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segformer-finetuned-riviera2

Image Segmentation
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segformer
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segformer-finetuned-riviera2

This model is a fine-tuned version of peldrak/segformer-finetuned-coasts-final on the peldrak/riviera_labeled_split2 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2172
  • Mean Iou: 0.5684
  • Mean Accuracy: 0.7041
  • Overall Accuracy: 0.9037
  • Accuracy Water: 0.9782
  • Accuracy Whitewater: 0.0031
  • Accuracy Sand: 0.9694
  • Accuracy Rocky Terrain: 0.8474
  • Accuracy Agricultural: 0.8818
  • Accuracy Vegetation: 0.9453
  • Accuracy Road: 0.5085
  • Accuracy Development: 0.7910
  • Accuracy Other Natural Terrain: 0.4118
  • Accuracy Unknown: nan
  • Iou Water: 0.9541
  • Iou Whitewater: 0.0031
  • Iou Sand: 0.8472
  • Iou Rocky Terrain: 0.7939
  • Iou Agricultural: 0.7881
  • Iou Vegetation: 0.8610
  • Iou Road: 0.4506
  • Iou Development: 0.6761
  • Iou Other Natural Terrain: 0.3104
  • Iou Unknown: 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: 4
  • eval_batch_size: 4
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 30

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Water Accuracy Whitewater Accuracy Sand Accuracy Rocky Terrain Accuracy Agricultural Accuracy Vegetation Accuracy Road Accuracy Development Accuracy Other Natural Terrain Accuracy Unknown Iou Water Iou Whitewater Iou Sand Iou Rocky Terrain Iou Agricultural Iou Vegetation Iou Road Iou Development Iou Other Natural Terrain Iou Unknown
1.6151 0.24 20 1.4156 0.0850 0.1749 0.3514 0.9391 0.0113 0.0 0.1553 0.0248 0.1658 0.0035 0.1890 0.0857 nan 0.3854 0.0012 0.0 0.1345 0.0110 0.1615 0.0017 0.1034 0.0518 0.0
1.3149 0.49 40 1.0378 0.2239 0.3363 0.6043 0.9571 0.0318 0.2679 0.5472 0.0248 0.6780 0.0 0.4390 0.0811 nan 0.6123 0.0184 0.2520 0.5089 0.0141 0.5632 0.0 0.2247 0.0456 0.0
1.1554 0.73 60 0.7989 0.3289 0.4401 0.7722 0.9818 0.0 0.8295 0.6482 0.0581 0.9606 0.0008 0.4676 0.0146 nan 0.8261 0.0 0.7142 0.6253 0.0523 0.7241 0.0008 0.3334 0.0130 0.0
1.0181 0.98 80 0.6544 0.3592 0.4747 0.8043 0.9692 0.0 0.8957 0.7580 0.3678 0.9693 0.0001 0.3088 0.0032 nan 0.9121 0.0 0.6664 0.7171 0.2835 0.7605 0.0001 0.2489 0.0031 0.0
1.119 1.22 100 0.5360 0.3739 0.4880 0.8252 0.9764 0.0 0.9123 0.7932 0.5894 0.9776 0.0 0.1422 0.0008 nan 0.9300 0.0 0.7082 0.7339 0.4630 0.7700 0.0 0.1329 0.0008 0.0
0.8191 1.46 120 0.4732 0.4115 0.5270 0.8487 0.9860 0.0 0.8930 0.8134 0.7485 0.9750 0.0 0.3256 0.0019 nan 0.9360 0.0 0.7421 0.7490 0.6024 0.8003 0.0 0.2832 0.0018 0.0
0.7274 1.71 140 0.4744 0.4010 0.5172 0.8459 0.9847 0.0 0.8945 0.7845 0.7891 0.9754 0.0 0.2258 0.0011 nan 0.9485 0.0 0.7668 0.7512 0.5327 0.8076 0.0 0.2025 0.0011 0.0
0.3963 1.95 160 0.4212 0.4143 0.5289 0.8491 0.9835 0.0 0.9249 0.8669 0.6654 0.9796 0.0 0.3312 0.0084 nan 0.9514 0.0 0.7786 0.7736 0.5481 0.7861 0.0 0.2971 0.0082 0.0
0.8763 2.2 180 0.3832 0.4210 0.5390 0.8587 0.9798 0.0 0.9471 0.7914 0.9032 0.9688 0.0 0.2596 0.0012 nan 0.9483 0.0 0.8401 0.7517 0.6183 0.8151 0.0 0.2348 0.0012 0.0
0.868 2.44 200 0.3764 0.4061 0.5216 0.8472 0.9793 0.0 0.9666 0.8200 0.7151 0.9764 0.0 0.2267 0.0103 nan 0.9514 0.0 0.6926 0.7764 0.6398 0.7901 0.0 0.2007 0.0102 0.0
0.7492 2.68 220 0.3502 0.4267 0.5626 0.8629 0.9742 0.0 0.9717 0.8473 0.9721 0.9408 0.0 0.3376 0.0200 nan 0.9493 0.0 0.7071 0.7902 0.6701 0.8511 0.0 0.2796 0.0192 0.0
0.9957 2.93 240 0.3382 0.4572 0.5778 0.8688 0.9842 0.0 0.9534 0.8633 0.7888 0.9593 0.0 0.5910 0.0602 nan 0.9527 0.0 0.8231 0.8012 0.6499 0.8112 0.0 0.4790 0.0545 0.0
0.416 3.17 260 0.3426 0.4475 0.5700 0.8617 0.9725 0.0 0.9648 0.8810 0.7076 0.9640 0.0 0.5665 0.0738 nan 0.9499 0.0 0.7928 0.7900 0.6095 0.8113 0.0 0.4584 0.0628 0.0
0.3574 3.41 280 0.3294 0.4534 0.5701 0.8659 0.9835 0.0 0.9498 0.7931 0.7716 0.9674 0.0 0.6177 0.0481 nan 0.9441 0.0 0.8365 0.7578 0.6388 0.8089 0.0 0.5038 0.0438 0.0
0.2504 3.66 300 0.3045 0.4381 0.5590 0.8596 0.9787 0.0 0.9376 0.8223 0.8269 0.9575 0.0 0.4316 0.0765 nan 0.9492 0.0 0.7856 0.7767 0.6163 0.8214 0.0 0.3681 0.0637 0.0
0.3342 3.9 320 0.3037 0.4675 0.5986 0.8712 0.9712 0.0 0.9625 0.9100 0.7707 0.9492 0.0 0.7293 0.0942 nan 0.9492 0.0 0.8752 0.7814 0.6541 0.8159 0.0 0.5153 0.0836 0.0
0.7272 4.15 340 0.3025 0.4617 0.5795 0.8694 0.9742 0.0 0.9665 0.8396 0.7763 0.9678 0.0 0.6223 0.0689 nan 0.9486 0.0 0.8327 0.7980 0.6451 0.8157 0.0 0.5163 0.0605 0.0
0.452 4.39 360 0.2799 0.4589 0.5891 0.8688 0.9723 0.0 0.9796 0.8554 0.8382 0.9439 0.0 0.5294 0.1836 nan 0.9510 0.0 0.7637 0.7978 0.6793 0.8367 0.0 0.4202 0.1405 0.0
0.2372 4.63 380 0.2749 0.4642 0.5891 0.8765 0.9755 0.0 0.9684 0.8436 0.9190 0.9569 0.0 0.5282 0.1100 nan 0.9493 0.0 0.7809 0.7960 0.7737 0.8389 0.0 0.4060 0.0969 0.0
1.3141 4.88 400 0.2875 0.4723 0.6004 0.8726 0.9700 0.0 0.9573 0.8714 0.7878 0.9529 0.0 0.7587 0.1054 nan 0.9449 0.0 0.8715 0.7964 0.6752 0.8177 0.0 0.5243 0.0929 0.0
0.605 5.12 420 0.2752 0.4653 0.6031 0.8722 0.9752 0.0 0.9356 0.8359 0.9082 0.9332 0.0010 0.7404 0.0986 nan 0.9462 0.0 0.8710 0.7879 0.6188 0.8482 0.0010 0.4905 0.0892 0.0
0.3456 5.37 440 0.2907 0.4721 0.5955 0.8717 0.9761 0.0 0.9655 0.8499 0.7721 0.9535 0.0 0.6785 0.1641 nan 0.9531 0.0 0.8718 0.7986 0.6161 0.8207 0.0 0.5316 0.1291 0.0
0.4065 5.61 460 0.2588 0.4707 0.6035 0.8751 0.9735 0.0 0.9728 0.8768 0.8025 0.9485 0.0 0.5470 0.3100 nan 0.9528 0.0 0.7724 0.8075 0.6647 0.8490 0.0 0.4260 0.2346 0.0
0.5515 5.85 480 0.2509 0.4817 0.6075 0.8803 0.9607 0.0 0.9654 0.8643 0.8910 0.9597 0.0000 0.6962 0.1303 nan 0.9444 0.0 0.8502 0.7854 0.7400 0.8362 0.0000 0.5515 0.1096 0.0
0.7913 6.1 500 0.2392 0.4835 0.6074 0.8854 0.9772 0.0 0.9578 0.8821 0.9384 0.9594 0.0244 0.6102 0.1169 nan 0.9511 0.0 0.8279 0.8049 0.7936 0.8365 0.0244 0.4897 0.1072 0.0
0.3186 6.34 520 0.2556 0.4736 0.6009 0.8775 0.9769 0.0 0.9765 0.8601 0.9007 0.9478 0.0386 0.5438 0.1636 nan 0.9521 0.0 0.7805 0.8029 0.7483 0.8328 0.0385 0.4392 0.1420 0.0
0.2549 6.59 540 0.2342 0.5138 0.6555 0.8909 0.9748 0.0 0.9533 0.8514 0.8781 0.9276 0.0280 0.7772 0.5094 nan 0.9512 0.0 0.8886 0.7891 0.7547 0.8588 0.0279 0.5303 0.3371 0.0
0.3034 6.83 560 0.2574 0.4892 0.6058 0.8794 0.9819 0.0 0.9563 0.7993 0.7777 0.9666 0.0356 0.7305 0.2041 nan 0.9505 0.0 0.8925 0.7697 0.6993 0.8226 0.0355 0.5656 0.1561 0.0
0.2759 7.07 580 0.2417 0.5055 0.6355 0.8899 0.9735 0.0 0.9789 0.8397 0.9129 0.9483 0.0845 0.6354 0.3465 nan 0.9530 0.0 0.8171 0.7897 0.7572 0.8530 0.0840 0.5311 0.2698 0.0
0.4661 7.32 600 0.2272 0.5198 0.6647 0.8944 0.9787 0.0 0.9780 0.8505 0.8440 0.9286 0.0697 0.6809 0.6515 nan 0.9552 0.0 0.8088 0.7960 0.7438 0.8682 0.0691 0.5247 0.4328 0.0
0.1629 7.56 620 0.2331 0.5248 0.6639 0.8916 0.9782 0.0 0.9591 0.8574 0.8627 0.9262 0.1268 0.7364 0.5286 nan 0.9539 0.0 0.8723 0.8011 0.6613 0.8493 0.1252 0.5734 0.4116 0.0
0.1212 7.8 640 0.2431 0.5138 0.6604 0.8841 0.9727 0.0 0.9811 0.8664 0.7576 0.9201 0.1052 0.7484 0.5919 nan 0.9543 0.0 0.8160 0.7970 0.6137 0.8406 0.1039 0.5809 0.4314 0.0
0.4444 8.05 660 0.2277 0.5174 0.6470 0.8938 0.9807 0.0 0.9616 0.8141 0.9088 0.9461 0.0907 0.7961 0.3247 nan 0.9518 0.0 0.8687 0.7832 0.7780 0.8490 0.0901 0.5943 0.2586 0.0
0.2176 8.29 680 0.2123 0.5327 0.6734 0.9001 0.9774 0.0 0.9701 0.8768 0.8724 0.9365 0.1111 0.8156 0.5004 nan 0.9541 0.0 0.8617 0.8040 0.7823 0.8657 0.1092 0.5785 0.3715 0.0
0.4515 8.54 700 0.2545 0.5198 0.6586 0.8886 0.9852 0.0 0.9652 0.8208 0.9443 0.9214 0.2593 0.7064 0.3252 nan 0.9517 0.0 0.8370 0.7896 0.6680 0.8531 0.2441 0.5716 0.2833 0.0
0.2276 8.78 720 0.2427 0.5161 0.6488 0.8869 0.9730 0.0 0.9757 0.8662 0.8668 0.9466 0.2834 0.7261 0.2011 nan 0.9521 0.0 0.8300 0.8106 0.7177 0.8432 0.2632 0.5765 0.1681 0.0
0.1664 9.02 740 0.2403 0.5174 0.6477 0.8924 0.9731 0.0 0.9722 0.8425 0.8760 0.9551 0.1686 0.7817 0.2597 nan 0.9516 0.0 0.8776 0.7910 0.7536 0.8527 0.1648 0.5767 0.2062 0.0
0.1256 9.27 760 0.2232 0.5293 0.6719 0.8913 0.9753 0.0 0.9694 0.8536 0.8344 0.9224 0.1563 0.7175 0.6187 nan 0.9520 0.0 0.8567 0.7925 0.7405 0.8617 0.1530 0.5946 0.3420 0.0
0.336 9.51 780 0.2125 0.5451 0.6873 0.9017 0.9794 0.0 0.9741 0.8796 0.8795 0.9323 0.2422 0.7836 0.5153 nan 0.9522 0.0 0.8579 0.7945 0.7699 0.8705 0.2256 0.5934 0.3870 0.0
0.2018 9.76 800 0.2224 0.5404 0.6681 0.8984 0.9822 0.0 0.9652 0.8555 0.8950 0.9519 0.3185 0.7221 0.3220 nan 0.9531 0.0 0.8535 0.8067 0.7567 0.8584 0.2949 0.6183 0.2621 0.0
0.1682 10.0 820 0.2187 0.5320 0.6820 0.8924 0.9718 0.0 0.9814 0.8696 0.8334 0.9177 0.1967 0.8444 0.5228 nan 0.9521 0.0 0.8742 0.7917 0.7417 0.8515 0.1852 0.5529 0.3707 0.0
0.176 10.24 840 0.2228 0.5335 0.6621 0.8964 0.9811 0.0 0.9741 0.8623 0.8578 0.9513 0.2482 0.7291 0.3547 nan 0.9553 0.0 0.8520 0.8082 0.7474 0.8587 0.2369 0.6102 0.2662 0.0
0.4021 10.49 860 0.2221 0.5370 0.6793 0.8973 0.9742 0.0 0.9634 0.8676 0.9133 0.9356 0.2970 0.7645 0.3982 nan 0.9533 0.0 0.8641 0.7969 0.7135 0.8725 0.2745 0.5827 0.3125 0.0
0.2189 10.73 880 0.2594 0.5157 0.6489 0.8857 0.9846 0.0 0.9684 0.8699 0.7198 0.9467 0.2024 0.8028 0.3458 nan 0.9562 0.0 0.8654 0.8160 0.6462 0.8367 0.1928 0.5791 0.2648 0.0
0.218 10.98 900 0.2445 0.5208 0.6623 0.8853 0.9734 0.0 0.9834 0.8650 0.7271 0.9380 0.2457 0.7985 0.4296 nan 0.9561 0.0 0.8233 0.8043 0.6560 0.8406 0.2276 0.5827 0.3177 0.0
0.3402 11.22 920 0.2789 0.5181 0.6438 0.8821 0.9728 0.0 0.9665 0.8725 0.6840 0.9599 0.2502 0.7863 0.3024 nan 0.9507 0.0 0.8598 0.8023 0.6413 0.8265 0.2387 0.6396 0.2225 0.0
0.2232 11.46 940 0.2219 0.5387 0.6810 0.8920 0.9705 0.0 0.9498 0.9055 0.7311 0.9404 0.2678 0.7632 0.6004 nan 0.9490 0.0 0.8674 0.7808 0.6552 0.8561 0.2553 0.6268 0.3965 0.0
0.1727 11.71 960 0.2741 0.5328 0.6593 0.8880 0.9812 0.0 0.9682 0.8166 0.7600 0.9648 0.4642 0.7672 0.2112 nan 0.9554 0.0 0.8701 0.7751 0.6763 0.8300 0.4070 0.6312 0.1824 0.0
0.3027 11.95 980 0.2126 0.5477 0.6784 0.9005 0.9774 0.0 0.9702 0.8705 0.8597 0.9570 0.3690 0.7887 0.3127 nan 0.9542 0.0 0.8645 0.8041 0.7646 0.8582 0.3354 0.6361 0.2600 0.0
0.2245 12.2 1000 0.2490 0.5254 0.6482 0.8899 0.9833 0.0 0.9638 0.8135 0.7925 0.9626 0.2752 0.8146 0.2286 nan 0.9548 0.0 0.8727 0.7852 0.7239 0.8352 0.2619 0.6371 0.1834 0.0
0.1551 12.44 1020 0.2332 0.5364 0.6875 0.8924 0.9766 0.0 0.9856 0.8760 0.8783 0.9118 0.3322 0.6270 0.5995 nan 0.9571 0.0 0.7598 0.8028 0.7604 0.8562 0.2982 0.5043 0.4247 0.0
0.3828 12.68 1040 0.2138 0.5437 0.6753 0.8979 0.9799 0.0 0.9477 0.8984 0.8723 0.9574 0.4473 0.6534 0.3209 nan 0.9542 0.0 0.8187 0.8072 0.7887 0.8580 0.3793 0.5674 0.2640 0.0
0.0929 12.93 1060 0.2544 0.5186 0.6501 0.8855 0.9783 0.0 0.9709 0.8634 0.7491 0.9542 0.3067 0.6526 0.3757 nan 0.9549 0.0 0.8048 0.8069 0.6771 0.8418 0.2878 0.5185 0.2948 0.0
0.2362 13.17 1080 0.2353 0.5278 0.6661 0.8877 0.9763 0.0 0.9807 0.8577 0.8281 0.9374 0.3786 0.6547 0.3816 nan 0.9531 0.0 0.7907 0.8045 0.7260 0.8447 0.3395 0.5196 0.3001 0.0
0.1954 13.41 1100 0.2073 0.5580 0.7009 0.9019 0.9762 0.0 0.9681 0.8902 0.8184 0.9348 0.3367 0.7731 0.6111 nan 0.9548 0.0 0.8642 0.8120 0.7373 0.8679 0.3120 0.6404 0.3918 0.0
0.2412 13.66 1120 0.2144 0.5520 0.6946 0.9022 0.9808 0.0 0.9764 0.8460 0.8418 0.9352 0.3048 0.7065 0.6605 nan 0.9554 0.0 0.8265 0.7963 0.7536 0.8773 0.2868 0.6078 0.4162 0.0
0.2167 13.9 1140 0.2111 0.5577 0.6947 0.9005 0.9753 0.0 0.9744 0.8242 0.8303 0.9442 0.3808 0.7631 0.5597 nan 0.9516 0.0 0.8487 0.7825 0.7616 0.8716 0.3440 0.6640 0.3534 0.0
0.0952 14.15 1160 0.2637 0.5279 0.6724 0.8863 0.9740 0.0 0.9860 0.8767 0.7933 0.9334 0.4219 0.5904 0.4754 nan 0.9531 0.0 0.7480 0.8056 0.7181 0.8535 0.3615 0.4894 0.3497 0.0
0.1032 14.39 1180 0.2484 0.5403 0.6730 0.8921 0.9769 0.0 0.9724 0.8537 0.7452 0.9591 0.4251 0.8313 0.2934 nan 0.9553 0.0 0.8613 0.7993 0.6934 0.8405 0.3786 0.6417 0.2331 0.0
0.2301 14.63 1200 0.2167 0.5450 0.6843 0.8969 0.9752 0.0 0.9785 0.8525 0.9088 0.9402 0.4511 0.6742 0.3782 nan 0.9534 0.0 0.8015 0.7952 0.7726 0.8610 0.3911 0.5705 0.3044 0.0
0.3602 14.88 1220 0.2154 0.5522 0.7015 0.8960 0.9738 0.0 0.9770 0.8642 0.7977 0.9202 0.3336 0.7938 0.6533 nan 0.9495 0.0 0.8433 0.7947 0.7288 0.8638 0.3085 0.6520 0.3817 0.0
0.1081 15.12 1240 0.2512 0.5321 0.6634 0.8872 0.9717 0.0 0.9707 0.8631 0.7590 0.9627 0.4839 0.6768 0.2828 nan 0.9508 0.0 0.8181 0.7973 0.6834 0.8401 0.4158 0.5872 0.2285 0.0
0.138 15.37 1260 0.1995 0.5660 0.7144 0.9028 0.9747 0.0 0.9687 0.8627 0.8566 0.9240 0.3978 0.8400 0.6048 nan 0.9511 0.0 0.8700 0.7965 0.7700 0.8698 0.3606 0.6542 0.3876 0.0
0.1254 15.61 1280 0.2302 0.5517 0.6866 0.8994 0.9652 0.0 0.9730 0.8691 0.9000 0.9510 0.4196 0.7253 0.3762 nan 0.9483 0.0 0.8413 0.7915 0.7688 0.8603 0.3770 0.6323 0.2976 0.0
0.0939 15.85 1300 0.2252 0.5506 0.6884 0.8930 0.9853 0.0 0.9585 0.8488 0.7720 0.9348 0.4332 0.7397 0.5235 nan 0.9494 0.0 0.8510 0.8047 0.6791 0.8478 0.3833 0.6327 0.3582 0.0
0.079 16.1 1320 0.2439 0.5381 0.6686 0.8888 0.9764 0.0 0.9686 0.8422 0.7464 0.9577 0.4522 0.6807 0.3930 nan 0.9544 0.0 0.8271 0.7930 0.6805 0.8475 0.3958 0.6125 0.2706 0.0
0.1409 16.34 1340 0.2244 0.5567 0.7105 0.8928 0.9660 0.0 0.9787 0.8779 0.7602 0.9191 0.4474 0.7951 0.6504 nan 0.9501 0.0 0.8409 0.7902 0.6957 0.8539 0.3926 0.6588 0.3851 0.0
0.3714 16.59 1360 0.2480 0.5451 0.6732 0.8965 0.9827 0.0 0.9692 0.8453 0.9122 0.9530 0.4942 0.7125 0.1900 nan 0.9553 0.0 0.8439 0.8058 0.7744 0.8417 0.4262 0.6336 0.1704 0.0
0.2288 16.83 1380 0.2100 0.5634 0.7029 0.9011 0.9767 0.0 0.9704 0.8758 0.8995 0.9382 0.5412 0.7601 0.3645 nan 0.9520 0.0 0.8497 0.8046 0.7688 0.8513 0.4448 0.6575 0.3057 0.0
0.2297 17.07 1400 0.2083 0.5629 0.7053 0.9023 0.9720 0.0 0.9721 0.8785 0.9438 0.9305 0.4819 0.7221 0.4466 nan 0.9514 0.0 0.8451 0.7942 0.7728 0.8596 0.4149 0.6409 0.3503 0.0
0.1961 17.32 1420 0.2102 0.5588 0.6962 0.9023 0.9768 0.0 0.9704 0.8353 0.8819 0.9435 0.4188 0.7559 0.4831 nan 0.9528 0.0 0.8311 0.7837 0.7888 0.8673 0.3779 0.6372 0.3493 0.0
0.1938 17.56 1440 0.2151 0.5554 0.6917 0.8999 0.9775 0.0 0.9638 0.8859 0.8447 0.9448 0.4199 0.8143 0.3742 nan 0.9525 0.0 0.8517 0.8075 0.7688 0.8574 0.3760 0.6574 0.2831 0.0
0.283 17.8 1460 0.2285 0.5502 0.6886 0.8971 0.9752 0.0 0.9658 0.8285 0.7796 0.9470 0.3540 0.8388 0.5087 nan 0.9553 0.0 0.8671 0.7779 0.7223 0.8636 0.3317 0.6615 0.3227 0.0
0.2744 18.05 1480 0.2301 0.5532 0.6929 0.8974 0.9741 0.0 0.9831 0.8644 0.7817 0.9473 0.4503 0.7601 0.4751 nan 0.9550 0.0 0.8186 0.7977 0.7268 0.8598 0.3918 0.6399 0.3421 0.0
0.0956 18.29 1500 0.2140 0.5637 0.7149 0.9026 0.9717 0.0 0.9813 0.8585 0.9085 0.9223 0.4672 0.7189 0.6055 nan 0.9535 0.0 0.8169 0.7947 0.7597 0.8727 0.3985 0.6146 0.4264 0.0
0.0477 18.54 1520 0.2209 0.5551 0.6878 0.8975 0.9692 0.0 0.9696 0.8742 0.8338 0.9573 0.5019 0.7648 0.3190 nan 0.9495 0.0 0.8549 0.7934 0.7518 0.8579 0.4426 0.6592 0.2416 0.0
0.3598 18.78 1540 0.2430 0.5330 0.6704 0.8890 0.9762 0.0 0.9813 0.8502 0.8685 0.9383 0.4623 0.5791 0.3782 nan 0.9527 0.0 0.7785 0.7953 0.7300 0.8520 0.4042 0.5312 0.2861 0.0
0.1007 19.02 1560 0.2182 0.5626 0.7106 0.8983 0.9772 0.0 0.9776 0.8621 0.8359 0.9232 0.4950 0.7717 0.5527 nan 0.9560 0.0 0.8457 0.7943 0.7189 0.8602 0.4321 0.6575 0.3613 0.0
0.1631 19.27 1580 0.2335 0.5543 0.6887 0.8983 0.9767 0.0 0.9741 0.8444 0.8350 0.9533 0.5018 0.6999 0.4135 nan 0.9555 0.0 0.8328 0.7923 0.7482 0.8629 0.4291 0.6299 0.2924 0.0
0.4344 19.51 1600 0.2087 0.5602 0.6987 0.9025 0.9797 0.0 0.9657 0.8446 0.8997 0.9404 0.4632 0.7297 0.4654 nan 0.9533 0.0 0.8205 0.7975 0.7871 0.8685 0.4160 0.6058 0.3531 0.0
0.0956 19.76 1620 0.2287 0.5574 0.6894 0.9007 0.9774 0.0 0.9667 0.8465 0.8975 0.9511 0.4834 0.8058 0.2760 nan 0.9546 0.0 0.8582 0.7967 0.7856 0.8517 0.4333 0.6646 0.2291 0.0
0.1634 20.0 1640 0.2126 0.5576 0.6997 0.9003 0.9725 0.0 0.9783 0.8538 0.8832 0.9374 0.4600 0.7096 0.5020 nan 0.9523 0.0 0.8042 0.7903 0.7842 0.8664 0.4073 0.5994 0.3719 0.0
0.1048 20.24 1660 0.2254 0.5588 0.6831 0.9017 0.9784 0.0 0.9590 0.8543 0.8564 0.9646 0.4542 0.7924 0.2885 nan 0.9534 0.0 0.8616 0.7995 0.7886 0.8552 0.4168 0.6842 0.2289 0.0
0.1636 20.49 1680 0.2063 0.5713 0.7097 0.9046 0.9746 0.0 0.9741 0.8597 0.8250 0.9483 0.5023 0.7629 0.5409 nan 0.9537 0.0 0.8468 0.7972 0.7660 0.8728 0.4351 0.6817 0.3597 0.0
0.0753 20.73 1700 0.2005 0.5738 0.7122 0.9053 0.9742 0.0 0.9762 0.8687 0.8586 0.9470 0.5485 0.7920 0.4442 nan 0.9536 0.0 0.8456 0.8049 0.7854 0.8662 0.4710 0.6828 0.3289 0.0
0.1346 20.98 1720 0.1977 0.5762 0.7246 0.9065 0.9759 0.0 0.9775 0.8651 0.8993 0.9239 0.5007 0.7995 0.5794 nan 0.9548 0.0 0.8379 0.7961 0.7913 0.8679 0.4392 0.6660 0.4089 0.0
0.1527 21.22 1740 0.2123 0.5662 0.7087 0.9025 0.9759 0.0002 0.9621 0.8524 0.9264 0.9353 0.5505 0.7677 0.4078 nan 0.9542 0.0002 0.8533 0.7906 0.7497 0.8610 0.4724 0.6514 0.3290 0.0
0.1149 21.46 1760 0.2262 0.5623 0.6926 0.9003 0.9734 0.0 0.9632 0.8380 0.8228 0.9623 0.5167 0.7898 0.3669 nan 0.9523 0.0 0.8536 0.7847 0.7638 0.8602 0.4552 0.6804 0.2725 0.0
0.3336 21.71 1780 0.2176 0.5647 0.7053 0.9023 0.9713 0.0003 0.9803 0.8546 0.8731 0.9426 0.4990 0.7902 0.4361 nan 0.9543 0.0003 0.8273 0.7953 0.7841 0.8632 0.4397 0.6565 0.3267 0.0
0.0924 21.95 1800 0.2271 0.5608 0.6933 0.9011 0.9834 0.0 0.9709 0.8338 0.8657 0.9472 0.4902 0.7430 0.4059 nan 0.9577 0.0 0.8354 0.7946 0.7788 0.8591 0.4359 0.6520 0.2945 0.0
0.256 22.2 1820 0.2140 0.5659 0.7010 0.9038 0.9820 0.0 0.9697 0.8401 0.9119 0.9435 0.5189 0.7867 0.3560 nan 0.9560 0.0 0.8462 0.7987 0.8078 0.8582 0.4515 0.6594 0.2817 0.0
0.202 22.44 1840 0.2358 0.5589 0.6907 0.9001 0.9766 0.0 0.9760 0.8359 0.8945 0.9526 0.5406 0.7420 0.2981 nan 0.9553 0.0 0.8391 0.7915 0.7924 0.8522 0.4572 0.6613 0.2397 0.0
0.1456 22.68 1860 0.2115 0.5669 0.7125 0.9016 0.9762 0.0 0.9801 0.8582 0.8871 0.9267 0.5130 0.8054 0.4657 nan 0.9556 0.0 0.8310 0.8008 0.7886 0.8585 0.4425 0.6588 0.3335 0.0
0.1198 22.93 1880 0.2233 0.5631 0.6997 0.9020 0.9745 0.0 0.9731 0.8563 0.9047 0.9484 0.5580 0.7858 0.2967 nan 0.9529 0.0 0.8405 0.8011 0.7914 0.8561 0.4715 0.6652 0.2520 0.0
0.0804 23.17 1900 0.2075 0.5719 0.7090 0.9047 0.9791 0.0 0.9686 0.8542 0.8664 0.9434 0.5174 0.7723 0.4800 nan 0.9552 0.0 0.8456 0.7995 0.7842 0.8636 0.4512 0.6765 0.3429 0.0
0.0779 23.41 1920 0.2217 0.5630 0.7025 0.9007 0.9736 0.0001 0.9774 0.8596 0.8837 0.9422 0.5470 0.7558 0.3832 nan 0.9544 0.0001 0.8258 0.7991 0.7705 0.8559 0.4602 0.6611 0.3032 0.0
0.1159 23.66 1940 0.2122 0.5690 0.7134 0.9030 0.9772 0.0002 0.9767 0.8574 0.8913 0.9275 0.4955 0.7959 0.4990 nan 0.9538 0.0002 0.8307 0.8004 0.7766 0.8612 0.4343 0.6650 0.3683 0.0
0.1 23.9 1960 0.1988 0.5762 0.7116 0.9078 0.9834 0.0 0.9523 0.8439 0.8919 0.9463 0.5231 0.8031 0.4608 nan 0.9543 0.0 0.8620 0.7983 0.7991 0.8662 0.4611 0.6719 0.3492 0.0
0.1052 24.15 1980 0.2147 0.5672 0.7012 0.9048 0.9778 0.0 0.9704 0.8441 0.8915 0.9499 0.5004 0.7622 0.4146 nan 0.9550 0.0 0.8396 0.7916 0.8009 0.8624 0.4403 0.6608 0.3219 0.0
0.1478 24.39 2000 0.2206 0.5638 0.6950 0.9040 0.9815 0.0 0.9657 0.8313 0.8904 0.9530 0.4869 0.7536 0.3929 nan 0.9557 0.0 0.8433 0.7884 0.7959 0.8606 0.4347 0.6515 0.3081 0.0
0.1752 24.63 2020 0.2048 0.5700 0.7085 0.9058 0.9793 0.0 0.9668 0.8566 0.9095 0.9430 0.5319 0.7519 0.4372 nan 0.9535 0.0 0.8458 0.7987 0.7801 0.8670 0.4597 0.6460 0.3492 0.0
0.0451 24.88 2040 0.2171 0.5666 0.7053 0.9025 0.9799 0.0 0.9748 0.8552 0.8761 0.9405 0.5371 0.7711 0.4131 nan 0.9545 0.0 0.8309 0.8008 0.7878 0.8586 0.4534 0.6644 0.3154 0.0
0.4243 25.12 2060 0.2341 0.5595 0.6916 0.8999 0.9746 0.0 0.9764 0.8444 0.8887 0.9491 0.4996 0.7703 0.3211 nan 0.9515 0.0 0.8327 0.7956 0.7984 0.8537 0.4397 0.6689 0.2545 0.0
0.0585 25.37 2080 0.2213 0.5660 0.7007 0.9033 0.9820 0.0 0.9652 0.8551 0.9015 0.9435 0.5187 0.7915 0.3485 nan 0.9542 0.0 0.8466 0.8024 0.7984 0.8564 0.4574 0.6699 0.2748 0.0
0.2001 25.61 2100 0.2246 0.5644 0.7026 0.9009 0.9783 0.0 0.9724 0.8691 0.8753 0.9397 0.5349 0.7871 0.3667 nan 0.9539 0.0 0.8358 0.8023 0.7863 0.8541 0.4617 0.6681 0.2817 0.0
0.0681 25.85 2120 0.2243 0.5653 0.7001 0.9033 0.9774 0.0071 0.9602 0.8607 0.8942 0.9492 0.5104 0.8085 0.3328 nan 0.9538 0.0071 0.8526 0.7975 0.7950 0.8573 0.4517 0.6706 0.2679 0.0
0.3011 26.1 2140 0.2142 0.5695 0.7099 0.9029 0.9755 0.0022 0.9730 0.8624 0.8863 0.9383 0.5417 0.7982 0.4115 nan 0.9541 0.0021 0.8424 0.8006 0.7913 0.8590 0.4633 0.6755 0.3067 0.0
0.1124 26.34 2160 0.2134 0.5678 0.7069 0.9014 0.9740 0.0097 0.9692 0.8475 0.8710 0.9399 0.5086 0.8119 0.4309 nan 0.9526 0.0097 0.8497 0.7935 0.7773 0.8598 0.4480 0.6745 0.3125 0.0
0.2631 26.59 2180 0.2171 0.5685 0.7043 0.9042 0.9764 0.0165 0.9626 0.8486 0.8985 0.9481 0.5077 0.8124 0.3682 nan 0.9540 0.0164 0.8554 0.7937 0.7880 0.8606 0.4499 0.6734 0.2935 0.0
0.0783 26.83 2200 0.2094 0.5699 0.7120 0.9031 0.9788 0.0 0.9649 0.8464 0.9089 0.9335 0.5525 0.8184 0.4045 nan 0.9525 0.0 0.8521 0.7966 0.7837 0.8604 0.4736 0.6675 0.3123 0.0
0.0412 27.07 2220 0.2115 0.5688 0.7096 0.9041 0.9772 0.0057 0.9679 0.8448 0.8925 0.9363 0.4727 0.8228 0.4667 nan 0.9545 0.0057 0.8544 0.7909 0.7903 0.8633 0.4230 0.6677 0.3380 0.0
0.096 27.32 2240 0.2224 0.5626 0.6939 0.9029 0.9788 0.0 0.9699 0.8440 0.8945 0.9502 0.4758 0.7877 0.3443 nan 0.9551 0.0 0.8461 0.7956 0.7958 0.8576 0.4303 0.6747 0.2704 0.0
0.1542 27.56 2260 0.2251 0.5646 0.6958 0.9027 0.9755 0.0040 0.9674 0.8465 0.9004 0.9548 0.5310 0.7762 0.3064 nan 0.9531 0.0040 0.8489 0.7935 0.7997 0.8566 0.4623 0.6790 0.2493 0.0
0.2322 27.8 2280 0.2243 0.5641 0.6943 0.9029 0.9739 0.0024 0.9733 0.8549 0.8847 0.9570 0.5096 0.7569 0.3360 nan 0.9533 0.0024 0.8427 0.7961 0.7998 0.8584 0.4475 0.6741 0.2668 0.0
0.1025 28.05 2300 0.2217 0.5665 0.7022 0.9034 0.9726 0.0077 0.9750 0.8541 0.9116 0.9503 0.5514 0.7723 0.3243 nan 0.9519 0.0077 0.8415 0.7960 0.7986 0.8598 0.4700 0.6711 0.2689 0.0
0.1405 28.29 2320 0.2244 0.5680 0.7009 0.9042 0.9761 0.0087 0.9650 0.8600 0.8864 0.9543 0.5317 0.7668 0.3590 nan 0.9539 0.0087 0.8512 0.7963 0.7881 0.8603 0.4623 0.6746 0.2846 0.0
0.1002 28.54 2340 0.2165 0.5682 0.7088 0.9031 0.9742 0.0035 0.9769 0.8598 0.8865 0.9408 0.5402 0.7832 0.4139 nan 0.9535 0.0035 0.8365 0.7943 0.7853 0.8610 0.4612 0.6691 0.3179 0.0
0.0803 28.78 2360 0.2233 0.5655 0.7000 0.9019 0.9759 0.0059 0.9706 0.8529 0.8577 0.9497 0.5112 0.7560 0.4199 nan 0.9541 0.0059 0.8452 0.7923 0.7727 0.8604 0.4468 0.6716 0.3062 0.0
0.1149 29.02 2380 0.2215 0.5663 0.7008 0.9027 0.9749 0.0078 0.9712 0.8512 0.8789 0.9503 0.5218 0.7721 0.3787 nan 0.9534 0.0078 0.8440 0.7935 0.7823 0.8596 0.4542 0.6740 0.2941 0.0
0.0773 29.27 2400 0.2228 0.5675 0.7068 0.9027 0.9762 0.0070 0.9763 0.8517 0.8750 0.9405 0.5117 0.7937 0.4288 nan 0.9547 0.0070 0.8381 0.7930 0.7838 0.8606 0.4480 0.6735 0.3166 0.0
0.1085 29.51 2420 0.2225 0.5650 0.6974 0.9033 0.9811 0.0 0.9693 0.8404 0.8858 0.9493 0.5061 0.7632 0.3816 nan 0.9550 0.0 0.8423 0.7940 0.7873 0.8597 0.4464 0.6708 0.2944 0.0
0.0874 29.76 2440 0.2147 0.5680 0.7047 0.9033 0.9776 0.0012 0.9709 0.8514 0.8785 0.9432 0.5078 0.7886 0.4235 nan 0.9536 0.0012 0.8450 0.7948 0.7865 0.8610 0.4482 0.6751 0.3149 0.0
0.1308 30.0 2460 0.2172 0.5684 0.7041 0.9037 0.9782 0.0031 0.9694 0.8474 0.8818 0.9453 0.5085 0.7910 0.4118 nan 0.9541 0.0031 0.8472 0.7939 0.7881 0.8610 0.4506 0.6761 0.3104 0.0

Framework versions

  • Transformers 4.35.0
  • Pytorch 2.0.0
  • Datasets 2.1.0
  • Tokenizers 0.14.1
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