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segformer-b0-finetuned-segments-ECHO-jan-25-v2

Image Segmentation
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segformer
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segformer-b0-finetuned-segments-ECHO-jan-25-v2

This model is a fine-tuned version of nvidia/mit-b0 on the unreal-hug/REAL_DATASET_SEG_401_6_lbls dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4155
  • Mean Iou: 0.3349
  • Mean Accuracy: 0.3935
  • Overall Accuracy: 0.5591
  • Accuracy Unlabeled: nan
  • Accuracy Lv: 0.6815
  • Accuracy Rv: 0.3865
  • Accuracy Ra: 0.5805
  • Accuracy La: 0.6544
  • Accuracy Vs: 0.1155
  • Accuracy As: nan
  • Accuracy Mk: 0.0497
  • Accuracy Tk: nan
  • Accuracy Asd: 0.2779
  • Accuracy Vsd: 0.3995
  • Accuracy Ak: 0.3959
  • Iou Unlabeled: 0.0
  • Iou Lv: 0.6626
  • Iou Rv: 0.3764
  • Iou Ra: 0.5699
  • Iou La: 0.6056
  • Iou Vs: 0.1108
  • Iou As: nan
  • Iou Mk: 0.0485
  • Iou Tk: nan
  • Iou Asd: 0.2565
  • Iou Vsd: 0.3465
  • Iou Ak: 0.3718

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: 0.0001
  • 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: 25

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Unlabeled Accuracy Lv Accuracy Rv Accuracy Ra Accuracy La Accuracy Vs Accuracy As Accuracy Mk Accuracy Tk Accuracy Asd Accuracy Vsd Accuracy Ak Iou Unlabeled Iou Lv Iou Rv Iou Ra Iou La Iou Vs Iou As Iou Mk Iou Tk Iou Asd Iou Vsd Iou Ak
2.0322 0.12 20 2.2124 0.0954 0.1885 0.3033 nan 0.3903 0.4680 0.0850 0.0173 0.0 nan 0.0011 nan 0.0 0.1087 0.6263 0.0 0.2970 0.2085 0.0782 0.0172 0.0 nan 0.0011 0.0 0.0 0.0823 0.3647
1.6027 0.25 40 1.5649 0.0789 0.1168 0.2640 nan 0.5149 0.0061 0.0264 0.0839 0.0 nan 0.0 nan 0.0001 0.0014 0.4180 0.0 0.3418 0.0061 0.0262 0.0787 0.0 nan 0.0 nan 0.0001 0.0014 0.3342
1.2877 0.38 60 1.2616 0.0943 0.1296 0.2685 nan 0.4665 0.0053 0.0547 0.2421 0.0 nan 0.0 nan 0.0 0.0050 0.3930 0.0 0.3612 0.0053 0.0529 0.1877 0.0 nan 0.0 nan 0.0 0.0050 0.3312
1.0981 0.5 80 1.2208 0.0967 0.1552 0.3898 nan 0.8151 0.0079 0.0082 0.0794 0.0 nan 0.0 nan 0.0 0.0 0.4863 0.0 0.4737 0.0079 0.0082 0.0750 0.0 nan 0.0 nan 0.0 0.0 0.4020
1.0235 0.62 100 0.9343 0.1218 0.1888 0.4419 nan 0.8508 0.0102 0.0423 0.3015 0.0 nan 0.0 nan 0.0 0.0 0.4947 0.0 0.5319 0.0101 0.0418 0.2283 0.0 nan 0.0 nan 0.0 0.0 0.4059
0.8977 0.75 120 0.7806 0.1592 0.2227 0.4764 nan 0.8124 0.1787 0.1188 0.4178 0.0 nan 0.0 nan 0.0 0.0 0.4763 0.0 0.6151 0.1741 0.1124 0.2995 0.0 nan 0.0 nan 0.0 0.0 0.3906
0.6932 0.88 140 0.6246 0.1262 0.1590 0.3766 nan 0.6794 0.2019 0.1415 0.2810 0.0 nan 0.0 nan 0.0 0.0 0.1276 0.0 0.5674 0.1941 0.1372 0.2414 0.0 nan 0.0 nan 0.0 0.0 0.1217
0.6168 1.0 160 0.6124 0.1752 0.2277 0.4717 nan 0.7500 0.3261 0.1491 0.4375 0.0 nan 0.0 nan 0.0 0.0 0.3864 0.0 0.6106 0.2973 0.1475 0.3522 0.0 nan 0.0 nan 0.0 0.0 0.3439
0.5758 1.12 180 0.5658 0.2037 0.2520 0.4750 nan 0.6646 0.3955 0.3596 0.4433 0.0 nan 0.0 nan 0.0 0.0 0.4048 0.0 0.6048 0.3705 0.3133 0.3865 0.0 nan 0.0 nan 0.0 0.0 0.3623
0.5081 1.25 200 0.5116 0.2316 0.2993 0.5280 nan 0.6460 0.4867 0.4741 0.6477 0.0 nan 0.0 nan 0.0 0.0 0.4396 0.0 0.6098 0.4523 0.3961 0.4611 0.0 nan 0.0 nan 0.0 0.0 0.3965
0.6351 1.38 220 0.4879 0.1127 0.1324 0.2609 nan 0.3749 0.0902 0.2601 0.3883 0.0 nan 0.0 nan 0.0 0.0 0.0783 0.0 0.3623 0.0897 0.2510 0.3466 0.0 nan 0.0 nan 0.0 0.0 0.0774
0.6241 1.5 240 0.4593 0.2439 0.3090 0.5686 nan 0.7439 0.4492 0.5367 0.6916 0.0 nan 0.0 nan 0.0 0.0 0.3597 0.0 0.6995 0.4322 0.4400 0.5265 0.0 nan 0.0 nan 0.0 0.0 0.3410
0.4315 1.62 260 0.4082 0.2175 0.2611 0.4948 nan 0.6811 0.3535 0.4253 0.5871 0.0 nan 0.0 nan 0.0 0.0 0.3025 0.0 0.6398 0.3459 0.3952 0.5052 0.0 nan 0.0 nan 0.0 0.0 0.2886
0.5236 1.75 280 0.4651 0.1063 0.1353 0.2191 nan 0.2161 0.0885 0.3687 0.4434 0.0 nan 0.0 nan 0.0 0.0 0.1015 0.0 0.2138 0.0884 0.3282 0.3313 0.0 nan 0.0 nan 0.0 0.0 0.1012
0.3688 1.88 300 0.4279 0.2796 0.3459 0.6382 nan 0.8529 0.5705 0.5493 0.6449 0.0 nan 0.0 nan 0.0 0.0051 0.4903 0.0 0.7546 0.5277 0.5044 0.5537 0.0 nan 0.0 nan 0.0 0.0051 0.4500
0.3659 2.0 320 0.3907 0.1881 0.2192 0.4461 nan 0.7156 0.1476 0.3144 0.4135 0.0 nan 0.0 nan 0.0 0.0006 0.3810 0.0 0.6851 0.1461 0.3012 0.3919 0.0 nan 0.0 nan 0.0 0.0006 0.3560
0.3243 2.12 340 0.3846 0.2737 0.3272 0.5846 nan 0.7313 0.4747 0.6435 0.7038 0.0 nan 0.0 nan 0.0 0.0010 0.3904 0.0 0.7045 0.4610 0.5733 0.6223 0.0 nan 0.0 nan 0.0 0.0010 0.3752
0.4169 2.25 360 0.4099 0.1292 0.1475 0.2563 nan 0.3286 0.0968 0.3184 0.3088 0.0 nan 0.0 nan 0.0 0.0005 0.2741 0.0 0.3241 0.0965 0.3061 0.2960 0.0 nan 0.0 nan 0.0 0.0005 0.2685
0.2951 2.38 380 0.3583 0.2277 0.2701 0.4962 nan 0.6695 0.2136 0.5730 0.6784 0.0 nan 0.0 nan 0.0 0.0442 0.2519 0.0 0.6409 0.2125 0.5347 0.5967 0.0 nan 0.0 nan 0.0 0.0435 0.2488
0.3847 2.5 400 0.3565 0.2410 0.2843 0.5032 nan 0.6544 0.3067 0.5888 0.6409 0.0 nan 0.0 nan 0.0 0.1089 0.2594 0.0 0.6304 0.3023 0.5347 0.5853 0.0 nan 0.0 nan 0.0 0.1033 0.2535
0.339 2.62 420 0.3715 0.3085 0.3697 0.6227 nan 0.7530 0.5620 0.6411 0.6900 0.0 nan 0.0 nan 0.0015 0.1337 0.5460 0.0 0.7083 0.5347 0.5722 0.6160 0.0 nan 0.0 nan 0.0015 0.1261 0.5260
0.7318 2.75 440 0.3574 0.2478 0.2950 0.4525 nan 0.5247 0.2338 0.5171 0.6926 0.0 nan 0.0 nan 0.0097 0.3424 0.3350 0.0 0.5100 0.2322 0.4803 0.6174 0.0 nan 0.0 nan 0.0097 0.3048 0.3235
0.2905 2.88 460 0.3609 0.1903 0.2262 0.3935 nan 0.4734 0.1841 0.5925 0.5863 0.0 nan 0.0 nan 0.0 0.0201 0.1799 0.0 0.4671 0.1834 0.5348 0.5192 0.0 nan 0.0 nan 0.0 0.0199 0.1786
0.3793 3.0 480 0.3452 0.2734 0.3213 0.5973 nan 0.8327 0.4635 0.5374 0.6168 0.0 nan 0.0 nan 0.0263 0.0746 0.3404 0.0 0.7723 0.4512 0.5139 0.5700 0.0 nan 0.0 nan 0.0260 0.0734 0.3270
0.3922 3.12 500 0.3695 0.2151 0.2604 0.3659 nan 0.2751 0.2847 0.6318 0.7206 0.0 nan 0.0 nan 0.0045 0.1409 0.2863 0.0 0.2726 0.2824 0.5652 0.6103 0.0 nan 0.0 nan 0.0045 0.1339 0.2824
0.3299 3.25 520 0.3326 0.3063 0.3610 0.6202 nan 0.8029 0.5001 0.5866 0.6558 0.0 nan 0.0 nan 0.0422 0.1575 0.5038 0.0 0.7639 0.4932 0.5461 0.5948 0.0 nan 0.0 nan 0.0416 0.1472 0.4762
0.2547 3.38 540 0.3323 0.2650 0.3121 0.5052 nan 0.6042 0.4311 0.6044 0.5282 0.0 nan 0.0 nan 0.0813 0.1438 0.4164 0.0 0.5882 0.4189 0.5254 0.5006 0.0 nan 0.0 nan 0.0801 0.1359 0.4010
0.2154 3.5 560 0.3211 0.2903 0.3397 0.5796 nan 0.7327 0.4341 0.6265 0.6269 0.0 nan 0.0 nan 0.0340 0.1079 0.4955 0.0 0.7034 0.4304 0.5828 0.5874 0.0 nan 0.0 nan 0.0337 0.1022 0.4634
0.3146 3.62 580 0.3642 0.3096 0.3854 0.5967 nan 0.6732 0.4518 0.7254 0.8100 0.0 nan 0.0 nan 0.1293 0.2673 0.4116 0.0 0.6557 0.4444 0.5843 0.6517 0.0 nan 0.0 nan 0.1212 0.2434 0.3957
0.2216 3.75 600 0.3178 0.3241 0.3818 0.5998 nan 0.7614 0.4294 0.5415 0.7168 0.0 nan 0.0 nan 0.1378 0.4248 0.4242 0.0 0.7254 0.4212 0.5274 0.6520 0.0 nan 0.0 nan 0.1338 0.3687 0.4125
0.2973 3.88 620 0.3199 0.3486 0.4127 0.6217 nan 0.7369 0.5178 0.5558 0.7739 0.0 nan 0.0 nan 0.1965 0.4456 0.4876 0.0 0.7072 0.4974 0.5407 0.7010 0.0 nan 0.0 nan 0.1859 0.3845 0.4692
0.2434 4.0 640 0.3179 0.3415 0.4057 0.6154 nan 0.7161 0.4582 0.6827 0.7445 0.0 nan 0.0 nan 0.1295 0.3827 0.5376 0.0 0.6869 0.4483 0.6280 0.6769 0.0 nan 0.0 nan 0.1254 0.3360 0.5134
0.2283 4.12 660 0.3310 0.2584 0.3073 0.5076 nan 0.6237 0.2267 0.6673 0.7014 0.0 nan 0.0 nan 0.0718 0.1288 0.3464 0.0 0.6078 0.2260 0.5912 0.6270 0.0 nan 0.0 nan 0.0707 0.1212 0.3401
0.6263 4.25 680 0.3153 0.2947 0.3436 0.5198 nan 0.6461 0.2824 0.5694 0.6236 0.0 nan 0.0 nan 0.1512 0.3950 0.4248 0.0 0.6244 0.2811 0.5498 0.5852 0.0 nan 0.0 nan 0.1449 0.3479 0.4140
0.1708 4.38 700 0.3173 0.2957 0.3435 0.5834 nan 0.7531 0.3902 0.5853 0.7153 0.0 nan 0.0 nan 0.1331 0.1239 0.3908 0.0 0.7188 0.3869 0.5656 0.6612 0.0 nan 0.0 nan 0.1298 0.1159 0.3788
0.246 4.5 720 0.3138 0.2570 0.2955 0.5052 nan 0.6686 0.3447 0.4552 0.5989 0.0 nan 0.0 nan 0.1237 0.1230 0.3459 0.0 0.6469 0.3416 0.4442 0.5640 0.0 nan 0.0 nan 0.1213 0.1159 0.3366
0.3876 4.62 740 0.3084 0.3646 0.4336 0.6321 nan 0.7367 0.4776 0.6536 0.7478 0.0 nan 0.0 nan 0.2351 0.4973 0.5539 0.0 0.7108 0.4700 0.6166 0.6824 0.0 nan 0.0 nan 0.2208 0.4179 0.5274
0.4766 4.75 760 0.3251 0.2509 0.2894 0.4716 nan 0.6095 0.3498 0.4348 0.4989 0.0 nan 0.0 nan 0.1119 0.2020 0.3972 0.0 0.5954 0.3434 0.4157 0.4754 0.0 nan 0.0 nan 0.1092 0.1836 0.3865
0.4431 4.88 780 0.3052 0.3104 0.3654 0.5781 nan 0.7024 0.4862 0.5150 0.7363 0.0 nan 0.0 nan 0.2163 0.2456 0.3866 0.0 0.6801 0.4736 0.5039 0.6461 0.0 nan 0.0 nan 0.2021 0.2209 0.3771
0.2319 5.0 800 0.3104 0.3316 0.3938 0.5875 nan 0.6790 0.5433 0.6711 0.6572 0.0 nan 0.0 nan 0.2908 0.3349 0.3675 0.0 0.6628 0.5265 0.5922 0.6113 0.0 nan 0.0 nan 0.2656 0.2987 0.3585
0.3361 5.12 820 0.3125 0.3219 0.3808 0.5905 nan 0.7234 0.3480 0.6026 0.7698 0.0 nan 0.0 nan 0.1558 0.3461 0.4818 0.0 0.7028 0.3453 0.5677 0.6877 0.0 nan 0.0 nan 0.1498 0.3077 0.4584
0.412 5.25 840 0.3477 0.2427 0.2810 0.4099 nan 0.3970 0.2768 0.5965 0.6918 0.0 nan 0.0 nan 0.1238 0.1614 0.2814 0.0 0.3899 0.2752 0.5703 0.6446 0.0 nan 0.0 nan 0.1208 0.1494 0.2767
0.1799 5.38 860 0.3132 0.3444 0.4035 0.6161 nan 0.7651 0.4804 0.6609 0.5953 0.0 nan 0.0 nan 0.2167 0.3901 0.5227 0.0 0.7389 0.4759 0.6240 0.5643 0.0 nan 0.0 nan 0.2033 0.3414 0.4965
0.1716 5.5 880 0.3186 0.2805 0.3289 0.4955 nan 0.5685 0.3185 0.5785 0.6888 0.0 nan 0.0 nan 0.1934 0.2548 0.3577 0.0 0.5592 0.3165 0.5487 0.6271 0.0 nan 0.0 nan 0.1798 0.2295 0.3441
0.4388 5.62 900 0.3171 0.4098 0.4914 0.7348 nan 0.8788 0.6109 0.7475 0.7979 0.0 nan 0.0 nan 0.2607 0.5234 0.6032 0.0 0.8320 0.5956 0.6842 0.7286 0.0 nan 0.0 nan 0.2445 0.4481 0.5648
0.2632 5.75 920 0.3163 0.2697 0.3130 0.4551 nan 0.5145 0.3445 0.4613 0.6042 0.0 nan 0.0 nan 0.1180 0.3896 0.3846 0.0 0.5045 0.3404 0.4568 0.5718 0.0 nan 0.0 nan 0.1141 0.3416 0.3677
0.3024 5.88 940 0.3063 0.3883 0.4645 0.6758 nan 0.7778 0.6624 0.7137 0.7013 0.0 nan 0.0 nan 0.3253 0.4950 0.5054 0.0 0.7479 0.6323 0.6434 0.6506 0.0 nan 0.0 nan 0.2919 0.4251 0.4919
0.2551 6.0 960 0.3489 0.2261 0.2625 0.4024 nan 0.5011 0.1084 0.4074 0.6709 0.0 nan 0.0 nan 0.1666 0.2592 0.2489 0.0 0.4903 0.1081 0.4042 0.6181 0.0 nan 0.0 nan 0.1562 0.2369 0.2470
0.3281 6.12 980 0.2939 0.3635 0.4275 0.6116 nan 0.6803 0.5665 0.6418 0.6806 0.0 nan 0.0 nan 0.2545 0.4660 0.5579 0.0 0.6659 0.5508 0.6049 0.6359 0.0 nan 0.0 nan 0.2372 0.4071 0.5330
0.1372 6.25 1000 0.2998 0.3755 0.4413 0.6450 nan 0.7530 0.5417 0.6673 0.7023 0.0 nan 0.0 nan 0.2979 0.4450 0.5648 0.0 0.7287 0.5300 0.6359 0.6582 0.0 nan 0.0 nan 0.2737 0.3899 0.5389
0.3485 6.38 1020 0.3398 0.2557 0.2941 0.4515 nan 0.5305 0.2957 0.5158 0.6263 0.0 nan 0.0 nan 0.1937 0.2043 0.2811 0.0 0.5206 0.2931 0.5070 0.5912 0.0 nan 0.0 nan 0.1833 0.1846 0.2769
0.3755 6.5 1040 0.3034 0.3526 0.4160 0.5795 nan 0.6346 0.4564 0.7050 0.6986 0.0 nan 0.0 nan 0.3010 0.4881 0.4598 0.0 0.6188 0.4509 0.6639 0.6554 0.0 nan 0.0 nan 0.2758 0.4166 0.4442
0.2617 6.62 1060 0.3166 0.2905 0.3384 0.4820 nan 0.5401 0.3225 0.5981 0.6153 0.0 nan 0.0 nan 0.1880 0.4060 0.3756 0.0 0.5337 0.3212 0.5770 0.5817 0.0 nan 0.0 nan 0.1774 0.3511 0.3627
0.2937 6.75 1080 0.3090 0.3864 0.4585 0.7031 nan 0.8093 0.6687 0.7189 0.7808 0.0 nan 0.0 nan 0.3271 0.2123 0.6092 0.0 0.7810 0.6460 0.6639 0.7094 0.0 nan 0.0 nan 0.2942 0.1957 0.5738
0.3588 6.88 1100 0.3011 0.3653 0.4310 0.6482 nan 0.8132 0.4360 0.6549 0.7523 0.0 nan 0.0 nan 0.3123 0.4840 0.4267 0.0 0.7784 0.4310 0.6235 0.6944 0.0 nan 0.0 nan 0.2884 0.4223 0.4149
0.1613 7.0 1120 0.3302 0.2838 0.3344 0.4622 nan 0.4687 0.3133 0.6402 0.6782 0.0 nan 0.0 nan 0.1601 0.4001 0.3490 0.0 0.4620 0.3100 0.5933 0.6247 0.0 nan 0.0 nan 0.1525 0.3558 0.3400
0.4217 7.12 1140 0.3087 0.3723 0.4451 0.6405 nan 0.7463 0.4361 0.7284 0.7778 0.0 nan 0.0 nan 0.3229 0.4981 0.4960 0.0 0.7258 0.4307 0.6602 0.7060 0.0 nan 0.0 nan 0.2946 0.4255 0.4800
0.1429 7.25 1160 0.3227 0.2794 0.3221 0.5335 nan 0.7381 0.3377 0.5059 0.5342 0.0 nan 0.0 nan 0.2719 0.1916 0.3198 0.0 0.7147 0.3361 0.4943 0.5100 0.0 nan 0.0 nan 0.2479 0.1761 0.3151
0.227 7.38 1180 0.3087 0.3749 0.4471 0.6221 nan 0.6645 0.5048 0.7103 0.7872 0.0 nan 0.0 nan 0.3502 0.4474 0.5594 0.0 0.6499 0.4966 0.6631 0.7065 0.0 nan 0.0 nan 0.3168 0.3915 0.5250
0.3733 7.5 1200 0.3304 0.2777 0.3229 0.4832 nan 0.5603 0.3886 0.5612 0.5532 0.0 nan 0.0 nan 0.1744 0.2915 0.3773 0.0 0.5501 0.3824 0.5434 0.5248 0.0 nan 0.0 nan 0.1655 0.2561 0.3542
0.3148 7.62 1220 0.3075 0.3787 0.4500 0.6531 nan 0.7425 0.5909 0.7189 0.7270 0.0 nan 0.0 nan 0.3257 0.4420 0.5030 0.0 0.7152 0.5687 0.6673 0.6700 0.0 nan 0.0 nan 0.2976 0.3823 0.4863
0.22 7.75 1240 0.3156 0.3340 0.3934 0.5589 nan 0.6127 0.4262 0.6387 0.7554 0.0 nan 0.0 nan 0.2170 0.4800 0.4108 0.0 0.6002 0.4203 0.6121 0.6848 0.0 nan 0.0 nan 0.2073 0.4168 0.3984
0.499 7.88 1260 0.3085 0.3454 0.4092 0.6278 nan 0.7534 0.4363 0.7109 0.7256 0.0 nan 0.0 nan 0.2525 0.2773 0.5267 0.0 0.7296 0.4311 0.6556 0.6668 0.0 nan 0.0 nan 0.2355 0.2512 0.4848
0.2604 8.0 1280 0.3123 0.3504 0.4118 0.6089 nan 0.7175 0.4779 0.6668 0.6668 0.0 nan 0.0 nan 0.2368 0.4184 0.5218 0.0 0.6949 0.4708 0.6402 0.6225 0.0 nan 0.0 nan 0.2192 0.3649 0.4915
0.146 8.12 1300 0.3274 0.3036 0.3526 0.5368 nan 0.6413 0.4378 0.6158 0.5674 0.0 nan 0.0 nan 0.1757 0.3165 0.4191 0.0 0.6216 0.4333 0.5946 0.5339 0.0 nan 0.0 nan 0.1697 0.2810 0.4015
0.1103 8.25 1320 0.3339 0.2738 0.3155 0.4762 nan 0.5556 0.4026 0.5015 0.5408 0.0 nan 0.0 nan 0.1370 0.2938 0.4084 0.0 0.5454 0.3969 0.4921 0.5111 0.0 nan 0.0 nan 0.1330 0.2658 0.3939
0.1323 8.38 1340 0.3179 0.3304 0.3865 0.5986 nan 0.7334 0.4769 0.6287 0.6839 0.0 nan 0.0 nan 0.2152 0.3473 0.3933 0.0 0.7022 0.4679 0.6091 0.6261 0.0 nan 0.0 nan 0.2049 0.3080 0.3863
0.1057 8.5 1360 0.4118 0.1949 0.2242 0.3076 nan 0.3007 0.1559 0.4492 0.5135 0.0 nan 0.0 nan 0.1282 0.2228 0.2472 0.0 0.2972 0.1552 0.4441 0.4845 0.0 nan 0.0 nan 0.1241 0.2028 0.2412
0.1248 8.62 1380 0.3228 0.4155 0.4991 0.7269 nan 0.8415 0.6462 0.7622 0.7778 0.0 nan 0.0 nan 0.3683 0.4851 0.6106 0.0 0.8100 0.6271 0.6994 0.7057 0.0 nan 0.0 nan 0.3280 0.4172 0.5674
0.1165 8.75 1400 0.3307 0.2995 0.3485 0.5194 nan 0.6149 0.3102 0.5592 0.6835 0.0 nan 0.0 nan 0.1857 0.3513 0.4318 0.0 0.5982 0.3074 0.5485 0.6349 0.0 nan 0.0 nan 0.1765 0.3142 0.4156
0.2999 8.88 1420 0.3766 0.2329 0.2673 0.3927 nan 0.4223 0.2954 0.4437 0.5620 0.0 nan 0.0 nan 0.1641 0.1857 0.3327 0.0 0.4163 0.2897 0.4411 0.5318 0.0 nan 0.0 nan 0.1570 0.1704 0.3232
0.2005 9.0 1440 0.3224 0.3457 0.4100 0.5800 nan 0.6510 0.4458 0.6701 0.6765 0.0 nan 0.0002 nan 0.2510 0.4869 0.5085 0.0 0.6327 0.4381 0.6441 0.6348 0.0 nan 0.0002 nan 0.2321 0.4092 0.4656
0.0952 9.12 1460 0.3368 0.2986 0.3475 0.5230 nan 0.5872 0.4686 0.6328 0.6070 0.0 nan 0.0 nan 0.2227 0.2252 0.3843 0.0 0.5748 0.4534 0.5986 0.5720 0.0 nan 0.0 nan 0.2114 0.2061 0.3692
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0.1548 11.88 1900 0.3398 0.3513 0.4167 0.6004 nan 0.7097 0.3884 0.6305 0.7354 0.0002 nan 0.0138 nan 0.2828 0.4755 0.5141 0.0 0.6920 0.3832 0.6074 0.6691 0.0002 nan 0.0138 nan 0.2669 0.4032 0.4775
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0.1169 18.38 2940 0.3737 0.3522 0.4141 0.5853 nan 0.6818 0.4810 0.6037 0.6819 0.1025 nan 0.0410 nan 0.2644 0.4201 0.4503 0.0 0.6615 0.4636 0.5918 0.6288 0.1004 nan 0.0400 nan 0.2486 0.3615 0.4256
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0.1468 18.62 2980 0.3809 0.3592 0.4249 0.5883 nan 0.6884 0.4059 0.6539 0.6849 0.0905 nan 0.0482 nan 0.2846 0.4887 0.4791 0.0 0.6685 0.3996 0.6290 0.6350 0.0881 nan 0.0469 nan 0.2632 0.4144 0.4469
0.1438 18.75 3000 0.4059 0.3267 0.3847 0.5308 nan 0.6163 0.4193 0.5594 0.6195 0.1263 nan 0.0415 nan 0.2273 0.4443 0.4081 0.0 0.6014 0.4035 0.5470 0.5813 0.1224 nan 0.0406 nan 0.2127 0.3774 0.3810
0.1021 18.88 3020 0.3904 0.3525 0.4154 0.5957 nan 0.7113 0.4367 0.6382 0.7089 0.1015 nan 0.0432 nan 0.2595 0.4177 0.4213 0.0 0.6907 0.4264 0.6212 0.6528 0.0988 nan 0.0422 nan 0.2428 0.3582 0.3923
0.0308 19.0 3040 0.3790 0.3502 0.4129 0.5842 nan 0.6850 0.4325 0.6381 0.6733 0.0994 nan 0.0429 nan 0.2607 0.4038 0.4803 0.0 0.6662 0.4228 0.6189 0.6261 0.0967 nan 0.0420 nan 0.2443 0.3470 0.4380
0.2127 19.12 3060 0.3938 0.3268 0.3842 0.5413 nan 0.6469 0.3713 0.5834 0.6338 0.0856 nan 0.0419 nan 0.2657 0.4172 0.4118 0.0 0.6307 0.3641 0.5711 0.5914 0.0838 nan 0.0410 nan 0.2465 0.3570 0.3822
0.1228 19.25 3080 0.3930 0.3371 0.3961 0.5707 nan 0.6900 0.3839 0.5852 0.6874 0.0759 nan 0.0337 nan 0.2645 0.4055 0.4391 0.0 0.6701 0.3767 0.5733 0.6383 0.0745 nan 0.0331 nan 0.2462 0.3494 0.4094
0.0882 19.38 3100 0.3940 0.3372 0.3954 0.5712 nan 0.6829 0.4213 0.6223 0.6689 0.0740 nan 0.0338 nan 0.2622 0.3936 0.3997 0.0 0.6636 0.4108 0.6046 0.6226 0.0729 nan 0.0332 nan 0.2445 0.3419 0.3776
0.0798 19.5 3120 0.4141 0.3078 0.3595 0.5247 nan 0.6568 0.2977 0.5794 0.6253 0.0788 nan 0.0341 nan 0.2380 0.3701 0.3549 0.0 0.6388 0.2941 0.5651 0.5852 0.0775 nan 0.0332 nan 0.2237 0.3256 0.3351
0.2337 19.62 3140 0.3981 0.3068 0.3583 0.5271 nan 0.6597 0.3512 0.5748 0.5754 0.0715 nan 0.0304 nan 0.2115 0.3767 0.3733 0.0 0.6439 0.3439 0.5569 0.5412 0.0701 nan 0.0299 nan 0.2004 0.3301 0.3515
0.265 19.75 3160 0.3878 0.3441 0.4051 0.5883 nan 0.7216 0.4309 0.6112 0.6456 0.1042 nan 0.0316 nan 0.2539 0.3974 0.4499 0.0 0.6987 0.4186 0.5900 0.6016 0.1009 nan 0.0311 nan 0.2385 0.3425 0.4188
0.1612 19.88 3180 0.3921 0.3399 0.4015 0.5622 nan 0.6680 0.3758 0.6031 0.6745 0.1219 nan 0.0368 nan 0.2783 0.4113 0.4439 0.0 0.6509 0.3660 0.5870 0.6189 0.1176 nan 0.0361 nan 0.2584 0.3531 0.4113
0.119 20.0 3200 0.3930 0.3381 0.3973 0.5638 nan 0.6846 0.3830 0.6002 0.6528 0.1236 nan 0.0364 nan 0.2504 0.4254 0.4196 0.0 0.6659 0.3747 0.5862 0.6027 0.1201 nan 0.0357 nan 0.2355 0.3642 0.3958
0.2127 20.12 3220 0.4055 0.3262 0.3828 0.5438 nan 0.6687 0.3572 0.5735 0.6260 0.1227 nan 0.0452 nan 0.2759 0.3804 0.3954 0.0 0.6509 0.3480 0.5618 0.5802 0.1193 nan 0.0442 nan 0.2554 0.3293 0.3729
0.1082 20.25 3240 0.4076 0.3233 0.3790 0.5477 nan 0.6622 0.3678 0.6170 0.6725 0.1201 nan 0.0408 nan 0.2368 0.3502 0.3435 0.0 0.6445 0.3588 0.5987 0.6188 0.1167 nan 0.0400 nan 0.2242 0.3062 0.3253
0.1413 20.38 3260 0.3997 0.3315 0.3894 0.5515 nan 0.6595 0.3799 0.5992 0.6447 0.1206 nan 0.0406 nan 0.2610 0.3701 0.4294 0.0 0.6426 0.3715 0.5838 0.5996 0.1176 nan 0.0399 nan 0.2422 0.3200 0.3973
0.1308 20.5 3280 0.4210 0.3100 0.3624 0.5150 nan 0.6198 0.3069 0.5631 0.6500 0.1115 nan 0.0402 nan 0.2334 0.3535 0.3831 0.0 0.6049 0.3025 0.5540 0.6033 0.1102 nan 0.0393 nan 0.2189 0.3098 0.3574
0.0599 20.62 3300 0.3929 0.3457 0.4067 0.5822 nan 0.6963 0.4452 0.6235 0.6543 0.1024 nan 0.0453 nan 0.2641 0.3904 0.4386 0.0 0.6756 0.4337 0.6062 0.6087 0.1002 nan 0.0443 nan 0.2460 0.3365 0.4061
0.0948 20.75 3320 0.3978 0.3346 0.3933 0.5553 nan 0.6649 0.4108 0.6084 0.6221 0.1142 nan 0.0400 nan 0.2518 0.4197 0.4076 0.0 0.6479 0.3990 0.5918 0.5812 0.1109 nan 0.0393 nan 0.2337 0.3621 0.3800
0.0418 20.88 3340 0.3987 0.3413 0.4016 0.5691 nan 0.6820 0.4091 0.6041 0.6482 0.1110 nan 0.0344 nan 0.2501 0.4283 0.4476 0.0 0.6632 0.3996 0.5894 0.6026 0.1079 nan 0.0337 nan 0.2342 0.3677 0.4142
0.2251 21.0 3360 0.4091 0.3067 0.3576 0.5235 nan 0.6628 0.3239 0.5825 0.6036 0.1097 nan 0.0348 nan 0.2448 0.3554 0.3010 0.0 0.6446 0.3177 0.5663 0.5655 0.1064 nan 0.0340 nan 0.2288 0.3149 0.2890
0.0887 21.12 3380 0.3958 0.3502 0.4144 0.5830 nan 0.6798 0.4381 0.6436 0.7003 0.0985 nan 0.0553 nan 0.3298 0.3692 0.4148 0.0 0.6608 0.4252 0.6204 0.6454 0.0957 nan 0.0537 nan 0.2975 0.3220 0.3809
0.0981 21.25 3400 0.4053 0.3346 0.3938 0.5521 nan 0.6416 0.4158 0.6278 0.6327 0.1152 nan 0.0472 nan 0.2642 0.3607 0.4387 0.0 0.6267 0.4034 0.6096 0.5906 0.1116 nan 0.0460 nan 0.2430 0.3153 0.3998
0.129 21.38 3420 0.4044 0.3195 0.3724 0.5357 nan 0.6534 0.3715 0.5931 0.6088 0.1166 nan 0.0411 nan 0.2463 0.3438 0.3765 0.0 0.6364 0.3635 0.5791 0.5711 0.1137 nan 0.0403 nan 0.2292 0.3042 0.3575
0.0612 21.5 3440 0.3903 0.3486 0.4101 0.5821 nan 0.6849 0.4416 0.6240 0.6569 0.1031 nan 0.0424 nan 0.2770 0.3685 0.4925 0.0 0.6663 0.4307 0.6044 0.6109 0.0999 nan 0.0416 nan 0.2569 0.3219 0.4536
0.1272 21.62 3460 0.4190 0.3084 0.3600 0.5155 nan 0.6333 0.3347 0.5558 0.6046 0.0905 nan 0.0351 nan 0.2328 0.4021 0.3511 0.0 0.6178 0.3281 0.5458 0.5679 0.0895 nan 0.0345 nan 0.2190 0.3491 0.3325
0.0396 21.75 3480 0.4083 0.3243 0.3801 0.5463 nan 0.6695 0.3636 0.6050 0.6290 0.0988 nan 0.0423 nan 0.2516 0.3892 0.3716 0.0 0.6523 0.3566 0.5879 0.5871 0.0963 nan 0.0414 nan 0.2360 0.3372 0.3485
0.1612 21.88 3500 0.4034 0.3276 0.3836 0.5571 nan 0.6817 0.4096 0.5779 0.6470 0.1009 nan 0.0430 nan 0.2657 0.3577 0.3690 0.0 0.6632 0.3995 0.5630 0.6014 0.0982 nan 0.0420 nan 0.2475 0.3112 0.3502
0.168 22.0 3520 0.3960 0.3299 0.3866 0.5620 nan 0.6894 0.3956 0.5776 0.6484 0.0963 nan 0.0393 nan 0.2551 0.3656 0.4123 0.0 0.6689 0.3867 0.5646 0.6040 0.0935 nan 0.0384 nan 0.2394 0.3177 0.3853
0.1447 22.12 3540 0.4078 0.3373 0.3970 0.5641 nan 0.6879 0.3803 0.5834 0.6534 0.0952 nan 0.0500 nan 0.2945 0.4033 0.4248 0.0 0.6674 0.3724 0.5691 0.6079 0.0923 nan 0.0486 nan 0.2704 0.3478 0.3974
0.053 22.25 3560 0.4011 0.3369 0.3956 0.5696 nan 0.7026 0.4088 0.5707 0.6348 0.0921 nan 0.0507 nan 0.2935 0.3820 0.4256 0.0 0.6803 0.3990 0.5570 0.5941 0.0895 nan 0.0494 nan 0.2709 0.3313 0.3978
0.1187 22.38 3580 0.4053 0.3330 0.3913 0.5555 nan 0.6709 0.3798 0.5832 0.6476 0.0971 nan 0.0440 nan 0.2728 0.3996 0.4266 0.0 0.6529 0.3718 0.5682 0.6036 0.0940 nan 0.0429 nan 0.2524 0.3462 0.3977
0.1373 22.5 3600 0.4094 0.3264 0.3829 0.5411 nan 0.6504 0.3713 0.5818 0.6355 0.1050 nan 0.0402 nan 0.2590 0.4045 0.3984 0.0 0.6343 0.3624 0.5688 0.5951 0.1009 nan 0.0394 nan 0.2407 0.3515 0.3709
0.144 22.62 3620 0.4051 0.3243 0.3792 0.5460 nan 0.6617 0.3776 0.6009 0.6535 0.1049 nan 0.0384 nan 0.2643 0.3601 0.3512 0.0 0.6448 0.3688 0.5872 0.6082 0.1005 nan 0.0377 nan 0.2463 0.3173 0.3320
0.0716 22.75 3640 0.4071 0.3209 0.3750 0.5386 nan 0.6443 0.3817 0.5979 0.6464 0.1080 nan 0.0381 nan 0.2470 0.3450 0.3667 0.0 0.6288 0.3727 0.5835 0.6006 0.1032 nan 0.0374 nan 0.2315 0.3057 0.3453
0.0869 22.88 3660 0.4162 0.3118 0.3636 0.5269 nan 0.6438 0.3654 0.5745 0.6012 0.1058 nan 0.0359 nan 0.2423 0.3257 0.3781 0.0 0.6281 0.3557 0.5610 0.5643 0.1014 nan 0.0353 nan 0.2266 0.2902 0.3554
0.0846 23.0 3680 0.4079 0.3326 0.3902 0.5584 nan 0.6786 0.3830 0.5896 0.6438 0.1063 nan 0.0384 nan 0.2539 0.3928 0.4253 0.0 0.6605 0.3742 0.5765 0.5994 0.1019 nan 0.0376 nan 0.2376 0.3425 0.3957
0.1137 23.12 3700 0.4062 0.3270 0.3827 0.5498 nan 0.6647 0.3757 0.6069 0.6502 0.1083 nan 0.0380 nan 0.2465 0.3729 0.3814 0.0 0.6474 0.3675 0.5903 0.6042 0.1038 nan 0.0372 nan 0.2317 0.3290 0.3588
0.109 23.25 3720 0.4160 0.3217 0.3761 0.5445 nan 0.6679 0.3698 0.5816 0.6386 0.1013 nan 0.0424 nan 0.2568 0.3538 0.3723 0.0 0.6503 0.3618 0.5679 0.5943 0.0978 nan 0.0415 nan 0.2394 0.3129 0.3514
0.0314 23.38 3740 0.4166 0.3156 0.3685 0.5342 nan 0.6615 0.3651 0.5650 0.6126 0.1027 nan 0.0433 nan 0.2581 0.3479 0.3605 0.0 0.6445 0.3558 0.5521 0.5746 0.0988 nan 0.0424 nan 0.2393 0.3083 0.3401
0.1021 23.5 3760 0.4215 0.3218 0.3774 0.5350 nan 0.6494 0.3625 0.5961 0.6217 0.1038 nan 0.0448 nan 0.2675 0.3971 0.3539 0.0 0.6335 0.3532 0.5796 0.5818 0.0997 nan 0.0438 nan 0.2465 0.3460 0.3336
0.0086 23.62 3780 0.4121 0.3224 0.3779 0.5430 nan 0.6630 0.3837 0.5842 0.6257 0.1028 nan 0.0432 nan 0.2651 0.3702 0.3634 0.0 0.6461 0.3725 0.5697 0.5847 0.0990 nan 0.0423 nan 0.2451 0.3231 0.3413
0.1086 23.75 3800 0.4078 0.3309 0.3892 0.5521 nan 0.6630 0.3944 0.5991 0.6368 0.1092 nan 0.0444 nan 0.2721 0.3831 0.4007 0.0 0.6464 0.3824 0.5830 0.5932 0.1047 nan 0.0435 nan 0.2511 0.3331 0.3716
0.1121 23.88 3820 0.4119 0.3221 0.3780 0.5369 nan 0.6487 0.3695 0.5765 0.6271 0.1155 nan 0.0431 nan 0.2546 0.3730 0.3941 0.0 0.6329 0.3588 0.5643 0.5842 0.1105 nan 0.0422 nan 0.2368 0.3252 0.3666
0.1118 24.0 3840 0.4161 0.3239 0.3799 0.5430 nan 0.6645 0.3623 0.5649 0.6499 0.1168 nan 0.0422 nan 0.2492 0.3927 0.3769 0.0 0.6471 0.3532 0.5559 0.6011 0.1122 nan 0.0413 nan 0.2332 0.3407 0.3547
0.0399 24.12 3860 0.4107 0.3313 0.3888 0.5557 nan 0.6795 0.3847 0.5899 0.6415 0.1208 nan 0.0444 nan 0.2652 0.3843 0.3891 0.0 0.6607 0.3748 0.5767 0.5956 0.1152 nan 0.0435 nan 0.2462 0.3345 0.3660
0.0892 24.25 3880 0.4233 0.3200 0.3743 0.5371 nan 0.6571 0.3608 0.5803 0.6290 0.1144 nan 0.0414 nan 0.2556 0.3617 0.3685 0.0 0.6402 0.3525 0.5683 0.5850 0.1098 nan 0.0406 nan 0.2377 0.3184 0.3476
0.0504 24.38 3900 0.4126 0.3272 0.3838 0.5469 nan 0.6627 0.3726 0.5902 0.6472 0.1122 nan 0.0434 nan 0.2626 0.3820 0.3810 0.0 0.6457 0.3638 0.5776 0.5995 0.1075 nan 0.0425 nan 0.2436 0.3331 0.3583
0.1415 24.5 3920 0.4125 0.3313 0.3890 0.5544 nan 0.6739 0.3827 0.5877 0.6506 0.1154 nan 0.0461 nan 0.2685 0.3880 0.3885 0.0 0.6554 0.3725 0.5757 0.6023 0.1107 nan 0.0451 nan 0.2488 0.3378 0.3647
0.0919 24.62 3940 0.4155 0.3205 0.3752 0.5383 nan 0.6617 0.3538 0.5750 0.6351 0.1112 nan 0.0444 nan 0.2523 0.3764 0.3666 0.0 0.6444 0.3457 0.5639 0.5899 0.1069 nan 0.0434 nan 0.2354 0.3296 0.3458
0.0443 24.75 3960 0.4101 0.3270 0.3837 0.5447 nan 0.6616 0.3704 0.5699 0.6538 0.1158 nan 0.0460 nan 0.2670 0.3933 0.3753 0.0 0.6444 0.3607 0.5605 0.6039 0.1111 nan 0.0450 nan 0.2475 0.3427 0.3542
0.1815 24.88 3980 0.4182 0.3204 0.3750 0.5340 nan 0.6499 0.3529 0.5731 0.6316 0.1129 nan 0.0422 nan 0.2545 0.3768 0.3816 0.0 0.6337 0.3452 0.5621 0.5873 0.1083 nan 0.0413 nan 0.2370 0.3306 0.3586
0.005 25.0 4000 0.4155 0.3349 0.3935 0.5591 nan 0.6815 0.3865 0.5805 0.6544 0.1155 nan 0.0497 nan 0.2779 0.3995 0.3959 0.0 0.6626 0.3764 0.5699 0.6056 0.1108 nan 0.0485 nan 0.2565 0.3465 0.3718

Framework versions

  • Transformers 4.37.1
  • Pytorch 2.1.2+cu121
  • Datasets 2.16.1
  • Tokenizers 0.15.0
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