.2892 3.57 500 0.2113 0.3669 0.4210 0.9473 0.9457 0.9473 nan 0.0 nan 0.9496 0.3868 0.0 0.8413 0.9880 0.9625 0.0 0.0 0.9237 0.0 0.0 nan 0.0 nan 0.8918 0.3327 0.0 0.7976 0.9781 0.5633 0.0 0.0 0.8398 0.0 0.0
0.1092 3.71 520 0.1957 0.3741 0.4182 0.9508 0.9492 0.9508 nan 0.0 nan 0.9588 0.3413 0.0 0.9148 0.9875 0.9055 0.0 0.0 0.9104 0.0 0.0 nan 0.0 nan 0.8927 0.3121 0.0 0.8375 0.9780 0.6290 0.0 0.0 0.8395 0.0 0.0
0.4433 3.86 540 0.1977 0.3813 0.4270 0.9515 0.9499 0.9515 nan 0.0 nan 0.9470 0.4228 0.0 0.9093 0.9870 0.9251 0.0 0.0 0.9329 0.0 0.0 nan 0.0 nan 0.8914 0.3769 0.0 0.8470 0.9784 0.6440 0.0 0.0 0.8377 0.0 0.0
0.1103 4.0 560 0.1926 0.3920 0.4362 0.9531 0.9515 0.9531 nan 0.0 nan 0.9530 0.5607 0.0 0.9085 0.9893 0.9057 0.0 0.0 0.9168 0.0 0.0 nan 0.0 nan 0.8903 0.4774 0.0 0.8469 0.9789 0.6663 0.0 0.0 0.8446 0.0 0.0
0.1849 4.14 580 0.1873 0.3827 0.4263 0.9513 0.9497 0.9513 nan 0.0 nan 0.9499 0.4656 0.0 0.9142 0.9870 0.8703 0.0 0.0 0.9282 0.0 0.0 nan 0.0 nan 0.8882 0.4183 0.0 0.8333 0.9788 0.6310 0.0 0.0 0.8431 0.0 0.0
0.4098 4.29 600 0.1879 0.3913 0.4353 0.9529 0.9513 0.9529 nan 0.0 nan 0.9608 0.5469 0.0 0.9107 0.9876 0.9105 0.0 0.0 0.9067 0.0 0.0 nan 0.0 nan 0.8925 0.4699 0.0 0.8418 0.9774 0.6683 0.0 0.0 0.8453 0.0 0.0
0.1571 4.43 620 0.1888 0.3834 0.4255 0.9514 0.9499 0.9514 nan 0.0 nan 0.9492 0.4750 0.0 0.9111 0.9931 0.8724 0.0 0.0 0.9054 0.0 0.0 nan 0.0 nan 0.8936 0.4166 0.0 0.8375 0.9748 0.6329 0.0 0.0 0.8451 0.0 0.0
0.1006 4.57 640 0.1921 0.3830 0.4312 0.9517 0.9501 0.9517 nan 0.0 nan 0.9534 0.4537 0.0 0.8942 0.9868 0.9640 0.0 0.0 0.9228 0.0 0.0 nan 0.0 nan 0.8916 0.3990 0.0 0.8421 0.9776 0.6382 0.0 0.0 0.8471 0.0 0.0
0.1224 4.71 660 0.1860 0.3931 0.4339 0.9528 0.9512 0.9528 nan 0.0 nan 0.9635 0.5783 0.0 0.9208 0.9907 0.8675 0.0 0.0 0.8864 0.0 0.0 nan 0.0 nan 0.8908 0.4967 0.0 0.8392 0.9780 0.6732 0.0 0.0 0.8394 0.0 0.0
0.1059 4.86 680 0.1877 0.3986 0.4433 0.9538 0.9523 0.9538 nan 0.0 nan 0.9405 0.6260 0.0 0.9148 0.9892 0.9119 0.0 0.0 0.9368 0.0 0.0 nan 0.0 nan 0.8883 0.5318 0.0 0.8526 0.9798 0.6879 0.0 0.0 0.8431 0.0 0.0
0.0831 5.0 700 0.1811 0.3918 0.4336 0.9532 0.9516 0.9532 nan 0.0 nan 0.9576 0.5426 0.0 0.9191 0.9879 0.8807 0.0 0.0 0.9150 0.0 0.0 nan 0.0 nan 0.8883 0.4846 0.0 0.8465 0.9799 0.6556 0.0 0.0 0.8463 0.0 0.0
0.1175 5.14 720 0.1795 0.4013 0.4477 0.9546 0.9530 0.9546 nan 0.0 nan 0.9547 0.7383 0.0 0.9052 0.9901 0.8693 0.0 0.0 0.9147 0.0 0.0 nan 0.0 nan 0.8918 0.5727 0.0 0.8471 0.9802 0.6771 0.0 0.0 0.8470 0.0 0.0
0.9127 5.29 740 0.1838 0.4007 0.4455 0.9545 0.9530 0.9545 nan 0.0 nan 0.9540 0.6621 0.0 0.9155 0.9886 0.9099 0.0 0.0 0.9162 0.0 0.0 nan 0.0 nan 0.8905 0.5619 0.0 0.8539 0.9800 0.6757 0.0 0.0 0.8466 0.0 0.0
0.1136 5.43 760 0.1827 0.4014 0.4493 0.9544 0.9528 0.9544 nan 0.0 nan 0.9509 0.7678 0.0 0.8970 0.9898 0.8579 0.0026 0.0 0.9251 0.0 0.0002 nan 0.0 nan 0.8914 0.5790 0.0 0.8438 0.9804 0.6724 0.0026 0.0 0.8469 0.0 0.0002
0.0983 5.57 780 0.1758 0.4027 0.4484 0.9554 0.9538 0.9554 nan 0.0 nan 0.9566 0.7098 0.0 0.9026 0.9897 0.9051 0.0003 0.0 0.9172 0.0 0.0 nan 0.0 nan 0.8939 0.5596 0.0 0.8518 0.9803 0.6984 0.0003 0.0 0.8479 0.0 0.0
0.1405 5.71 800 0.1827 0.3970 0.4439 0.9540 0.9524 0.9540 nan 0.0 nan 0.9579 0.6841 0.0 0.8965 0.9890 0.8835 0.0005 0.0 0.9151 0.0 0.0 nan 0.0 nan 0.8923 0.5283 0.0 0.8435 0.9798 0.6729 0.0005 0.0 0.8468 0.0 0.0
0.2309 5.86 820 0.1810 0.3998 0.4424 0.9545 0.9529 0.9545 nan 0.0 nan 0.9488 0.6788 0.0 0.9130 0.9921 0.8570 0.0001 0.0 0.9193 0.0 0.0 nan 0.0 nan 0.8908 0.5532 0.0 0.8500 0.9796 0.6762 0.0001 0.0 0.8472 0.0 0.0
0.0797 6.0 840 0.1857 0.4003 0.4463 0.9539 0.9523 0.9539 nan 0.0 nan 0.9633 0.6793 0.0 0.9033 0.9874 0.9172 0.0028 0.0 0.9027 0.0 0.0 nan 0.0 nan 0.8892 0.5559 0.0 0.8519 0.9797 0.6817 0.0028 0.0 0.8421 0.0 0.0
0.1045 6.14 860 0.1788 0.4055 0.4497 0.9556 0.9540 0.9556 nan 0.0 nan 0.9535 0.7273 0.0 0.9069 0.9902 0.8916 0.0043 0.0 0.9211 0.0 0.0012 nan 0.0 nan 0.8921 0.5842 0.0 0.8553 0.9805 0.6996 0.0043 0.0 0.8484 0.0 0.0012
0.3298 6.29 880 0.1736 0.4039 0.4455 0.9555 0.9539 0.9555 nan 0.0 nan 0.9574 0.7145 0.0 0.9216 0.9896 0.8473 0.0 0.0 0.9155 0.0 0.0 nan 0.0 nan 0.8918 0.5810 0.0 0.8530 0.9807 0.6926 0.0 0.0 0.8483 0.0 0.0
0.1343 6.43 900 0.1829 0.4063 0.4514 0.9556 0.9540 0.9556 nan 0.0 nan 0.9567 0.7286 0.0 0.9095 0.9891 0.9190 0.0 0.0 0.9140 0.0 0.0002 nan 0.0 nan 0.8916 0.5962 0.0 0.8568 0.9806 0.7026 0.0 0.0 0.8470 0.0 0.0002
0.0934 6.57 920 0.1798 0.4077 0.4571 0.9548 0.9533 0.9548 nan 0.0 nan 0.9565 0.8102 0.0 0.8938 0.9871 0.8693 0.0388 0.0 0.9250 0.0 0.0046 nan 0.0 nan 0.8909 0.5856 0.0 0.8481 0.9804 0.6966 0.0385 0.0 0.8476 0.0 0.0046
0.132 6.71 940 0.1735 0.4049 0.4464 0.9555 0.9540 0.9555 nan 0.0 nan 0.9503 0.6646 0.0 0.9168 0.9926 0.8924 0.0240 0.0 0.9158 0.0 0.0 nan 0.0 nan 0.8911 0.5562 0.0 0.8563 0.9801 0.7008 0.0239 0.0 0.8500 0.0 0.0
0.2263 6.86 960 0.1758 0.4154 0.4586 0.9555 0.9539 0.9555 nan 0.0 nan 0.9508 0.6794 0.0 0.9114 0.9906 0.8817 0.1656 0.0 0.9239 0.0 0.0 nan 0.0 nan 0.8903 0.5590 0.0 0.8566 0.9806 0.6825 0.1632 0.0 0.8521 0.0 0.0
0.1023 7.0 980 0.1748 0.4365 0.4823 0.9566 0.9550 0.9566 nan 0.0 nan 0.9619 0.7301 0.0 0.9087 0.9892 0.8994 0.3900 0.0 0.9085 0.0 0.0 nan 0.0 nan 0.8916 0.5952 0.0 0.8637 0.9811 0.7035 0.3532 0.0 0.8493 0.0 0.0
0.0589 7.14 1000 0.1747 0.4384 0.4890 0.9565 0.9550 0.9565 nan 0.0 nan 0.9467 0.7324 0.0 0.9074 0.9894 0.9022 0.4552 0.0 0.9344 0.0 0.0 nan 0.0 nan 0.8923 0.5984 0.0 0.8627 0.9810 0.7060 0.3721 0.0 0.8488 0.0 0.0
0.3476 7.29 1020 0.1766 0.4247 0.4733 0.9558 0.9542 0.9558 nan 0.0068 nan 0.9471 0.7570 0.0 0.8906 0.9914 0.9206 0.2371 0.0 0.9272 0.0 0.0022 nan 0.0068 nan 0.8910 0.5899 0.0 0.8518 0.9810 0.6921 0.2294 0.0 0.8525 0.0 0.0022
0.5283 7.43 1040 0.1698 0.4095 0.4536 0.9553 0.9537 0.9553 nan 0.0130 nan 0.9658 0.7658 0.0 0.9040 0.9913 0.9032 0.0068 0.0 0.8865 0.0 0.0063 nan 0.0130 nan 0.8886 0.6013 0.0 0.8571 0.9806 0.7177 0.0068 0.0 0.8419 0.0 0.0063
0.3578 7.57 1060 0.1688 0.4143 0.4585 0.9565 0.9549 0.9565 nan 0.0022 nan 0.9488 0.7091 0.0 0.9069 0.9895 0.9295 0.0817 0.0 0.9340 0.0 0.0000 nan 0.0022 nan 0.8932 0.5909 0.0 0.8621 0.9808 0.7114 0.0808 0.0 0.8502 0.0 0.0000
0.0797 7.71 1080 0.1749 0.4416 0.4880 0.9567 0.9552 0.9567 nan 0.0442 nan 0.9632 0.7645 0.0 0.8973 0.9904 0.9325 0.3074 0.0 0.8998 0.0 0.0564 nan 0.0441 nan 0.8944 0.6115 0.0 0.8622 0.9799 0.7114 0.2918 0.0 0.8475 0.0 0.0563
0.198 7.86 1100 0.1688 0.4347 0.4803 0.9570 0.9554 0.9570 nan 0.0493 nan 0.9525 0.7111 0.0 0.9060 0.9907 0.9416 0.2611 0.0 0.9198 0.0 0.0310 nan 0.0493 nan 0.8949 0.5898 0.0 0.8635 0.9802 0.7040 0.2510 0.0 0.8529 0.0 0.0310
0.0702 8.0 1120 0.1616 0.4425 0.4862 0.9572 0.9556 0.9572 nan 0.0631 nan 0.9450 0.7285 0.0 0.9181 0.9907 0.9036 0.3378 0.0 0.9325 0.0 0.0152 nan 0.0630 nan 0.8935 0.6050 0.0 0.8665 0.9794 0.7176 0.3170 0.0 0.8532 0.0 0.0152
0.0902 8.14 1140 0.1591 0.4417 0.4849 0.9577 0.9562 0.9577 nan 0.0419 nan 0.9613 0.7609 0.0 0.9123 0.9898 0.9058 0.3121 0.0 0.9107 0.0 0.0235 nan 0.0418 nan 0.8946 0.6172 0.0 0.8694 0.9804 0.7243 0.2976 0.0 0.8516 0.0 0.0235
0.0848 8.29 1160 0.1671 0.4454 0.4922 0.9570 0.9554 0.9570 nan 0.0379 nan 0.9423 0.7011 0.0 0.9128 0.9902 0.9308 0.4485 0.0 0.9374 0.0 0.0058 nan 0.0379 nan 0.8943 0.5889 0.0 0.8692 0.9789 0.7081 0.4080 0.0 0.8535 0.0 0.0058
0.0722 8.43 1180 0.1618 0.4482 0.5167 0.9566 0.9550 0.9566 nan 0.0469 nan 0.9638 0.6784 0.0 0.8937 0.9894 0.9139 0.8039 0.0 0.9057 0.0 0.0051 nan 0.0468 nan 0.8935 0.5769 0.0 0.8584 0.9804 0.7105 0.4555 0.0 0.8513 0.0 0.0051
0.1101 8.57 1200 0.1650 0.4453 0.4971 0.9577 0.9561 0.9577 nan 0.0027 nan 0.9532 0.7528 0.0 0.8955 0.9915 0.9207 0.5253 0.0 0.9233 0.0 0.0007 nan 0.0027 nan 0.8947 0.6085 0.0 0.8653 0.9812 0.7207 0.4175 0.0 0.8529 0.0 0.0007
0.0973 8.71 1220 0.1644 0.4490 0.5029 0.9573 0.9557 0.9573 nan 0.0779 nan 0.9507 0.8351 0.0 0.8951 0.9908 0.9130 0.4361 0.0 0.9219 0.0 0.0136 nan 0.0774 nan 0.8926 0.6162 0.0 0.8608 0.9814 0.7174 0.3746 0.0 0.8538 0.0 0.0136
0.1039 8.86 1240 0.1665 0.4446 0.4951 0.9573 0.9557 0.9573 nan 0.0227 nan 0.9604 0.7618 0.0 0.9035 0.9893 0.9160 0.4738 0.0 0.9115 0.0 0.0017 nan 0.0227 nan 0.8920 0.6130 0.0 0.8663 0.9815 0.7143 0.3926 0.0 0.8512 0.0 0.0017
0.0792 9.0 1260 0.1669 0.4567 0.5080 0.9577 0.9561 0.9577 nan 0.0916 nan 0.9590 0.7936 0.0 0.9025 0.9895 0.9132 0.5201 0.0 0.9130 0.0 0.0133 nan 0.0912 nan 0.8908 0.6335 0.0 0.8679 0.9817 0.7206 0.4284 0.0 0.8526 0.0 0.0133
0.0792 9.14 1280 0.1693 0.4344 0.4780 0.9572 0.9556 0.9572 nan 0.0 nan 0.9538 0.7097 0.0 0.9177 0.9877 0.9273 0.3042 0.0 0.9287 0.0 0.0071 nan 0.0 nan 0.8938 0.6037 0.0 0.8680 0.9810 0.7190 0.2908 0.0 0.8488 0.0 0.0071
0.0787 9.29 1300 0.1620 0.4540 0.5069 0.9572 0.9557 0.9572 nan 0.0421 nan 0.9482 0.7339 0.0 0.9076 0.9919 0.8666 0.6638 0.0 0.9281 0.0 0.0006 nan 0.0419 nan 0.8920 0.6029 0.0 0.8672 0.9810 0.7018 0.5086 0.0 0.8518 0.0 0.0006
0.0771 9.43 1320 0.1712 0.4768 0.5428 0.9574 0.9558 0.9574 nan 0.3190 nan 0.9601 0.7340 0.0 0.8929 0.9903 0.9208 0.7577 0.0 0.9063 0.0 0.0325 nan 0.2973 nan 0.8942 0.6028 0.0 0.8629 0.9804 0.7112 0.4877 0.0 0.8522 0.0 0.0325
0.0808 9.57 1340 0.1728 0.4734 0.5281 0.9578 0.9562 0.9578 nan 0.2930 nan 0.9539 0.7638 0.0 0.8984 0.9892 0.9335 0.5209 0.0 0.9225 0.0 0.0623 nan 0.2795 nan 0.8937 0.6132 0.0 0.8646 0.9810 0.7134 0.4179 0.0 0.8549 0.0 0.0623
0.1643 9.71 1360 0.1672 0.4657 0.5238 0.9579 0.9563 0.9579 nan 0.2256 nan 0.9523 0.7870 0.0 0.8968 0.9910 0.9035 0.5916 0.0 0.9227 0.0 0.0150 nan 0.2189 nan 0.8931 0.6216 0.0 0.8638 0.9813 0.7215 0.4180 0.0 0.8556 0.0 0.0150
0.6353 9.86 1380 0.1695 0.4622 0.5143 0.9577 0.9562 0.9577 nan 0.2124 nan 0.9606 0.7924 0.0 0.8932 0.9901 0.9256 0.4625 0.0 0.9100 0.0 0.0250 nan 0.2072 nan 0.8933 0.6165 0.0 0.8626 0.9816 0.7213 0.3853 0.0 0.8534 0.0 0.0250
0.1332 10.0 1400 0.1712 0.4832 0.5447 0.9579 0.9563 0.9579 nan 0.3034 nan 0.9493 0.8111 0.0 0.8882 0.9891 0.9280 0.6416 0.0 0.9320 0.0 0.0943 nan 0.2861 nan 0.8938 0.6142 0.0 0.8619 0.9813 0.7171 0.4938 0.0 0.8555 0.0 0.0942
0.694 10.14 1420 0.1686 0.4712 0.5406 0.9579 0.9563 0.9579 nan 0.2211 nan 0.9492 0.7362 0.0 0.8942 0.9902 0.9239 0.7909 0.0 0.9307 0.0 0.0501 nan 0.2129 nan 0.8942 0.6134 0.0 0.8624 0.9815 0.7228 0.4624 0.0 0.8550 0.0 0.0501
0.1005 10.29 1440 0.1677 0.4741 0.5353 0.9579 0.9564 0.9579 nan 0.2181 nan 0.9589 0.8116 0.0 0.8912 0.9897 0.9229 0.6682 0.0 0.9121 0.0 0.0512 nan 0.2094 nan 0.8935 0.6293 0.0 0.8639 0.9814 0.7229 0.4848 0.0 0.8531 0.0 0.0512
0.3182 10.43 1460 0.1648 0.4785 0.5334 0.9583 0.9567 0.9583 nan 0.2595 nan 0.9537 0.7487 0.0 0.9060 0.9908 0.9077 0.6331 0.0 0.9196 0.0 0.0816 nan 0.2467 nan 0.8942 0.6125 0.0 0.8675 0.9813 0.7181 0.4849 0.0 0.8551 0.0 0.0816
0.0818 10.57 1480 0.1653 0.4766 0.5381 0.9580 0.9564 0.9580 nan 0.2588 nan 0.9530 0.7726 0.0 0.8935 0.9905 0.8986 0.7058 0.0 0.9251 0.0 0.0594 nan 0.2470 nan 0.8942 0.6117 0.0 0.8635 0.9813 0.7142 0.4919 0.0 0.8554 0.0 0.0594
0.14 10.71 1500 0.1684 0.4819 0.5509 0.9582 0.9566 0.9582 nan 0.2843 nan 0.9530 0.7815 0.0 0.8871 0.9908 0.9298 0.7732 0.0 0.9210 0.0 0.0900 nan 0.2695 nan 0.8942 0.6275 0.0 0.8621 0.9816 0.7190 0.4829 0.0 0.8558 0.0 0.0899
2.1713 10.86 1520 0.1689 0.4898 0.5597 0.9585 0.9569 0.9585 nan 0.3787 nan 0.9590 0.7863 0.0 0.8949 0.9905 0.9114 0.7763 0.0 0.9095 0.0 0.1091 nan 0.3402 nan 0.8946 0.6316 0.0 0.8647 0.9819 0.7230 0.4789 0.0 0.8541 0.0 0.1090
0.2183 11.0 1540 0.1692 0.4890 0.5479 0.9584 0.9568 0.9584 nan 0.3785 nan 0.9535 0.7376 0.0 0.9100 0.9888 0.9097 0.6825 0.0 0.9247 0.0 0.0894 nan 0.3416 nan 0.8941 0.6113 0.0 0.8670 0.9815 0.7135 0.5139 0.0 0.8558 0.0 0.0893
0.0917 11.14 1560 0.1767 0.4973 0.5531 0.9585 0.9570 0.9585 nan 0.3842 nan 0.9533 0.7260 0.0 0.9028 0.9921 0.9368 0.6055 0.0 0.9123 0.0 0.2248 nan 0.3504 nan 0.8955 0.6079 0.0 0.8682 0.9810 0.7109 0.4777 0.0 0.8551 0.0 0.2205
0.0636 11.29 1580 0.1715 0.4841 0.5345 0.9586 0.9570 0.9586 nan 0.3237 nan 0.9554 0.7520 0.0 0.9069 0.9889 0.9346 0.4678 0.0 0.9225 0.0 0.1623 nan 0.3058 nan 0.8950 0.6222 0.0 0.8696 0.9815 0.7146 0.4025 0.0 0.8564 0.0 0.1612
0.1112 11.43 1600 0.1684 0.4906 0.5484 0.9588 0.9572 0.9588 nan 0.3242 nan 0.9557 0.7896 0.0 0.8975 0.9901 0.9219 0.6537 0.0 0.9191 0.0 0.1293 nan 0.3033 nan 0.8943 0.6281 0.0 0.8691 0.9817 0.7217 0.5035 0.0 0.8563 0.0 0.1291
0.0972 11.57 1620 0.1669 0.5035 0.5670 0.9591 0.9575 0.9591 nan 0.4028 nan 0.9499 0.8014 0.0 0.8976 0.9912 0.9180 0.7138 0.0 0.9242 0.0 0.2051 nan 0.3583 nan 0.8953 0.6364 0.0 0.8696 0.9815 0.7256 0.5169 0.0 0.8561 0.0 0.2022
0.2112 11.71 1640 0.1633 0.4952 0.5658 0.9585 0.9569 0.9585 nan 0.4332 nan 0.9555 0.7908 0.0 0.8945 0.9901 0.8802 0.7811 0.0 0.9219 0.0 0.1426 nan 0.3761 nan 0.8958 0.6318 0.0 0.8617 0.9816 0.7160 0.4821 0.0 0.8557 0.0 0.1421
0.0853 11.86 1660 0.1675 0.5075 0.5814 0.9589 0.9573 0.9589 nan 0.4450 nan 0.9527 0.7887 0.0 0.8908 0.9908 0.9096 0.7882 0.0 0.9222 0.0 0.2882 nan 0.3845 nan 0.8979 0.6330 0.0 0.8623 0.9811 0.7247 0.4738 0.0 0.8559 0.0 0.2765
0.0971 12.0 1680 0.1638 0.4867 0.5427 0.9586 0.9570 0.9586 nan 0.3256 nan 0.9527 0.7280 0.0 0.9093 0.9903 0.9067 0.6807 0.0 0.9244 0.0 0.0949 nan 0.3073 nan 0.8945 0.6079 0.0 0.8683 0.9816 0.7190 0.5110 0.0 0.8562 0.0 0.0949
0.104 12.14 1700 0.1708 0.4779 0.5390 0.9583 0.9567 0.9583 nan 0.2507 nan 0.9562 0.7614 0.0 0.8965 0.9905 0.9269 0.7290 0.0 0.9160 0.0 0.0408 nan 0.2415 nan 0.8934 0.6229 0.0 0.8679 0.9814 0.7197 0.5117 0.0 0.8555 0.0 0.0408
0.1286 12.29 1720 0.1694 0.4872 0.5507 0.9583 0.9568 0.9583 nan 0.3193 nan 0.9517 0.7436 0.0 0.9019 0.9893 0.9240 0.7432 0.0 0.9272 0.0 0.1083 nan 0.3025 nan 0.8936 0.6218 0.0 0.8672 0.9815 0.7194 0.4967 0.0 0.8555 0.0 0.1083
0.0712 12.43 1740 0.1721 0.5003 0.5802 0.9580 0.9564 0.9580 nan 0.4300 nan 0.9517 0.7718 0.0 0.8846 0.9898 0.9220 0.8101 0.0 0.9236 0.0 0.2787 nan 0.3832 nan 0.8957 0.6283 0.0 0.8535 0.9816 0.7160 0.4172 0.0 0.8561 0.0 0.2720
0.197 12.57 1760 0.1687 0.5139 0.5842 0.9590 0.9574 0.9590 nan 0.4264 nan 0.9502 0.7523 0.0 0.8990 0.9908 0.9186 0.7751 0.0 0.9244 0.0 0.3738 nan 0.3822 nan 0.8971 0.6215 0.0 0.8640 0.9816 0.7158 0.4934 0.0 0.8567 0.0 0.3545
0.0788 12.71 1780 0.1703 0.5025 0.5712 0.9588 0.9572 0.9588 nan 0.4052 nan 0.9559 0.7632 0.0 0.8930 0.9896 0.9252 0.7670 0.0 0.9210 0.0 0.2344 nan 0.3649 nan 0.8960 0.6274 0.0 0.8644 0.9818 0.7186 0.4902 0.0 0.8564 0.0 0.2303
0.0576 12.86 1800 0.1651 0.4948 0.5592 0.9589 0.9573 0.9589 nan 0.3756 nan 0.9530 0.7767 0.0 0.8989 0.9907 0.9041 0.7459 0.0 0.9235 0.0 0.1422 nan 0.3421 nan 0.8953 0.6285 0.0 0.8671 0.9819 0.7198 0.5038 0.0 0.8568 0.0 0.1420
0.4981 13.0 1820 0.1654 0.5011 0.5570 0.9592 0.9576 0.9592 nan 0.3964 nan 0.9487 0.7658 0.0 0.9088 0.9906 0.9156 0.6252 0.0 0.9288 0.0 0.2036 nan 0.3592 nan 0.8954 0.6256 0.0 0.8712 0.9817 0.7191 0.5028 0.0 0.8571 0.0 0.2015
0.0836 13.14 1840 0.1616 0.4860 0.5349 0.9589 0.9573 0.9589 nan 0.3586 nan 0.9563 0.7332 0.0 0.9146 0.9904 0.8988 0.5570 0.0 0.9190 0.0 0.0911 nan 0.3306 nan 0.8948 0.6161 0.0 0.8701 0.9819 0.7153 0.4751 0.0 0.8564 0.0 0.0911
2.2966 13.29 1860 0.1625 0.4898 0.5406 0.9592 0.9576 0.9592 nan 0.3665 nan 0.9543 0.7736 0.0 0.9071 0.9906 0.9103 0.5564 0.0 0.9229 0.0 0.1049 nan 0.3388 nan 0.8952 0.6326 0.0 0.8718 0.9819 0.7200 0.4749 0.0 0.8571 0.0 0.1049
0.1384 13.43 1880 0.1671 0.4986 0.5583 0.9590 0.9574 0.9590 nan 0.4039 nan 0.9500 0.7832 0.0 0.8936 0.9913 0.9325 0.6544 0.0 0.9256 0.0 0.1655 nan 0.3632 nan 0.8954 0.6308 0.0 0.8672 0.9817 0.7161 0.5058 0.0 0.8575 0.0 0.1652
0.2411 13.57 1900 0.1626 0.4930 0.5531 0.9588 0.9573 0.9588 nan 0.3949 nan 0.9517 0.7610 0.0 0.9016 0.9900 0.9139 0.6965 0.0 0.9281 0.0 0.1002 nan 0.3577 nan 0.8948 0.6281 0.0 0.8686 0.9817 0.7167 0.5110 0.0 0.8569 0.0 0.1002
0.0853 13.71 1920 0.1683 0.5024 0.5664 0.9589 0.9573 0.9589 nan 0.3947 nan 0.9529 0.7613 0.0 0.8987 0.9892 0.9331 0.7412 0.0 0.9256 0.0 0.1999 nan 0.3580 nan 0.8954 0.6295 0.0 0.8679 0.9816 0.7141 0.5266 0.0 0.8569 0.0 0.1983
0.0531 13.86 1940 0.1683 0.5003 0.5670 0.9588 0.9572 0.9588 nan 0.3945 nan 0.9570 0.7793 0.0 0.8921 0.9895 0.9326 0.7642 0.0 0.9184 0.0 0.1768 nan 0.3553 nan 0.8951 0.6345 0.0 0.8665 0.9817 0.7176 0.5204 0.0 0.8566 0.0 0.1762
0.0672 14.0 1960 0.1679 0.5015 0.5669 0.9590 0.9574 0.9590 nan 0.3913 nan 0.9552 0.7735 0.0 0.8938 0.9904 0.9339 0.7550 0.0 0.9182 0.0 0.1912 nan 0.3548 nan 0.8953 0.6322 0.0 0.8671 0.9818 0.7173 0.5219 0.0 0.8570 0.0 0.1902
0.0714 14.14 1980 0.1650 0.4979 0.5671 0.9589 0.9573 0.9589 nan 0.4079 nan 0.9556 0.7901 0.0 0.8935 0.9899 0.9183 0.7769 0.0 0.9200 0.0 0.1533 nan 0.3634 nan 0.8953 0.6374 0.0 0.8657 0.9818 0.7202 0.5007 0.0 0.8568 0.0 0.1532
0.0754 14.29 2000 0.1646 0.5051 0.5717 0.9592 0.9577 0.9592 nan 0.4391 nan 0.9545 0.7785 0.0 0.8977 0.9906 0.9257 0.7560 0.0 0.9189 0.0 0.1992 nan 0.3843 nan 0.8962 0.6359 0.0 0.8683 0.9818 0.7201 0.5200 0.0 0.8570 0.0 0.1977
0.0923 14.43 2020 0.1667 0.4990 0.5750 0.9585 0.9569 0.9585 nan 0.4396 nan 0.9490 0.8005 0.0 0.8826 0.9909 0.9246 0.7994 0.0 0.9283 0.0 0.1847 nan 0.3843 nan 0.8955 0.6348 0.0 0.8596 0.9818 0.7178 0.4732 0.0 0.8572 0.0 0.1838
0.2083 14.57 2040 0.1613 0.4910 0.5550 0.9588 0.9572 0.9588 nan 0.3514 nan 0.9523 0.7814 0.0 0.8960 0.9912 0.8950 0.7657 0.0 0.9247 0.0 0.1020 nan 0.3279 nan 0.8946 0.6298 0.0 0.8672 0.9817 0.7156 0.5163 0.0 0.8570 0.0 0.1020
0.0729 14.71 2060 0.1670 0.5042 0.5701 0.9591 0.9575 0.9591 nan 0.4128 nan 0.9509 0.7789 0.0 0.8968 0.9899 0.9308 0.7507 0.0 0.9272 0.0 0.2030 nan 0.3707 nan 0.8957 0.6354 0.0 0.8680 0.9818 0.7167 0.5232 0.0 0.8574 0.0 0.2012
0.1156 14.86 2080 0.1664 0.4946 0.5645 0.9586 0.9570 0.9586 nan 0.4007 nan 0.9559 0.7844 0.0 0.8896 0.9891 0.9211 0.7812 0.0 0.9233 0.0 0.1284 nan 0.3595 nan 0.8949 0.6351 0.0 0.8643 0.9817 0.7180 0.4967 0.0 0.8566 0.0 0.1283
0.2123 15.0 2100 0.1597 0.4935 0.5586 0.9588 0.9572 0.9588 nan 0.4024 nan 0.9535 0.7940 0.0 0.9003 0.9903 0.8851 0.7599 0.0 0.9244 0.0 0.0931 nan 0.3611 nan 0.8948 0.6336 0.0 0.8675 0.9818 0.7132 0.5201 0.0 0.8571 0.0 0.0931

Framework versions

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