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metadata
license: other
base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
model-index:
  - name: segformer-b4-cityscapes-finetuned-coastTrain
    results: []

segformer-b4-cityscapes-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b4-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain dataset. It achieves the following results on the evaluation set:

  • Loss: 1.7934
  • Mean Iou: 0.3377
  • Mean Accuracy: 0.4616
  • Overall Accuracy: 0.6149
  • Accuracy Water: 0.7365
  • Accuracy Whitewater: 0.2890
  • Accuracy Sediment: 0.5092
  • Accuracy Other Natural Terrain: 0.0
  • Accuracy Vegetation: 0.6559
  • Accuracy Development: 0.4292
  • Accuracy Unknown: 0.6114
  • Iou Water: 0.5485
  • Iou Whitewater: 0.2007
  • Iou Sediment: 0.3051
  • Iou Other Natural Terrain: 0.0
  • Iou Vegetation: 0.4379
  • Iou Development: 0.3387
  • Iou Unknown: 0.5329

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: 25

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Water Accuracy Whitewater Accuracy Sediment Accuracy Other Natural Terrain Accuracy Vegetation Accuracy Development Accuracy Unknown Iou Water Iou Whitewater Iou Sediment Iou Other Natural Terrain Iou Vegetation Iou Development Iou Unknown
1.7569 0.16 20 1.7402 0.2133 0.3152 0.4785 0.4809 0.0009 0.3513 0.0000 0.6367 0.1253 0.6111 0.4036 0.0007 0.1612 0.0000 0.3354 0.1114 0.4809
1.63 0.31 40 1.5328 0.2365 0.3333 0.5247 0.6080 0.0001 0.1259 0.0 0.7204 0.2803 0.5984 0.4654 0.0001 0.0919 0.0 0.3556 0.2504 0.4918
1.906 0.47 60 1.3859 0.2522 0.3529 0.5322 0.6338 0.0 0.2417 0.0 0.6411 0.3559 0.5981 0.4844 0.0 0.1482 0.0 0.3473 0.3104 0.4750
1.5334 0.62 80 1.3012 0.2615 0.3647 0.5369 0.6174 0.0 0.3648 0.0 0.6158 0.3414 0.6137 0.4859 0.0 0.1798 0.0 0.3587 0.3133 0.4928
1.6145 0.78 100 1.3025 0.2511 0.3676 0.5121 0.7099 0.0 0.5566 0.0 0.3362 0.3532 0.6171 0.4548 0.0 0.2233 0.0 0.2621 0.3183 0.4991
1.3849 0.93 120 1.2896 0.2567 0.3629 0.5158 0.7054 0.0 0.5193 0.0 0.4043 0.3536 0.5577 0.4380 0.0 0.2158 0.0 0.2987 0.3140 0.5301
1.0822 1.09 140 1.3057 0.2466 0.3438 0.5223 0.8529 0.0 0.1934 0.0 0.3833 0.3679 0.6093 0.4129 0.0 0.1447 0.0 0.2971 0.3240 0.5473
1.194 1.24 160 1.3503 0.2351 0.3304 0.5232 0.7353 0.0 0.0090 0.0 0.6092 0.3841 0.5749 0.4310 0.0 0.0089 0.0 0.3314 0.3268 0.5478
1.0077 1.4 180 1.2997 0.2517 0.3451 0.5519 0.6497 0.0 0.0254 0.0 0.7971 0.3521 0.5912 0.4773 0.0 0.0240 0.0 0.3774 0.3211 0.5623
1.2622 1.55 200 1.2323 0.2605 0.3577 0.5539 0.6771 0.0 0.1258 0.0 0.7073 0.3810 0.6129 0.4788 0.0 0.0954 0.0 0.3793 0.3338 0.5361
1.3585 1.71 220 1.2909 0.2403 0.3427 0.5397 0.7068 0.0 0.0258 0.0 0.6645 0.3737 0.6282 0.4432 0.0 0.0249 0.0 0.3665 0.3287 0.5187
1.658 1.86 240 1.2727 0.2445 0.3403 0.5364 0.6112 0.0 0.0252 0.0 0.7711 0.3758 0.5987 0.4456 0.0 0.0243 0.0 0.3621 0.3333 0.5458
0.8811 2.02 260 1.2903 0.2471 0.3554 0.4984 0.7937 0.0 0.4628 0.0 0.2324 0.3884 0.6102 0.4343 0.0 0.1838 0.0 0.2103 0.3240 0.5777
1.1669 2.17 280 1.2575 0.2761 0.3778 0.5702 0.7343 0.0 0.2741 0.0 0.6302 0.3824 0.6235 0.4986 0.0 0.1781 0.0 0.3861 0.3299 0.5402
0.8381 2.33 300 1.2328 0.2816 0.3830 0.5752 0.8315 0.0 0.3044 0.0 0.5289 0.4017 0.6144 0.4768 0.0 0.2181 0.0 0.3741 0.3265 0.5756
0.8328 2.48 320 1.2427 0.2793 0.3874 0.5596 0.7068 0.0 0.4709 0.0 0.5404 0.3851 0.6083 0.4893 0.0 0.2192 0.0 0.3758 0.3318 0.5394
1.3779 2.64 340 1.2944 0.2589 0.3577 0.5472 0.9167 0.0 0.2089 0.0 0.3997 0.3867 0.5918 0.4491 0.0 0.1514 0.0 0.3271 0.3268 0.5581
1.1746 2.79 360 1.2871 0.2757 0.3773 0.5525 0.7185 0.0 0.4048 0.0 0.5429 0.3834 0.5916 0.4750 0.0 0.1968 0.0 0.3691 0.3301 0.5592
1.6891 2.95 380 1.3098 0.2739 0.3691 0.5653 0.7325 0.0 0.2323 0.0 0.6552 0.3721 0.5916 0.4692 0.0 0.1678 0.0 0.3868 0.3288 0.5650
1.158 3.1 400 1.3047 0.2533 0.3689 0.5088 0.7811 0.0 0.5898 0.0 0.2372 0.3808 0.5937 0.4509 0.0 0.2197 0.0 0.2144 0.3330 0.5552
0.8941 3.26 420 1.3076 0.2574 0.3769 0.5200 0.7011 0.0 0.5846 0.0 0.3491 0.3835 0.6199 0.4753 0.0 0.2108 0.0 0.2944 0.3344 0.4867
1.4153 3.41 440 1.2622 0.2845 0.3894 0.5681 0.7614 0.0 0.4455 0.0 0.5232 0.3881 0.6074 0.4802 0.0 0.2325 0.0 0.3743 0.3359 0.5685
1.462 3.57 460 1.3032 0.2565 0.3513 0.5377 0.8988 0.0 0.1999 0.0 0.3895 0.3682 0.6028 0.4252 0.0 0.1503 0.0 0.3169 0.3342 0.5687
1.8197 3.72 480 1.2476 0.2757 0.3889 0.5533 0.6608 0.0 0.5232 0.0 0.5425 0.3858 0.6103 0.4770 0.0 0.2382 0.0 0.3699 0.3337 0.5113
1.7337 3.88 500 1.2683 0.2698 0.3669 0.5613 0.7260 0.0000 0.2072 0.0 0.6517 0.3879 0.5954 0.4473 0.0000 0.1530 0.0 0.3995 0.3337 0.5550
1.5127 4.03 520 1.2744 0.2899 0.3942 0.5773 0.7202 0.0 0.4551 0.0 0.6046 0.3887 0.5909 0.4890 0.0 0.2363 0.0 0.4057 0.3348 0.5638
0.9636 4.19 540 1.2881 0.2841 0.3809 0.5821 0.8651 0.0000 0.2381 0.0 0.5402 0.3864 0.6362 0.4734 0.0000 0.1821 0.0 0.3924 0.3373 0.6038
1.4962 4.34 560 1.2440 0.2916 0.3924 0.5951 0.7456 0.0 0.2607 0.0 0.6835 0.3800 0.6770 0.5150 0.0 0.1752 0.0 0.4253 0.3402 0.5856
0.6763 4.5 580 1.2502 0.2887 0.3909 0.5766 0.6715 0.0003 0.4034 0.0 0.6711 0.3861 0.6042 0.5080 0.0003 0.2061 0.0 0.4129 0.3394 0.5544
0.6586 4.65 600 1.3005 0.2780 0.3744 0.5718 0.8302 0.0000 0.2621 0.0 0.5575 0.3786 0.5925 0.4698 0.0000 0.1758 0.0 0.3962 0.3382 0.5660
1.029 4.81 620 1.2937 0.2789 0.3884 0.5524 0.7219 0.0 0.5282 0.0 0.4734 0.3911 0.6043 0.4880 0.0 0.2112 0.0 0.3702 0.3368 0.5462
1.259 4.96 640 1.2884 0.2811 0.3889 0.5607 0.7142 0.0 0.4933 0.0 0.5310 0.3811 0.6029 0.4795 0.0 0.2182 0.0 0.3926 0.3381 0.5392
0.8988 5.12 660 1.2773 0.2850 0.3966 0.5710 0.7221 0.0033 0.5105 0.0 0.5474 0.3875 0.6056 0.4949 0.0033 0.2345 0.0 0.4045 0.3407 0.5172
0.7265 5.27 680 1.3382 0.2856 0.3984 0.5581 0.7362 0.0039 0.6073 0.0 0.4377 0.3912 0.6124 0.5083 0.0039 0.2242 0.0 0.3623 0.3338 0.5666
1.02 5.43 700 1.2442 0.2939 0.3997 0.5842 0.7699 0.0066 0.4562 0.0 0.5657 0.3976 0.6019 0.5070 0.0065 0.2239 0.0 0.4204 0.3260 0.5738
1.1758 5.58 720 1.2318 0.2883 0.3875 0.5870 0.7505 0.0004 0.3176 0.0 0.6681 0.3745 0.6011 0.4957 0.0004 0.1892 0.0 0.4391 0.3236 0.5698
1.3481 5.74 740 1.3314 0.2787 0.3787 0.5601 0.8524 0.0022 0.3845 0.0 0.4301 0.3750 0.6070 0.4899 0.0021 0.1818 0.0 0.3585 0.3442 0.5743
1.3499 5.89 760 1.2573 0.2892 0.3972 0.5804 0.6713 0.0226 0.4002 0.0 0.6724 0.3884 0.6255 0.4814 0.0220 0.2374 0.0 0.4222 0.3322 0.5289
1.344 6.05 780 1.2872 0.2926 0.3961 0.5879 0.8401 0.0037 0.4138 0.0 0.5255 0.3832 0.6068 0.4901 0.0037 0.2556 0.0 0.3952 0.3431 0.5604
1.0147 6.2 800 1.2955 0.2866 0.3954 0.5619 0.7667 0.0024 0.5622 0.0 0.4424 0.3817 0.6121 0.4868 0.0024 0.2277 0.0 0.3686 0.3489 0.5718
0.7702 6.36 820 1.3188 0.2974 0.4042 0.5875 0.7072 0.0129 0.4685 0.0 0.6311 0.3879 0.6215 0.4961 0.0126 0.2483 0.0 0.4215 0.3336 0.5699
0.9859 6.51 840 1.3531 0.3085 0.4137 0.6036 0.7595 0.0428 0.4501 0.0 0.6467 0.3906 0.6064 0.5082 0.0404 0.2721 0.0 0.4375 0.3284 0.5726
0.908 6.67 860 1.3442 0.2973 0.4000 0.5967 0.7009 0.0147 0.3554 0.0 0.7255 0.3920 0.6116 0.4971 0.0144 0.2415 0.0 0.4368 0.3279 0.5630
0.5036 6.82 880 1.3231 0.3020 0.4121 0.5890 0.6650 0.0197 0.5568 0.0 0.6503 0.3886 0.6046 0.5000 0.0192 0.2668 0.0 0.4294 0.3381 0.5608
0.5637 6.98 900 1.3094 0.2988 0.4067 0.5859 0.7662 0.0405 0.4717 0.0 0.5613 0.3916 0.6159 0.4835 0.0382 0.2673 0.0 0.4071 0.3302 0.5652
0.7936 7.13 920 1.3764 0.2902 0.4074 0.5505 0.6624 0.0396 0.6912 0.0 0.4475 0.4012 0.6097 0.5094 0.0375 0.2369 0.0 0.3482 0.3230 0.5764
0.9688 7.29 940 1.2529 0.3070 0.4169 0.6105 0.7955 0.0303 0.4866 0.0 0.6137 0.3659 0.6266 0.5367 0.0290 0.2877 0.0 0.4354 0.3363 0.5242
1.234 7.44 960 1.3743 0.3051 0.4135 0.6046 0.7598 0.0191 0.4445 0.0 0.6414 0.4197 0.6101 0.5121 0.0185 0.2820 0.0 0.4334 0.3551 0.5344
0.6855 7.6 980 1.3298 0.3099 0.4206 0.6054 0.7528 0.0544 0.4060 0.0 0.6522 0.4757 0.6029 0.5101 0.0505 0.2776 0.0 0.4390 0.3355 0.5568
2.4536 7.75 1000 1.3495 0.3131 0.4196 0.6110 0.7581 0.0534 0.3839 0.0 0.6854 0.4595 0.5971 0.5276 0.0495 0.2585 0.0 0.4440 0.3455 0.5668
1.2149 7.91 1020 1.3316 0.3012 0.4187 0.5878 0.7543 0.0511 0.5899 0.0 0.5283 0.3983 0.6089 0.5245 0.0472 0.2707 0.0 0.4070 0.3401 0.5187
1.2683 8.06 1040 1.2985 0.3034 0.4066 0.6049 0.7196 0.0318 0.3674 0.0 0.7268 0.3779 0.6228 0.5230 0.0305 0.2322 0.0 0.4492 0.3307 0.5578
1.4148 8.22 1060 1.3343 0.3119 0.4222 0.6091 0.8148 0.0617 0.4552 0.0 0.5836 0.4088 0.6311 0.5371 0.0580 0.2650 0.0 0.4310 0.3363 0.5559
1.7363 8.37 1080 1.3213 0.3163 0.4235 0.6202 0.8201 0.0418 0.4181 0.0 0.6371 0.4375 0.6098 0.5496 0.0389 0.2751 0.0 0.4445 0.3247 0.5815
0.8656 8.53 1100 1.4479 0.3191 0.4264 0.6094 0.7261 0.0835 0.4083 0.0 0.6966 0.4727 0.5973 0.5242 0.0746 0.2640 0.0 0.4393 0.3613 0.5700
0.4869 8.68 1120 1.3547 0.3185 0.4248 0.6102 0.7458 0.0818 0.4224 0.0 0.6725 0.4274 0.6241 0.5281 0.0726 0.2644 0.0 0.4363 0.3418 0.5866
0.9576 8.84 1140 1.3494 0.3140 0.4284 0.6124 0.8385 0.0885 0.4607 0.0 0.5625 0.4161 0.6328 0.5517 0.0783 0.2830 0.0 0.4225 0.3295 0.5333
0.6199 8.99 1160 1.3917 0.3232 0.4311 0.6168 0.7502 0.0714 0.5376 0.0 0.6631 0.3913 0.6044 0.5435 0.0650 0.2921 0.0 0.4467 0.3377 0.5773
0.4378 9.15 1180 1.3229 0.3275 0.4467 0.6093 0.7722 0.1503 0.6143 0.0 0.5572 0.4080 0.6247 0.5468 0.1267 0.3100 0.0 0.4117 0.3443 0.5531
0.6044 9.3 1200 1.4230 0.3258 0.4341 0.6179 0.7490 0.1389 0.3962 0.0 0.7085 0.4270 0.6188 0.5398 0.1177 0.2662 0.0 0.4518 0.3428 0.5623
1.6689 9.46 1220 1.4361 0.3123 0.4305 0.5922 0.7027 0.0682 0.6768 0.0 0.5587 0.3961 0.6108 0.5233 0.0617 0.2909 0.0 0.4092 0.3365 0.5644
1.0875 9.61 1240 1.3673 0.3113 0.4271 0.5915 0.7718 0.0877 0.5949 0.0 0.5149 0.4139 0.6062 0.5317 0.0770 0.2781 0.0 0.3897 0.3300 0.5728
1.3708 9.77 1260 1.3343 0.3230 0.4297 0.6187 0.8402 0.1508 0.3629 0.0 0.6410 0.4011 0.6123 0.5312 0.1232 0.2550 0.0 0.4557 0.3324 0.5636
1.4742 9.92 1280 1.4037 0.3224 0.4325 0.6111 0.7281 0.1684 0.3640 0.0 0.7187 0.4290 0.6196 0.5404 0.1392 0.2504 0.0 0.4431 0.3408 0.5429
0.7178 10.08 1300 1.4025 0.3265 0.4382 0.6151 0.8271 0.1650 0.4569 0.0 0.5966 0.4123 0.6094 0.5394 0.1379 0.3019 0.0 0.4237 0.3322 0.5504
0.5788 10.23 1320 1.3881 0.3298 0.4407 0.6195 0.7793 0.1400 0.4722 0.0 0.6496 0.4327 0.6113 0.5448 0.1170 0.3117 0.0 0.4318 0.3500 0.5531
0.598 10.39 1340 1.4500 0.3238 0.4338 0.6103 0.7835 0.1200 0.5444 0.0 0.6015 0.3822 0.6049 0.5337 0.0991 0.2975 0.0 0.4241 0.3354 0.5766
1.0882 10.54 1360 1.4197 0.3226 0.4282 0.6184 0.7855 0.1282 0.4497 0.0 0.6816 0.3421 0.6102 0.5372 0.1056 0.2936 0.0 0.4469 0.3063 0.5689
0.6926 10.7 1380 1.5226 0.3226 0.4385 0.6055 0.7111 0.1606 0.4148 0.0 0.6734 0.4889 0.6205 0.5277 0.1294 0.2757 0.0 0.4303 0.3301 0.5652
0.6806 10.85 1400 1.4856 0.3296 0.4413 0.6184 0.7652 0.1607 0.4134 0.0 0.6732 0.4568 0.6200 0.5384 0.1313 0.2852 0.0 0.4446 0.3328 0.5745
0.6596 11.01 1420 1.6306 0.3202 0.4452 0.5930 0.6496 0.1800 0.5709 0.0 0.6296 0.4594 0.6267 0.5035 0.1453 0.2900 0.0 0.4386 0.2992 0.5646
1.211 11.16 1440 1.5973 0.3129 0.4299 0.5992 0.7065 0.1615 0.4647 0.0 0.6655 0.3840 0.6272 0.5198 0.1321 0.2811 0.0 0.4399 0.3276 0.4899
1.4257 11.32 1460 1.3641 0.3247 0.4412 0.6222 0.8198 0.1430 0.4994 0.0 0.6109 0.3931 0.6222 0.5633 0.1204 0.3188 0.0 0.4429 0.3016 0.5263
0.6568 11.47 1480 1.4287 0.3268 0.4417 0.6142 0.7584 0.1498 0.5644 0.0 0.6319 0.3835 0.6039 0.5575 0.1225 0.3037 0.0 0.4329 0.3206 0.5501
1.4136 11.63 1500 1.4066 0.3366 0.4581 0.6143 0.7648 0.2378 0.5748 0.0 0.6039 0.4253 0.5999 0.5518 0.1757 0.3220 0.0 0.4207 0.3261 0.5596
1.9236 11.78 1520 1.4022 0.3319 0.4434 0.6213 0.7650 0.1506 0.4408 0.0 0.6769 0.4647 0.6059 0.5474 0.1210 0.3018 0.0 0.4409 0.3377 0.5743
1.886 11.94 1540 1.4970 0.3334 0.4479 0.6179 0.7624 0.1752 0.4403 0.0 0.6564 0.4966 0.6044 0.5405 0.1376 0.2993 0.0 0.4341 0.3498 0.5730
1.4138 12.09 1560 1.5100 0.3378 0.4487 0.6250 0.7870 0.1931 0.4071 0.0 0.6783 0.4703 0.6050 0.5493 0.1559 0.2777 0.0 0.4510 0.3601 0.5708
0.9441 12.25 1580 1.5229 0.3255 0.4470 0.6011 0.7390 0.1625 0.6184 0.0 0.5607 0.4475 0.6008 0.5432 0.1356 0.3041 0.0 0.4053 0.3211 0.5693
1.07 12.4 1600 1.5136 0.3286 0.4537 0.6020 0.7376 0.2263 0.5578 0.0 0.5786 0.4676 0.6081 0.5328 0.1733 0.3111 0.0 0.4161 0.2985 0.5683
0.556 12.56 1620 1.4967 0.3265 0.4499 0.6056 0.7293 0.1947 0.5641 0.0 0.6087 0.4519 0.6004 0.5333 0.1533 0.3142 0.0 0.4334 0.2965 0.5551
0.3512 12.71 1640 1.5022 0.3242 0.4392 0.6128 0.7530 0.1641 0.4160 0.0 0.6733 0.4724 0.5954 0.5334 0.1308 0.2904 0.0 0.4453 0.3203 0.5492
0.7539 12.87 1660 1.5132 0.3277 0.4501 0.6127 0.8036 0.2367 0.4500 0.0 0.5972 0.4484 0.6148 0.5406 0.1741 0.3061 0.0 0.4334 0.3116 0.5278
0.5054 13.02 1680 1.6666 0.3243 0.4549 0.6018 0.6803 0.2619 0.5422 0.0 0.6549 0.4350 0.6097 0.5233 0.1883 0.3130 0.0 0.4493 0.3105 0.4857
0.3952 13.18 1700 1.5602 0.3173 0.4339 0.6016 0.7175 0.2297 0.3574 0.0 0.7077 0.4210 0.6041 0.5361 0.1696 0.2463 0.0 0.4372 0.3253 0.5070
0.5871 13.33 1720 1.6450 0.3311 0.4482 0.6181 0.7471 0.2165 0.4575 0.0 0.6882 0.4216 0.6066 0.5459 0.1683 0.2989 0.0 0.4535 0.3330 0.5184
0.8082 13.49 1740 1.6187 0.3172 0.4525 0.5894 0.7940 0.2182 0.6264 0.0 0.4342 0.4753 0.6194 0.5439 0.1625 0.3050 0.0 0.3611 0.3144 0.5336
1.1003 13.64 1760 1.5242 0.3337 0.4511 0.6113 0.7180 0.2311 0.4761 0.0 0.6759 0.4475 0.6090 0.5416 0.1741 0.2970 0.0 0.4293 0.3396 0.5544
0.5952 13.8 1780 1.6698 0.3341 0.4571 0.6072 0.7572 0.2123 0.6677 0.0 0.5485 0.4064 0.6079 0.5578 0.1661 0.3149 0.0 0.3994 0.3402 0.5603
0.4242 13.95 1800 1.5436 0.3207 0.4417 0.6024 0.7642 0.1844 0.5712 0.0 0.5779 0.3953 0.5985 0.5394 0.1448 0.3278 0.0 0.4027 0.3144 0.5161
0.8716 14.11 1820 1.6754 0.3327 0.4531 0.6154 0.7282 0.2226 0.5343 0.0 0.6695 0.4187 0.5982 0.5513 0.1647 0.3258 0.0 0.4356 0.3291 0.5226
0.6068 14.26 1840 1.5659 0.3173 0.4429 0.5970 0.7295 0.1822 0.6099 0.0 0.5745 0.4021 0.6019 0.5333 0.1407 0.3197 0.0 0.4092 0.3218 0.4968
0.7448 14.42 1860 1.6698 0.3274 0.4510 0.6103 0.7353 0.2167 0.5282 0.0 0.6282 0.4154 0.6331 0.5433 0.1672 0.3251 0.0 0.4300 0.3305 0.4954
1.5591 14.57 1880 1.5198 0.3316 0.4556 0.6107 0.7487 0.2180 0.5448 0.0 0.6021 0.4579 0.6177 0.5478 0.1661 0.3051 0.0 0.4275 0.3362 0.5384
0.6154 14.73 1900 1.5842 0.3334 0.4594 0.6113 0.7763 0.2514 0.5785 0.0 0.5664 0.4155 0.6278 0.5549 0.1859 0.3161 0.0 0.4142 0.3388 0.5237
0.5267 14.88 1920 1.6216 0.3377 0.4614 0.6169 0.7873 0.2627 0.5482 0.0 0.5936 0.4275 0.6103 0.5504 0.1890 0.3304 0.0 0.4215 0.3391 0.5335
0.4463 15.04 1940 1.5645 0.3336 0.4587 0.6141 0.7394 0.2659 0.4966 0.0 0.6520 0.4497 0.6073 0.5505 0.1850 0.3192 0.0 0.4336 0.3297 0.5172
0.8863 15.19 1960 1.6356 0.3361 0.4624 0.6116 0.7418 0.2514 0.5871 0.0 0.5993 0.4458 0.6118 0.5505 0.1830 0.3279 0.0 0.4160 0.3398 0.5357
0.6285 15.35 1980 1.5989 0.3459 0.4681 0.6293 0.7744 0.2751 0.5156 0.0 0.6618 0.4421 0.6073 0.5643 0.1968 0.3355 0.0 0.4521 0.3170 0.5553
0.9593 15.5 2000 1.6444 0.3383 0.4608 0.6196 0.7627 0.2350 0.5714 0.0 0.6231 0.4297 0.6040 0.5531 0.1746 0.3263 0.0 0.4396 0.3215 0.5529
1.3486 15.66 2020 1.6766 0.3327 0.4471 0.6180 0.7588 0.1747 0.5269 0.0 0.6528 0.4232 0.5936 0.5501 0.1375 0.3100 0.0 0.4381 0.3301 0.5630
1.0891 15.81 2040 1.6360 0.3170 0.4392 0.5979 0.7170 0.2107 0.5349 0.0 0.6308 0.3772 0.6041 0.5202 0.1596 0.3184 0.0 0.4320 0.2581 0.5308
0.6277 15.97 2060 1.5725 0.3334 0.4555 0.6123 0.7371 0.2208 0.5742 0.0 0.6226 0.4244 0.6094 0.5485 0.1642 0.3198 0.0 0.4262 0.3174 0.5578
0.4244 16.12 2080 1.5871 0.3305 0.4486 0.6134 0.7673 0.2200 0.5159 0.0 0.6272 0.3917 0.6180 0.5440 0.1712 0.3070 0.0 0.4352 0.3012 0.5550
0.8267 16.28 2100 1.6791 0.3346 0.4555 0.6176 0.7559 0.2433 0.5241 0.0 0.6474 0.4040 0.6137 0.5483 0.1880 0.3161 0.0 0.4478 0.3058 0.5365
0.7391 16.43 2120 1.6912 0.3310 0.4564 0.6143 0.7247 0.2544 0.4874 0.0 0.6703 0.4402 0.6181 0.5503 0.1890 0.3150 0.0 0.4524 0.2956 0.5150
0.6529 16.59 2140 1.6165 0.3260 0.4508 0.6123 0.7454 0.2250 0.5196 0.0 0.6409 0.4126 0.6121 0.5532 0.1680 0.3189 0.0 0.4441 0.3047 0.4933
0.4946 16.74 2160 1.6385 0.3377 0.4596 0.6196 0.7546 0.2660 0.5030 0.0 0.6627 0.4307 0.6002 0.5554 0.1842 0.3087 0.0 0.4449 0.3294 0.5409
0.9957 16.9 2180 1.5676 0.3350 0.4610 0.6139 0.7460 0.2970 0.4270 0.0 0.6590 0.4863 0.6115 0.5476 0.2006 0.2882 0.0 0.4391 0.3318 0.5377
0.3648 17.05 2200 1.5738 0.3365 0.4617 0.6164 0.7419 0.2683 0.4867 0.0 0.6506 0.4699 0.6147 0.5525 0.1927 0.3075 0.0 0.4424 0.3189 0.5419
0.7294 17.21 2220 1.6943 0.3323 0.4582 0.6124 0.7530 0.2427 0.5418 0.0 0.6081 0.4428 0.6186 0.5545 0.1807 0.3119 0.0 0.4309 0.3219 0.5260
1.3822 17.36 2240 1.6395 0.3354 0.4590 0.6147 0.7827 0.2587 0.5462 0.0 0.5953 0.4234 0.6065 0.5607 0.1897 0.3140 0.0 0.4212 0.3311 0.5313
0.6101 17.52 2260 1.6983 0.3320 0.4537 0.6164 0.7438 0.2398 0.4938 0.0 0.6631 0.4162 0.6190 0.5493 0.1783 0.3102 0.0 0.4466 0.3253 0.5145
1.1954 17.67 2280 1.8149 0.3341 0.4571 0.6119 0.7420 0.2520 0.5436 0.0 0.6314 0.4301 0.6007 0.5471 0.1784 0.3126 0.0 0.4293 0.3222 0.5488
0.731 17.83 2300 1.7177 0.3227 0.4415 0.6058 0.7759 0.2099 0.4543 0.0 0.6041 0.4155 0.6305 0.5418 0.1626 0.2876 0.0 0.4169 0.3303 0.5196
1.2659 17.98 2320 1.7993 0.3285 0.4416 0.6121 0.7725 0.2215 0.4369 0.0 0.6592 0.3994 0.6016 0.5345 0.1672 0.2802 0.0 0.4392 0.3265 0.5517
0.4587 18.14 2340 1.6811 0.3303 0.4504 0.6102 0.7778 0.2093 0.5379 0.0 0.5861 0.4312 0.6102 0.5470 0.1557 0.3059 0.0 0.4158 0.3258 0.5620
0.5764 18.29 2360 1.6331 0.3388 0.4627 0.6177 0.7438 0.2568 0.5458 0.0 0.6383 0.4432 0.6109 0.5524 0.1895 0.3224 0.0 0.4374 0.3234 0.5466
0.7297 18.45 2380 1.8170 0.3305 0.4556 0.6062 0.7491 0.2395 0.5577 0.0 0.5865 0.4445 0.6122 0.5347 0.1782 0.3180 0.0 0.4174 0.3218 0.5432
0.4377 18.6 2400 1.7875 0.3292 0.4531 0.6068 0.7496 0.2484 0.5223 0.0 0.6078 0.4302 0.6133 0.5329 0.1843 0.3133 0.0 0.4247 0.3214 0.5277
0.281 18.76 2420 1.7708 0.3322 0.4600 0.6056 0.7385 0.2727 0.5623 0.0 0.5881 0.4316 0.6267 0.5408 0.1966 0.3158 0.0 0.4130 0.3279 0.5311
0.7224 18.91 2440 1.7325 0.3282 0.4571 0.6053 0.7518 0.2608 0.5437 0.0 0.5811 0.4392 0.6232 0.5426 0.1832 0.3145 0.0 0.4159 0.3212 0.5201
0.7736 19.07 2460 1.7377 0.3413 0.4630 0.6210 0.7488 0.2647 0.5380 0.0 0.6559 0.4266 0.6071 0.5514 0.1896 0.3179 0.0 0.4455 0.3300 0.5545
1.0798 19.22 2480 1.7811 0.3391 0.4608 0.6149 0.7752 0.2590 0.5616 0.0 0.5920 0.4199 0.6177 0.5467 0.1946 0.3175 0.0 0.4205 0.3404 0.5540
0.9049 19.38 2500 1.7704 0.3349 0.4541 0.6153 0.7431 0.2699 0.4376 0.0 0.6773 0.4277 0.6232 0.5453 0.1940 0.2912 0.0 0.4381 0.3313 0.5442
0.755 19.53 2520 1.6703 0.3287 0.4591 0.6009 0.7374 0.2724 0.5796 0.0 0.5538 0.4117 0.6584 0.5485 0.1969 0.3102 0.0 0.3965 0.3209 0.5277
0.3202 19.69 2540 1.7747 0.3360 0.4620 0.6057 0.7389 0.2715 0.6069 0.0 0.5773 0.4263 0.6133 0.5483 0.1933 0.3127 0.0 0.4033 0.3368 0.5576
0.5991 19.84 2560 1.7421 0.3332 0.4551 0.6105 0.7492 0.2548 0.5044 0.0 0.6275 0.4404 0.6097 0.5475 0.1837 0.3067 0.0 0.4217 0.3208 0.5522
1.1054 20.0 2580 1.8260 0.3302 0.4531 0.6063 0.7691 0.2390 0.5472 0.0 0.5772 0.4319 0.6076 0.5451 0.1761 0.3115 0.0 0.4071 0.3194 0.5525
0.5427 20.16 2600 1.7024 0.3308 0.4603 0.6076 0.7252 0.2890 0.5094 0.0 0.6218 0.4310 0.6459 0.5453 0.2043 0.3116 0.0 0.4268 0.3167 0.5108
1.0772 20.31 2620 1.7820 0.3275 0.4541 0.6016 0.7101 0.2480 0.5553 0.0 0.6090 0.4286 0.6280 0.5400 0.1844 0.3092 0.0 0.4140 0.3297 0.5152
0.4049 20.47 2640 1.7094 0.3280 0.4493 0.6047 0.7690 0.2319 0.5327 0.0 0.5820 0.4226 0.6066 0.5412 0.1710 0.3001 0.0 0.4094 0.3343 0.5399
1.1701 20.62 2660 1.7772 0.3276 0.4566 0.6001 0.7394 0.2595 0.5895 0.0 0.5668 0.4370 0.6042 0.5448 0.1868 0.3098 0.0 0.4048 0.3306 0.5160
0.9368 20.78 2680 1.7897 0.3267 0.4525 0.6044 0.7630 0.2430 0.5467 0.0 0.5800 0.4341 0.6003 0.5464 0.1808 0.3058 0.0 0.4167 0.3252 0.5122
0.6123 20.93 2700 1.7726 0.3330 0.4580 0.6150 0.7424 0.2768 0.4875 0.0 0.6616 0.4286 0.6091 0.5513 0.1966 0.3116 0.0 0.4444 0.3263 0.5010
0.8703 21.09 2720 1.7163 0.3316 0.4555 0.6137 0.7498 0.2633 0.4849 0.0 0.6505 0.4325 0.6079 0.5467 0.1890 0.3111 0.0 0.4408 0.3264 0.5072
1.1341 21.24 2740 1.7633 0.3334 0.4577 0.6107 0.7346 0.2647 0.5132 0.0 0.6395 0.4447 0.6068 0.5435 0.1890 0.3115 0.0 0.4310 0.3170 0.5416
0.2476 21.4 2760 1.7036 0.3299 0.4532 0.6099 0.7377 0.2362 0.5125 0.0 0.6271 0.4265 0.6322 0.5446 0.1785 0.3071 0.0 0.4288 0.3286 0.5213
0.5096 21.55 2780 1.7595 0.3349 0.4593 0.6110 0.7525 0.2564 0.5616 0.0 0.6021 0.4310 0.6115 0.5473 0.1865 0.3084 0.0 0.4257 0.3300 0.5466
0.4822 21.71 2800 1.8440 0.3372 0.4600 0.6148 0.7506 0.2497 0.5630 0.0 0.6224 0.4328 0.6016 0.5488 0.1850 0.3134 0.0 0.4348 0.3294 0.5488
1.2683 21.86 2820 1.8689 0.3381 0.4616 0.6142 0.7525 0.2596 0.5785 0.0 0.6124 0.4246 0.6036 0.5519 0.1898 0.3157 0.0 0.4274 0.3381 0.5436
0.5363 22.02 2840 1.7173 0.3336 0.4593 0.6104 0.7599 0.2603 0.5590 0.0 0.5920 0.4283 0.6154 0.5491 0.1897 0.3106 0.0 0.4228 0.3338 0.5292
0.4545 22.17 2860 1.7828 0.3375 0.4617 0.6119 0.7302 0.2713 0.5588 0.0 0.6331 0.4350 0.6032 0.5503 0.1944 0.3043 0.0 0.4326 0.3286 0.5521
0.3017 22.33 2880 1.7322 0.3370 0.4563 0.6185 0.7672 0.2581 0.4811 0.0 0.6543 0.4299 0.6034 0.5538 0.1867 0.2973 0.0 0.4419 0.3284 0.5510
0.5573 22.48 2900 1.8035 0.3380 0.4611 0.6132 0.7642 0.2680 0.5638 0.0 0.6015 0.4252 0.6053 0.5493 0.1920 0.3096 0.0 0.4240 0.3388 0.5523
1.2154 22.64 2920 1.7877 0.3370 0.4627 0.6109 0.7483 0.2675 0.5920 0.0 0.5936 0.4259 0.6119 0.5476 0.1916 0.3120 0.0 0.4226 0.3395 0.5457
0.6649 22.79 2940 1.7642 0.3367 0.4615 0.6140 0.7413 0.2708 0.5393 0.0 0.6336 0.4362 0.6093 0.5501 0.1923 0.3136 0.0 0.4332 0.3255 0.5420
0.8076 22.95 2960 1.7899 0.3352 0.4596 0.6156 0.7546 0.2869 0.4783 0.0 0.6477 0.4273 0.6223 0.5505 0.1966 0.3014 0.0 0.4388 0.3308 0.5283
0.3772 23.1 2980 1.7055 0.3318 0.4573 0.6127 0.7595 0.2810 0.4703 0.0 0.6259 0.4204 0.6442 0.5483 0.1938 0.2978 0.0 0.4324 0.3291 0.5210
0.2888 23.26 3000 1.8259 0.3313 0.4525 0.6137 0.7526 0.2640 0.4676 0.0 0.6553 0.4005 0.6277 0.5481 0.1865 0.2948 0.0 0.4381 0.3323 0.5193
0.4429 23.41 3020 1.8434 0.3380 0.4627 0.6156 0.7384 0.2855 0.5305 0.0 0.6436 0.4160 0.6251 0.5497 0.1998 0.3086 0.0 0.4379 0.3390 0.5308
0.9204 23.57 3040 1.7994 0.3395 0.4641 0.6163 0.7342 0.2937 0.5241 0.0 0.6550 0.4263 0.6152 0.5501 0.2025 0.3081 0.0 0.4389 0.3395 0.5374
0.2447 23.72 3060 1.7386 0.3390 0.4606 0.6168 0.7514 0.2761 0.5172 0.0 0.6485 0.4261 0.6048 0.5518 0.1952 0.3048 0.0 0.4367 0.3403 0.5440
0.4847 23.88 3080 1.7776 0.3381 0.4616 0.6163 0.7529 0.2800 0.5278 0.0 0.6370 0.4196 0.6142 0.5515 0.1966 0.3087 0.0 0.4359 0.3402 0.5335
0.3195 24.03 3100 1.7944 0.3368 0.4606 0.6144 0.7591 0.2794 0.5222 0.0 0.6261 0.4290 0.6085 0.5508 0.1960 0.3069 0.0 0.4310 0.3370 0.5358
0.3886 24.19 3120 1.8694 0.3389 0.4619 0.6156 0.7388 0.2870 0.5241 0.0 0.6547 0.4237 0.6048 0.5493 0.1977 0.3070 0.0 0.4365 0.3414 0.5403
0.4507 24.34 3140 1.7188 0.3342 0.4562 0.6151 0.7539 0.2767 0.4621 0.0 0.6570 0.4254 0.6185 0.5499 0.1962 0.2926 0.0 0.4404 0.3372 0.5232
0.3909 24.5 3160 1.7539 0.3338 0.4558 0.6144 0.7579 0.2724 0.4678 0.0 0.6509 0.4333 0.6083 0.5495 0.1928 0.2946 0.0 0.4383 0.3316 0.5297
1.1122 24.65 3180 1.7175 0.3320 0.4541 0.6140 0.7508 0.2762 0.4395 0.0 0.6655 0.4262 0.6208 0.5497 0.1945 0.2872 0.0 0.4414 0.3340 0.5171
0.7051 24.81 3200 1.7688 0.3362 0.4597 0.6145 0.7477 0.2836 0.4967 0.0 0.6492 0.4321 0.6083 0.5497 0.1975 0.3020 0.0 0.4365 0.3348 0.5330
0.3335 24.96 3220 1.7934 0.3377 0.4616 0.6149 0.7365 0.2890 0.5092 0.0 0.6559 0.4292 0.6114 0.5485 0.2007 0.3051 0.0 0.4379 0.3387 0.5329

Framework versions

  • Transformers 4.37.0
  • Pytorch 2.1.2
  • Datasets 2.18.0
  • Tokenizers 0.15.1