segformer-finetuned-deepreef-10k-steps2

This model is a fine-tuned version of nvidia/mit-b0 on the ViktorDo/deepreef-dataset-v0 dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3630
  • Mean Iou: 0.0149
  • Mean Accuracy: 0.0835
  • Overall Accuracy: 0.0857
  • Accuracy Unlabeled: nan
  • Accuracy Human: 0.1855
  • Accuracy Background: 0.0001
  • Accuracy Fish: 0.1575
  • Accuracy Sand: 0.0167
  • Accuracy Rubble: 0.1974
  • Accuracy Unknown hard substrate: 0.0670
  • Accuracy Algae covered substrate: 0.0006
  • Accuracy Dark: 0.0
  • Accuracy Branching bleached: 0.0025
  • Accuracy Branching dead: 0.4055
  • Accuracy Branching alive: 0.0
  • Accuracy Stylophora alive: 0.0026
  • Accuracy Pocillopora alive: 0.0170
  • Accuracy Acropora alive: 0.6099
  • Accuracy Table acropora alive: 0.0075
  • Accuracy Table acropora dead: 0.0
  • Accuracy Millepora: 0.0
  • Accuracy Other coral bleached: 0.0
  • Accuracy Other coral dead: 0.1015
  • Accuracy Other coral alive: 0.4207
  • Accuracy Massive/meandering alive: 0.0005
  • Accuracy Massive/meandering dead: 0.0
  • Accuracy Massive/meandering bleached: 0.0611
  • Accuracy Transect line: 0.0
  • Accuracy Transect tools: 0.0
  • Accuracy Other animal: 0.0
  • Accuracy Sea urchin: 0.0
  • Accuracy Sponge: nan
  • Accuracy Trash: nan
  • Accuracy Seagrass: nan
  • Iou Unlabeled: 0.0
  • Iou Human: 0.0101
  • Iou Background: 0.0001
  • Iou Fish: 0.0756
  • Iou Sand: 0.0141
  • Iou Rubble: 0.0753
  • Iou Unknown hard substrate: 0.0223
  • Iou Algae covered substrate: 0.0001
  • Iou Dark: 0.0
  • Iou Branching bleached: 0.0018
  • Iou Branching dead: 0.0319
  • Iou Branching alive: 0.0
  • Iou Stylophora alive: 0.0017
  • Iou Pocillopora alive: 0.0152
  • Iou Acropora alive: 0.0630
  • Iou Table acropora alive: 0.0008
  • Iou Table acropora dead: 0.0
  • Iou Millepora: 0.0
  • Iou Other coral bleached: 0.0
  • Iou Other coral dead: 0.0795
  • Iou Other coral alive: 0.0186
  • Iou Massive/meandering alive: 0.0001
  • Iou Massive/meandering dead: 0.0
  • Iou Massive/meandering bleached: 0.0067
  • Iou Transect line: 0.0
  • Iou Transect tools: 0.0
  • Iou Other animal: 0.0
  • Iou Sea urchin: 0.0
  • Iou Sponge: nan
  • Iou Trash: nan
  • Iou Seagrass: nan

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: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: polynomial
  • training_steps: 10000

Training results

Training Loss Epoch Step Validation Loss Mean Iou Mean Accuracy Overall Accuracy Accuracy Unlabeled Accuracy Human Accuracy Background Accuracy Fish Accuracy Sand Accuracy Rubble Accuracy Unknown hard substrate Accuracy Algae covered substrate Accuracy Dark Accuracy Branching bleached Accuracy Branching dead Accuracy Branching alive Accuracy Stylophora alive Accuracy Pocillopora alive Accuracy Acropora alive Accuracy Table acropora alive Accuracy Table acropora dead Accuracy Millepora Accuracy Other coral bleached Accuracy Other coral dead Accuracy Other coral alive Accuracy Massive/meandering alive Accuracy Massive/meandering dead Accuracy Massive/meandering bleached Accuracy Transect line Accuracy Transect tools Accuracy Other animal Accuracy Sea urchin Accuracy Sponge Accuracy Trash Accuracy Seagrass Iou Unlabeled Iou Human Iou Background Iou Fish Iou Sand Iou Rubble Iou Unknown hard substrate Iou Algae covered substrate Iou Dark Iou Branching bleached Iou Branching dead Iou Branching alive Iou Stylophora alive Iou Pocillopora alive Iou Acropora alive Iou Table acropora alive Iou Table acropora dead Iou Millepora Iou Other coral bleached Iou Other coral dead Iou Other coral alive Iou Massive/meandering alive Iou Massive/meandering dead Iou Massive/meandering bleached Iou Transect line Iou Transect tools Iou Other animal Iou Sea urchin Iou Sponge Iou Trash Iou Seagrass
No log 1.0 48 2.5405 0.0109 0.0732 0.0982 nan 0.1948 0.0000 0.0994 0.1479 0.2653 0.0003 0.0103 0.0 0.0 0.0 0.0 0.0015 0.0 0.6598 0.0 0.0 0.0 0.0 0.0001 0.5811 0.0 0.0 0.0151 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0119 0.0000 0.0490 0.0886 0.1131 0.0003 0.0011 0.0 0.0 0.0 0.0 0.0012 0.0 0.0525 0.0 0.0 0.0 0.0 0.0001 0.0165 0.0 0.0 0.0025 0.0 0.0 0.0 0.0 0.0 0.0 0.0
No log 2.0 96 2.1769 0.0110 0.0741 0.0900 nan 0.2050 0.0 0.1357 0.0488 0.3481 0.0037 0.0062 0.0 0.0 0.0 0.0 0.0 0.0 0.6104 0.0 0.0 0.0 0.0 0.0 0.6430 0.0 0.0 0.0 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0135 0.0 0.0685 0.0378 0.1095 0.0026 0.0007 0.0 0.0 0.0 0.0 0.0 0.0 0.0575 0.0 0.0 0.0 0.0 0.0 0.0175 0.0 0.0 0.0 0.0 0.0 0.0 0.0 nan nan nan
2.5529 3.0 144 1.9236 0.0115 0.0709 0.0799 nan 0.2843 0.0 0.1805 0.0831 0.1969 0.0382 0.0098 0.0 0.0 0.0 0.0 0.0 0.0 0.6429 0.0 0.0 0.0 0.0 0.0000 0.4789 0.0 0.0 0.0 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0131 0.0 0.0865 0.0628 0.0643 0.0108 0.0010 0.0 0.0 0.0 0.0 0.0 0.0 0.0609 0.0 0.0 0.0 0.0 0.0000 0.0231 0.0 0.0 0.0 0.0 0.0 0.0 0.0 nan nan nan
2.5529 4.0 192 1.8061 0.0112 0.0793 0.0804 nan 0.3089 0.0 0.2097 0.0431 0.2321 0.0247 0.0076 0.0 0.0 0.0 0.0 0.0 0.0 0.7404 0.0 0.0 0.0 0.0 0.0001 0.5741 0.0 0.0 0.0005 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0135 0.0 0.0931 0.0378 0.0822 0.0111 0.0009 0.0 0.0 0.0 0.0 0.0 0.0 0.0547 0.0 0.0 0.0 0.0 0.0001 0.0198 0.0 0.0 0.0002 0.0 0.0 0.0 0.0 nan nan nan
1.9335 5.0 240 1.6951 0.0084 0.0703 0.0599 nan 0.2954 0.0 0.1251 0.0135 0.1567 0.0359 0.0063 0.0 0.0 0.0 0.0 0.0 0.0 0.7406 0.0 0.0 0.0 0.0 0.0030 0.5197 0.0 0.0 0.0021 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0141 0.0 0.0618 0.0123 0.0549 0.0116 0.0006 0.0 0.0 0.0 0.0 0.0 0.0 0.0542 0.0 0.0 0.0 0.0 0.0030 0.0211 0.0 0.0 0.0013 0.0 0.0 0.0 0.0 nan nan nan
1.9335 6.0 288 1.6585 0.0108 0.0765 0.0749 nan 0.3052 0.0 0.2240 0.0186 0.2300 0.0472 0.0081 0.0 0.0 0.0 0.0 0.0 0.0000 0.6577 0.0 0.0 0.0 0.0 0.0011 0.5611 0.0 0.0 0.0119 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0132 0.0 0.0972 0.0166 0.0711 0.0169 0.0010 0.0 0.0 0.0 0.0 0.0 0.0000 0.0567 0.0 0.0 0.0 0.0 0.0011 0.0240 0.0 0.0 0.0038 0.0 0.0 0.0 0.0 nan nan nan
1.624 7.0 336 1.6057 0.0106 0.0647 0.0709 nan 0.2031 0.0 0.1464 0.0013 0.2653 0.0398 0.0105 0.0 0.0 0.0 0.0 0.0261 0.0001 0.5245 0.0 0.0 0.0 0.0 0.0166 0.5078 0.0 0.0 0.0054 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0154 0.0 0.0775 0.0013 0.0684 0.0113 0.0011 0.0 0.0 0.0 0.0 0.0183 0.0001 0.0655 0.0 0.0 0.0 0.0 0.0142 0.0207 0.0 0.0 0.0021 0.0 0.0 0.0 0.0 nan nan nan
1.624 8.0 384 1.6413 0.0100 0.0745 0.0649 nan 0.2905 0.0 0.2007 0.0101 0.1398 0.0735 0.0016 0.0 0.0 0.0 0.0 0.0038 0.0000 0.8190 0.0 0.0 0.0 0.0 0.0081 0.4492 0.0 0.0 0.0155 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0136 0.0 0.0921 0.0094 0.0532 0.0219 0.0002 0.0 0.0 0.0 0.0 0.0023 0.0000 0.0499 0.0 0.0 0.0 0.0 0.0078 0.0234 0.0 0.0 0.0066 0.0 0.0 0.0 0.0 nan nan nan
1.4548 9.0 432 1.5311 0.0102 0.0678 0.0589 nan 0.3036 0.0 0.1606 0.0207 0.1336 0.0617 0.0088 0.0 0.0 0.0 0.0 0.0131 0.0004 0.6104 0.0 0.0 0.0 0.0 0.0068 0.4805 0.0 0.0 0.0309 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0131 0.0 0.0816 0.0186 0.0508 0.0140 0.0011 0.0 0.0 0.0 0.0 0.0089 0.0003 0.0597 0.0 0.0 0.0 0.0 0.0066 0.0206 0.0 0.0 0.0115 0.0 0.0 0.0 0.0 nan nan nan
1.4548 10.0 480 1.4792 0.0092 0.0705 0.0558 nan 0.2464 0.0 0.0987 0.0044 0.1370 0.0742 0.0039 0.0 0.0 0.0 0.0 0.0266 0.0005 0.6458 0.0 0.0 0.0 0.0 0.0057 0.6341 0.0 0.0 0.0262 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0142 0.0 0.0593 0.0041 0.0426 0.0205 0.0006 0.0 0.0 0.0 0.0 0.0176 0.0003 0.0677 0.0 0.0 0.0 0.0 0.0052 0.0205 0.0 0.0 0.0058 0.0 0.0 0.0 0.0 nan nan nan
1.3113 11.0 528 1.5166 0.0121 0.0646 0.0683 nan 0.1989 0.0 0.1704 0.0039 0.1229 0.1330 0.0019 0.0 0.0 0.0 0.0 0.0766 0.0009 0.5770 0.0 0.0 0.0 0.0 0.0676 0.3786 0.0 0.0 0.0134 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0144 0.0 0.0808 0.0036 0.0351 0.0264 0.0003 0.0 0.0 0.0 0.0 0.0251 0.0007 0.0679 0.0 0.0 0.0 0.0 0.0599 0.0225 0.0 0.0 0.0032 0.0 0.0 0.0 0.0 nan nan nan
1.3113 12.0 576 1.3834 0.0113 0.0695 0.0747 nan 0.3038 0.0 0.1224 0.0039 0.2431 0.0431 0.0024 0.0 0.0 0.0 0.0 0.0192 0.0088 0.6328 0.0 0.0 0.0 0.0 0.0376 0.4475 0.0 0.0 0.0127 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0132 0.0 0.0683 0.0036 0.0660 0.0151 0.0004 0.0 0.0 0.0 0.0 0.0103 0.0057 0.0769 0.0 0.0 0.0 0.0 0.0339 0.0201 0.0 0.0 0.0025 0.0 0.0 0.0 0.0 nan nan nan
1.2338 13.0 624 1.4512 0.0098 0.0757 0.0666 nan 0.2681 0.0 0.0983 0.0135 0.1798 0.0468 0.0026 0.0 0.0 0.0 0.0 0.0187 0.0005 0.7792 0.0 0.0 0.0 0.0 0.0150 0.5773 0.0 0.0 0.0446 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0129 0.0 0.0517 0.0119 0.0625 0.0169 0.0004 0.0 0.0 0.0 0.0 0.0095 0.0003 0.0669 0.0 0.0 0.0 0.0 0.0137 0.0203 0.0 0.0 0.0079 0.0 0.0 0.0 0.0 nan nan nan
1.2338 14.0 672 1.3275 0.0118 0.0740 0.0602 nan 0.3171 0.0 0.1411 0.0035 0.1489 0.0528 0.0076 0.0 0.0 0.0 0.0 0.0857 0.0060 0.5963 0.0 0.0 0.0 0.0 0.0171 0.5316 0.0 0.0 0.0897 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0140 0.0 0.0738 0.0032 0.0474 0.0133 0.0009 0.0 0.0 0.0 0.0 0.0332 0.0049 0.0820 0.0 0.0 0.0 0.0 0.0149 0.0214 0.0 0.0 0.0204 0.0 0.0 0.0 0.0 nan nan nan
1.1723 15.0 720 1.3946 0.0128 0.0736 0.0756 nan 0.2449 0.0 0.2053 0.0013 0.2382 0.0713 0.0023 0.0 0.0 0.0 0.0 0.0134 0.0054 0.5993 0.0 0.0 0.0 0.0 0.0280 0.4324 0.0 0.0 0.1463 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0147 0.0 0.0978 0.0013 0.0638 0.0204 0.0004 0.0 0.0 0.0 0.0 0.0082 0.0036 0.0760 0.0 0.0 0.0 0.0 0.0254 0.0185 0.0 0.0 0.0286 0.0 0.0 0.0 0.0 nan nan nan
1.1723 16.0 768 1.4292 0.0108 0.0728 0.0612 nan 0.3327 0.0 0.1817 0.0019 0.0968 0.0738 0.0025 0.0 0.0 0.0 0.0 0.0257 0.0033 0.7425 0.0 0.0 0.0 0.0 0.0423 0.4160 0.0 0.0 0.0476 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0120 0.0 0.0865 0.0018 0.0400 0.0191 0.0004 0.0 0.0 0.0 0.0 0.0106 0.0021 0.0632 0.0 0.0 0.0 0.0 0.0393 0.0198 0.0 0.0 0.0086 0.0 0.0 0.0 0.0 nan nan nan
1.1111 17.0 816 1.3628 0.0116 0.0731 0.0638 nan 0.2986 0.0 0.0857 0.0146 0.1342 0.0749 0.0035 0.0 0.0 0.0 0.0 0.0264 0.0123 0.7457 0.0 0.0 0.0 0.0 0.0322 0.4056 0.0 0.0 0.1399 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0143 0.0 0.0473 0.0125 0.0483 0.0206 0.0005 0.0 0.0 0.0 0.0 0.0130 0.0066 0.0820 0.0 0.0 0.0 0.0 0.0291 0.0176 0.0 0.0 0.0318 0.0 0.0 0.0 0.0 nan nan nan
1.1111 18.0 864 1.3380 0.0144 0.0803 0.0959 nan 0.2720 0.0 0.2141 0.0123 0.2944 0.0353 0.0029 0.0 0.0 0.0 0.0 0.0196 0.0023 0.6679 0.0 0.0 0.0 0.0 0.0804 0.4910 0.0 0.0 0.0748 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0146 0.0 0.0946 0.0106 0.0916 0.0155 0.0005 0.0 0.0 0.0 0.0 0.0095 0.0017 0.0652 0.0 0.0 0.0 0.0 0.0653 0.0211 0.0 0.0 0.0127 0.0 0.0 0.0 0.0 nan nan nan
1.0586 19.0 912 1.3009 0.0118 0.0722 0.0602 nan 0.2981 0.0 0.1648 0.0214 0.1212 0.0741 0.0071 0.0 0.0 0.0 0.0 0.0320 0.0084 0.5825 0.0 0.0 0.0 0.0 0.0142 0.4722 0.0 0.0 0.1526 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0142 0.0 0.0833 0.0181 0.0441 0.0188 0.0011 0.0 0.0 0.0 0.0 0.0157 0.0055 0.0763 0.0 0.0 0.0 0.0 0.0126 0.0166 0.0 0.0 0.0225 0.0 0.0 0.0 0.0 nan nan nan
1.0586 20.0 960 1.4299 0.0145 0.0782 0.0804 nan 0.2643 0.0 0.1407 0.0031 0.0707 0.1321 0.0022 0.0 0.0 0.0 0.0 0.0151 0.0036 0.7261 0.0 0.0 0.0 0.0 0.1659 0.3668 0.0 0.0 0.2215 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0150 0.0 0.0751 0.0029 0.0298 0.0255 0.0003 0.0 0.0 0.0 0.0 0.0078 0.0022 0.0682 0.0 0.0 0.0 0.0 0.1310 0.0197 0.0 0.0 0.0297 0.0 0.0 0.0 0.0 nan nan nan
1.0481 21.0 1008 1.3032 0.0154 0.0763 0.0960 nan 0.2718 0.0 0.1743 0.0062 0.2574 0.0652 0.0050 0.0 0.0 0.0 0.0 0.0284 0.0092 0.5340 0.0 0.0 0.0 0.0 0.1307 0.4931 0.0 0.0 0.0858 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0150 0.0 0.0869 0.0055 0.0732 0.0205 0.0009 0.0 0.0 0.0 0.0 0.0127 0.0060 0.0735 0.0 0.0 0.0 0.0 0.1016 0.0239 0.0 0.0 0.0112 0.0 0.0 0.0 0.0 nan nan nan
1.0481 22.0 1056 1.3516 0.0111 0.0805 0.0663 nan 0.3354 0.0 0.1557 0.0015 0.1925 0.0459 0.0037 0.0 0.0 0.0 0.0 0.0189 0.0023 0.7120 0.0 0.0 0.0 0.0 0.0085 0.5774 0.0 0.0 0.1185 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0118 0.0 0.0876 0.0015 0.0670 0.0160 0.0006 0.0 0.0 0.0 0.0 0.0092 0.0017 0.0718 0.0 0.0 0.0 0.0 0.0078 0.0202 0.0 0.0 0.0153 0.0 0.0 0.0 0.0 nan nan nan
0.981 23.0 1104 1.3396 0.0141 0.0808 0.0841 nan 0.2897 0.0 0.1443 0.0213 0.1601 0.0600 0.0013 0.0 0.0 0.0 0.0 0.0257 0.0071 0.7107 0.0 0.0 0.0 0.0 0.1052 0.5766 0.0 0.0 0.0805 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0148 0.0 0.0751 0.0177 0.0612 0.0192 0.0002 0.0 0.0 0.0 0.0 0.0100 0.0044 0.0705 0.0 0.0 0.0 0.0 0.0854 0.0232 0.0 0.0 0.0120 0.0 0.0 0.0 0.0 nan nan nan
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0.9395 25.0 1200 1.3881 0.0122 0.0775 0.0789 nan 0.3037 0.0 0.1128 0.0258 0.1356 0.0620 0.0007 0.0 0.0 0.0 0.0 0.0055 0.0037 0.8096 0.0 0.0 0.0 0.0 0.0948 0.4542 0.0 0.0 0.0851 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0145 0.0 0.0552 0.0222 0.0529 0.0210 0.0001 0.0 0.0 0.0 0.0 0.0037 0.0026 0.0583 0.0 0.0 0.0 0.0 0.0801 0.0205 0.0 0.0 0.0113 0.0 0.0 0.0 0.0 nan nan nan
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0.9395 27.0 1296 1.2891 0.0116 0.0735 0.0646 nan 0.2559 0.0 0.1774 0.0049 0.1001 0.0885 0.0016 0.0 0.0 0.0 0.0 0.0178 0.0029 0.7147 0.0038 0.0 0.0 0.0 0.0543 0.4996 0.0000 0.0 0.0632 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0148 0.0 0.0883 0.0045 0.0331 0.0204 0.0003 0.0 0.0 0.0 0.0 0.0094 0.0024 0.0702 0.0022 0.0 0.0 0.0 0.0480 0.0215 0.0000 0.0 0.0090 0.0 0.0 0.0 0.0 nan nan nan
0.9054 28.0 1344 1.4490 0.0098 0.0755 0.0588 nan 0.2572 0.0 0.1382 0.0058 0.0548 0.1067 0.0006 0.0 0.0 0.0 0.0 0.0059 0.0012 0.7827 0.0 0.0 0.0 0.0 0.0500 0.5621 0.0 0.0 0.0747 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0147 0.0 0.0703 0.0054 0.0248 0.0256 0.0001 0.0 0.0 0.0 0.0 0.0038 0.0010 0.0525 0.0 0.0 0.0 0.0 0.0448 0.0214 0.0 0.0 0.0098 0.0 0.0 0.0 0.0 nan nan nan
0.9054 29.0 1392 1.3019 0.0111 0.0799 0.0641 nan 0.3240 0.0 0.1553 0.0074 0.1221 0.0611 0.0013 0.0000 0.0 0.0 0.0 0.0098 0.0058 0.7506 0.0 0.0 0.0 0.0 0.0325 0.5920 0.0 0.0 0.0957 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0127 0.0 0.0833 0.0069 0.0460 0.0182 0.0002 0.0000 0.0 0.0 0.0 0.0054 0.0040 0.0722 0.0 0.0 0.0 0.0 0.0283 0.0214 0.0 0.0 0.0114 0.0 0.0 0.0 0.0 nan nan nan
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0.4378 206.0 9888 1.3850 0.0151 0.0849 0.0881 nan 0.1745 0.0001 0.1552 0.0208 0.1979 0.0678 0.0004 0.0000 0.0032 0.4171 0.0 0.0032 0.0166 0.6345 0.0082 0.0 0.0 0.0 0.1066 0.4217 0.0005 0.0 0.0635 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0102 0.0001 0.0725 0.0173 0.0758 0.0229 0.0001 0.0000 0.0021 0.0314 0.0 0.0021 0.0147 0.0628 0.0008 0.0 0.0 0.0 0.0834 0.0189 0.0001 0.0 0.0068 0.0 0.0 0.0 0.0 nan nan nan
0.4439 207.0 9936 1.3746 0.0147 0.0833 0.0857 nan 0.1784 0.0000 0.1516 0.0215 0.1978 0.0687 0.0004 0.0 0.0026 0.3809 0.0 0.0024 0.0140 0.6288 0.0075 0.0 0.0 0.0 0.0954 0.4376 0.0004 0.0 0.0617 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0102 0.0000 0.0713 0.0178 0.0761 0.0232 0.0001 0.0 0.0019 0.0331 0.0 0.0016 0.0124 0.0625 0.0008 0.0 0.0 0.0 0.0756 0.0184 0.0001 0.0 0.0067 0.0 0.0 0.0 0.0 nan nan nan
0.4439 208.0 9984 1.3737 0.0152 0.0844 0.0884 nan 0.1860 0.0001 0.1551 0.0203 0.1944 0.0676 0.0005 0.0000 0.0029 0.4030 0.0 0.0034 0.0156 0.6355 0.0072 0.0 0.0 0.0 0.1133 0.4081 0.0005 0.0 0.0642 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0102 0.0001 0.0729 0.0169 0.0748 0.0226 0.0001 0.0000 0.0020 0.0319 0.0 0.0022 0.0138 0.0631 0.0008 0.0 0.0 0.0 0.0871 0.0190 0.0001 0.0 0.0069 0.0 0.0 0.0 0.0 nan nan nan
0.4389 208.3333 10000 1.3630 0.0149 0.0835 0.0857 nan 0.1855 0.0001 0.1575 0.0167 0.1974 0.0670 0.0006 0.0 0.0025 0.4055 0.0 0.0026 0.0170 0.6099 0.0075 0.0 0.0 0.0 0.1015 0.4207 0.0005 0.0 0.0611 0.0 0.0 0.0 0.0 nan nan nan 0.0 0.0101 0.0001 0.0756 0.0141 0.0753 0.0223 0.0001 0.0 0.0018 0.0319 0.0 0.0017 0.0152 0.0630 0.0008 0.0 0.0 0.0 0.0795 0.0186 0.0001 0.0 0.0067 0.0 0.0 0.0 0.0 nan nan nan

Framework versions

  • Transformers 4.47.0.dev0
  • Pytorch 2.4.1+cu121
  • Datasets 3.0.0
  • Tokenizers 0.20.3
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