End of training
Browse files- README.md +412 -0
- config.json +78 -0
- model.safetensors +3 -0
- runs/Nov03_21-22-27_eafbed535a9f/events.out.tfevents.1699046570.eafbed535a9f.21756.0 +3 -0
- training_args.bin +3 -0
README.md
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1 |
+
---
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+
license: other
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+
base_model: nvidia/mit-b3
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tags:
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- vision
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- image-segmentation
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- generated_from_trainer
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model-index:
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- name: segformer-b3-finetuned-drugs-in-bins-nov-23
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+
results: []
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+
---
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+
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+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
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+
should probably proofread and complete it, then remove this comment. -->
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+
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+
# segformer-b3-finetuned-drugs-in-bins-nov-23
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This model is a fine-tuned version of [nvidia/mit-b3](https://huggingface.co/nvidia/mit-b3) on the Aassemtkt/v0.1 dataset.
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+
It achieves the following results on the evaluation set:
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- Loss: 0.0494
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- Mean Iou: 0.4900
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- Mean Accuracy: 0.9799
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- Overall Accuracy: 0.9799
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- Accuracy Unlabeled: nan
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- Accuracy Drug-blister: 0.9799
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- Iou Unlabeled: 0.0
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- Iou Drug-blister: 0.9799
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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|
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-05
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- train_batch_size: 3
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- eval_batch_size: 3
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 50
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Unlabeled | Accuracy Drug-blister | Iou Unlabeled | Iou Drug-blister |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:------------------:|:---------------------:|:-------------:|:----------------:|
|
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| 0.4816 | 0.14 | 20 | 0.2387 | 0.4744 | 0.9488 | 0.9488 | nan | 0.9488 | 0.0 | 0.9488 |
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| 0.1071 | 0.29 | 40 | 0.0969 | 0.4766 | 0.9532 | 0.9532 | nan | 0.9532 | 0.0 | 0.9532 |
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| 0.102 | 0.43 | 60 | 0.0701 | 0.4799 | 0.9599 | 0.9599 | nan | 0.9599 | 0.0 | 0.9599 |
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| 0.0828 | 0.58 | 80 | 0.0748 | 0.4865 | 0.9731 | 0.9731 | nan | 0.9731 | 0.0 | 0.9731 |
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| 0.2944 | 0.72 | 100 | 0.0517 | 0.4816 | 0.9633 | 0.9633 | nan | 0.9633 | 0.0 | 0.9633 |
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| 0.0308 | 0.86 | 120 | 0.0493 | 0.4854 | 0.9709 | 0.9709 | nan | 0.9709 | 0.0 | 0.9709 |
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| 0.0247 | 1.01 | 140 | 0.0488 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
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| 0.0194 | 1.15 | 160 | 0.0447 | 0.4864 | 0.9728 | 0.9728 | nan | 0.9728 | 0.0 | 0.9728 |
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| 0.1873 | 1.29 | 180 | 0.0496 | 0.4789 | 0.9579 | 0.9579 | nan | 0.9579 | 0.0 | 0.9579 |
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| 0.0984 | 1.44 | 200 | 0.0442 | 0.4838 | 0.9676 | 0.9676 | nan | 0.9676 | 0.0 | 0.9676 |
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| 0.4066 | 1.58 | 220 | 0.0384 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
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| 0.0197 | 1.73 | 240 | 0.0567 | 0.4809 | 0.9619 | 0.9619 | nan | 0.9619 | 0.0 | 0.9619 |
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| 0.068 | 1.87 | 260 | 0.0389 | 0.4849 | 0.9698 | 0.9698 | nan | 0.9698 | 0.0 | 0.9698 |
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| 0.029 | 2.01 | 280 | 0.0351 | 0.4853 | 0.9706 | 0.9706 | nan | 0.9706 | 0.0 | 0.9706 |
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| 0.016 | 2.16 | 300 | 0.0373 | 0.4821 | 0.9642 | 0.9642 | nan | 0.9642 | 0.0 | 0.9642 |
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| 0.0146 | 2.3 | 320 | 0.0367 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
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| 0.0123 | 2.45 | 340 | 0.0388 | 0.4872 | 0.9745 | 0.9745 | nan | 0.9745 | 0.0 | 0.9745 |
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| 0.1359 | 2.59 | 360 | 0.0360 | 0.4858 | 0.9715 | 0.9715 | nan | 0.9715 | 0.0 | 0.9715 |
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| 0.0142 | 2.73 | 380 | 0.0337 | 0.4882 | 0.9765 | 0.9765 | nan | 0.9765 | 0.0 | 0.9765 |
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| 0.012 | 2.88 | 400 | 0.0357 | 0.4865 | 0.9731 | 0.9731 | nan | 0.9731 | 0.0 | 0.9731 |
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| 0.0101 | 3.02 | 420 | 0.0370 | 0.4864 | 0.9728 | 0.9728 | nan | 0.9728 | 0.0 | 0.9728 |
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| 0.0098 | 3.17 | 440 | 0.0361 | 0.4870 | 0.9740 | 0.9740 | nan | 0.9740 | 0.0 | 0.9740 |
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| 0.0226 | 3.31 | 460 | 0.0349 | 0.4895 | 0.9791 | 0.9791 | nan | 0.9791 | 0.0 | 0.9791 |
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| 0.0157 | 3.45 | 480 | 0.0362 | 0.4856 | 0.9712 | 0.9712 | nan | 0.9712 | 0.0 | 0.9712 |
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| 0.0145 | 3.6 | 500 | 0.0468 | 0.4816 | 0.9632 | 0.9632 | nan | 0.9632 | 0.0 | 0.9632 |
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| 0.1801 | 3.74 | 520 | 0.0324 | 0.4906 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
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| 0.0129 | 3.88 | 540 | 0.0314 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
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| 0.0159 | 4.03 | 560 | 0.0310 | 0.4904 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
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| 0.0132 | 4.17 | 580 | 0.0321 | 0.4901 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
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| 0.0126 | 4.32 | 600 | 0.0329 | 0.4874 | 0.9747 | 0.9747 | nan | 0.9747 | 0.0 | 0.9747 |
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| 0.0156 | 4.46 | 620 | 0.0381 | 0.4876 | 0.9751 | 0.9751 | nan | 0.9751 | 0.0 | 0.9751 |
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| 0.0147 | 4.6 | 640 | 0.0322 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
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| 0.0174 | 4.75 | 660 | 0.0344 | 0.4886 | 0.9772 | 0.9772 | nan | 0.9772 | 0.0 | 0.9772 |
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| 0.1191 | 4.89 | 680 | 0.0378 | 0.4863 | 0.9726 | 0.9726 | nan | 0.9726 | 0.0 | 0.9726 |
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+
| 0.0117 | 5.04 | 700 | 0.0386 | 0.4873 | 0.9745 | 0.9745 | nan | 0.9745 | 0.0 | 0.9745 |
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| 0.0193 | 5.18 | 720 | 0.0361 | 0.4909 | 0.9818 | 0.9818 | nan | 0.9818 | 0.0 | 0.9818 |
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| 0.0214 | 5.32 | 740 | 0.0360 | 0.4886 | 0.9772 | 0.9772 | nan | 0.9772 | 0.0 | 0.9772 |
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+
| 0.0184 | 5.47 | 760 | 0.0322 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
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| 0.0262 | 5.61 | 780 | 0.0357 | 0.4907 | 0.9813 | 0.9813 | nan | 0.9813 | 0.0 | 0.9813 |
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| 0.0115 | 5.76 | 800 | 0.0386 | 0.4887 | 0.9774 | 0.9774 | nan | 0.9774 | 0.0 | 0.9774 |
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| 0.0145 | 5.9 | 820 | 0.0394 | 0.4879 | 0.9759 | 0.9759 | nan | 0.9759 | 0.0 | 0.9759 |
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| 0.0097 | 6.04 | 840 | 0.0322 | 0.4889 | 0.9777 | 0.9777 | nan | 0.9777 | 0.0 | 0.9777 |
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| 0.0101 | 6.19 | 860 | 0.0313 | 0.4895 | 0.9790 | 0.9790 | nan | 0.9790 | 0.0 | 0.9790 |
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| 0.0099 | 6.33 | 880 | 0.0336 | 0.4876 | 0.9751 | 0.9751 | nan | 0.9751 | 0.0 | 0.9751 |
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| 0.0092 | 6.47 | 900 | 0.0342 | 0.4894 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
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| 0.0087 | 6.62 | 920 | 0.0352 | 0.4913 | 0.9825 | 0.9825 | nan | 0.9825 | 0.0 | 0.9825 |
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| 0.019 | 6.76 | 940 | 0.0516 | 0.4871 | 0.9742 | 0.9742 | nan | 0.9742 | 0.0 | 0.9742 |
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| 0.0104 | 6.91 | 960 | 0.0364 | 0.4877 | 0.9754 | 0.9754 | nan | 0.9754 | 0.0 | 0.9754 |
|
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| 0.0079 | 7.05 | 980 | 0.0300 | 0.4912 | 0.9824 | 0.9824 | nan | 0.9824 | 0.0 | 0.9824 |
|
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| 0.0107 | 7.19 | 1000 | 0.0327 | 0.4939 | 0.9878 | 0.9878 | nan | 0.9878 | 0.0 | 0.9878 |
|
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+
| 0.0097 | 7.34 | 1020 | 0.0294 | 0.4896 | 0.9793 | 0.9793 | nan | 0.9793 | 0.0 | 0.9793 |
|
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| 0.0359 | 7.48 | 1040 | 0.0321 | 0.4908 | 0.9817 | 0.9817 | nan | 0.9817 | 0.0 | 0.9817 |
|
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| 0.0674 | 7.63 | 1060 | 0.0321 | 0.4916 | 0.9832 | 0.9832 | nan | 0.9832 | 0.0 | 0.9832 |
|
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| 0.1484 | 7.77 | 1080 | 0.0428 | 0.4868 | 0.9737 | 0.9737 | nan | 0.9737 | 0.0 | 0.9737 |
|
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| 0.188 | 7.91 | 1100 | 0.0338 | 0.4945 | 0.9890 | 0.9890 | nan | 0.9890 | 0.0 | 0.9890 |
|
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| 0.0124 | 8.06 | 1120 | 0.0345 | 0.4873 | 0.9746 | 0.9746 | nan | 0.9746 | 0.0 | 0.9746 |
|
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| 0.011 | 8.2 | 1140 | 0.0350 | 0.4913 | 0.9827 | 0.9827 | nan | 0.9827 | 0.0 | 0.9827 |
|
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+
| 0.0076 | 8.35 | 1160 | 0.0373 | 0.4884 | 0.9767 | 0.9767 | nan | 0.9767 | 0.0 | 0.9767 |
|
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+
| 0.0074 | 8.49 | 1180 | 0.0378 | 0.4931 | 0.9862 | 0.9862 | nan | 0.9862 | 0.0 | 0.9862 |
|
117 |
+
| 0.0757 | 8.63 | 1200 | 0.0364 | 0.4880 | 0.9761 | 0.9761 | nan | 0.9761 | 0.0 | 0.9761 |
|
118 |
+
| 0.0276 | 8.78 | 1220 | 0.0297 | 0.4906 | 0.9813 | 0.9813 | nan | 0.9813 | 0.0 | 0.9813 |
|
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+
| 0.0072 | 8.92 | 1240 | 0.0308 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
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+
| 0.0061 | 9.06 | 1260 | 0.0308 | 0.4912 | 0.9825 | 0.9825 | nan | 0.9825 | 0.0 | 0.9825 |
|
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+
| 0.0063 | 9.21 | 1280 | 0.0323 | 0.4894 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
|
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+
| 0.0088 | 9.35 | 1300 | 0.0308 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
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+
| 0.0129 | 9.5 | 1320 | 0.0295 | 0.4911 | 0.9823 | 0.9823 | nan | 0.9823 | 0.0 | 0.9823 |
|
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+
| 0.0277 | 9.64 | 1340 | 0.0388 | 0.4876 | 0.9751 | 0.9751 | nan | 0.9751 | 0.0 | 0.9751 |
|
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+
| 0.0115 | 9.78 | 1360 | 0.0345 | 0.4894 | 0.9787 | 0.9787 | nan | 0.9787 | 0.0 | 0.9787 |
|
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+
| 0.0129 | 9.93 | 1380 | 0.0394 | 0.4879 | 0.9758 | 0.9758 | nan | 0.9758 | 0.0 | 0.9758 |
|
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+
| 0.0092 | 10.07 | 1400 | 0.0335 | 0.4916 | 0.9832 | 0.9832 | nan | 0.9832 | 0.0 | 0.9832 |
|
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| 0.0107 | 10.22 | 1420 | 0.0348 | 0.4898 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
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+
| 0.0072 | 10.36 | 1440 | 0.0334 | 0.4898 | 0.9796 | 0.9796 | nan | 0.9796 | 0.0 | 0.9796 |
|
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+
| 0.0081 | 10.5 | 1460 | 0.0409 | 0.4886 | 0.9772 | 0.9772 | nan | 0.9772 | 0.0 | 0.9772 |
|
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+
| 0.0158 | 10.65 | 1480 | 0.0337 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
132 |
+
| 0.0058 | 10.79 | 1500 | 0.0364 | 0.4892 | 0.9784 | 0.9784 | nan | 0.9784 | 0.0 | 0.9784 |
|
133 |
+
| 0.0102 | 10.94 | 1520 | 0.0354 | 0.4916 | 0.9832 | 0.9832 | nan | 0.9832 | 0.0 | 0.9832 |
|
134 |
+
| 0.0098 | 11.08 | 1540 | 0.0515 | 0.4863 | 0.9726 | 0.9726 | nan | 0.9726 | 0.0 | 0.9726 |
|
135 |
+
| 0.0063 | 11.22 | 1560 | 0.0337 | 0.4882 | 0.9763 | 0.9763 | nan | 0.9763 | 0.0 | 0.9763 |
|
136 |
+
| 0.0151 | 11.37 | 1580 | 0.0313 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
137 |
+
| 0.0197 | 11.51 | 1600 | 0.0384 | 0.4893 | 0.9786 | 0.9786 | nan | 0.9786 | 0.0 | 0.9786 |
|
138 |
+
| 0.0093 | 11.65 | 1620 | 0.0328 | 0.4910 | 0.9821 | 0.9821 | nan | 0.9821 | 0.0 | 0.9821 |
|
139 |
+
| 0.2493 | 11.8 | 1640 | 0.0413 | 0.4880 | 0.9759 | 0.9759 | nan | 0.9759 | 0.0 | 0.9759 |
|
140 |
+
| 0.0133 | 11.94 | 1660 | 0.0385 | 0.4877 | 0.9754 | 0.9754 | nan | 0.9754 | 0.0 | 0.9754 |
|
141 |
+
| 0.0484 | 12.09 | 1680 | 0.0364 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
|
142 |
+
| 0.0074 | 12.23 | 1700 | 0.0334 | 0.4912 | 0.9824 | 0.9824 | nan | 0.9824 | 0.0 | 0.9824 |
|
143 |
+
| 0.0202 | 12.37 | 1720 | 0.0409 | 0.4876 | 0.9752 | 0.9752 | nan | 0.9752 | 0.0 | 0.9752 |
|
144 |
+
| 0.006 | 12.52 | 1740 | 0.0540 | 0.4860 | 0.9719 | 0.9719 | nan | 0.9719 | 0.0 | 0.9719 |
|
145 |
+
| 0.0059 | 12.66 | 1760 | 0.0601 | 0.4857 | 0.9714 | 0.9714 | nan | 0.9714 | 0.0 | 0.9714 |
|
146 |
+
| 0.0083 | 12.81 | 1780 | 0.0348 | 0.4903 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
147 |
+
| 0.011 | 12.95 | 1800 | 0.0402 | 0.4885 | 0.9770 | 0.9770 | nan | 0.9770 | 0.0 | 0.9770 |
|
148 |
+
| 0.045 | 13.09 | 1820 | 0.0322 | 0.4911 | 0.9822 | 0.9822 | nan | 0.9822 | 0.0 | 0.9822 |
|
149 |
+
| 0.043 | 13.24 | 1840 | 0.0331 | 0.4904 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
150 |
+
| 0.0061 | 13.38 | 1860 | 0.0314 | 0.4913 | 0.9826 | 0.9826 | nan | 0.9826 | 0.0 | 0.9826 |
|
151 |
+
| 0.0062 | 13.53 | 1880 | 0.0358 | 0.4890 | 0.9781 | 0.9781 | nan | 0.9781 | 0.0 | 0.9781 |
|
152 |
+
| 0.0087 | 13.67 | 1900 | 0.0334 | 0.4895 | 0.9790 | 0.9790 | nan | 0.9790 | 0.0 | 0.9790 |
|
153 |
+
| 0.0106 | 13.81 | 1920 | 0.0341 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
154 |
+
| 0.0554 | 13.96 | 1940 | 0.0359 | 0.4881 | 0.9762 | 0.9762 | nan | 0.9762 | 0.0 | 0.9762 |
|
155 |
+
| 0.009 | 14.1 | 1960 | 0.0424 | 0.4865 | 0.9731 | 0.9731 | nan | 0.9731 | 0.0 | 0.9731 |
|
156 |
+
| 0.0078 | 14.24 | 1980 | 0.0329 | 0.4885 | 0.9770 | 0.9770 | nan | 0.9770 | 0.0 | 0.9770 |
|
157 |
+
| 0.012 | 14.39 | 2000 | 0.0346 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
158 |
+
| 0.0064 | 14.53 | 2020 | 0.0362 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
|
159 |
+
| 0.0345 | 14.68 | 2040 | 0.0309 | 0.4919 | 0.9838 | 0.9838 | nan | 0.9838 | 0.0 | 0.9838 |
|
160 |
+
| 0.0075 | 14.82 | 2060 | 0.0389 | 0.4884 | 0.9768 | 0.9768 | nan | 0.9768 | 0.0 | 0.9768 |
|
161 |
+
| 0.0066 | 14.96 | 2080 | 0.0337 | 0.4892 | 0.9784 | 0.9784 | nan | 0.9784 | 0.0 | 0.9784 |
|
162 |
+
| 0.0081 | 15.11 | 2100 | 0.0365 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
163 |
+
| 0.0071 | 15.25 | 2120 | 0.0349 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
164 |
+
| 0.0054 | 15.4 | 2140 | 0.0388 | 0.4885 | 0.9769 | 0.9769 | nan | 0.9769 | 0.0 | 0.9769 |
|
165 |
+
| 0.4004 | 15.54 | 2160 | 0.0339 | 0.4909 | 0.9819 | 0.9819 | nan | 0.9819 | 0.0 | 0.9819 |
|
166 |
+
| 0.008 | 15.68 | 2180 | 0.0422 | 0.4896 | 0.9791 | 0.9791 | nan | 0.9791 | 0.0 | 0.9791 |
|
167 |
+
| 0.0365 | 15.83 | 2200 | 0.0468 | 0.4887 | 0.9774 | 0.9774 | nan | 0.9774 | 0.0 | 0.9774 |
|
168 |
+
| 0.0067 | 15.97 | 2220 | 0.0416 | 0.4890 | 0.9780 | 0.9780 | nan | 0.9780 | 0.0 | 0.9780 |
|
169 |
+
| 0.0079 | 16.12 | 2240 | 0.0377 | 0.4908 | 0.9817 | 0.9817 | nan | 0.9817 | 0.0 | 0.9817 |
|
170 |
+
| 0.0075 | 16.26 | 2260 | 0.0420 | 0.4889 | 0.9779 | 0.9779 | nan | 0.9779 | 0.0 | 0.9779 |
|
171 |
+
| 0.0063 | 16.4 | 2280 | 0.0422 | 0.4889 | 0.9777 | 0.9777 | nan | 0.9777 | 0.0 | 0.9777 |
|
172 |
+
| 0.0062 | 16.55 | 2300 | 0.0338 | 0.4912 | 0.9825 | 0.9825 | nan | 0.9825 | 0.0 | 0.9825 |
|
173 |
+
| 0.0413 | 16.69 | 2320 | 0.0345 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
174 |
+
| 0.0411 | 16.83 | 2340 | 0.0387 | 0.4891 | 0.9781 | 0.9781 | nan | 0.9781 | 0.0 | 0.9781 |
|
175 |
+
| 0.0548 | 16.98 | 2360 | 0.0333 | 0.4936 | 0.9872 | 0.9872 | nan | 0.9872 | 0.0 | 0.9872 |
|
176 |
+
| 0.0431 | 17.12 | 2380 | 0.0352 | 0.4887 | 0.9773 | 0.9773 | nan | 0.9773 | 0.0 | 0.9773 |
|
177 |
+
| 0.0069 | 17.27 | 2400 | 0.0327 | 0.4907 | 0.9814 | 0.9814 | nan | 0.9814 | 0.0 | 0.9814 |
|
178 |
+
| 0.0059 | 17.41 | 2420 | 0.0406 | 0.4881 | 0.9763 | 0.9763 | nan | 0.9763 | 0.0 | 0.9763 |
|
179 |
+
| 0.0062 | 17.55 | 2440 | 0.0434 | 0.4875 | 0.9750 | 0.9750 | nan | 0.9750 | 0.0 | 0.9750 |
|
180 |
+
| 0.0064 | 17.7 | 2460 | 0.0350 | 0.4910 | 0.9821 | 0.9821 | nan | 0.9821 | 0.0 | 0.9821 |
|
181 |
+
| 0.0077 | 17.84 | 2480 | 0.0390 | 0.4894 | 0.9788 | 0.9788 | nan | 0.9788 | 0.0 | 0.9788 |
|
182 |
+
| 0.0061 | 17.99 | 2500 | 0.0395 | 0.4906 | 0.9813 | 0.9813 | nan | 0.9813 | 0.0 | 0.9813 |
|
183 |
+
| 0.0073 | 18.13 | 2520 | 0.0370 | 0.4911 | 0.9822 | 0.9822 | nan | 0.9822 | 0.0 | 0.9822 |
|
184 |
+
| 0.0038 | 18.27 | 2540 | 0.0383 | 0.4893 | 0.9786 | 0.9786 | nan | 0.9786 | 0.0 | 0.9786 |
|
185 |
+
| 0.0066 | 18.42 | 2560 | 0.0394 | 0.4888 | 0.9776 | 0.9776 | nan | 0.9776 | 0.0 | 0.9776 |
|
186 |
+
| 0.0232 | 18.56 | 2580 | 0.0384 | 0.4891 | 0.9781 | 0.9781 | nan | 0.9781 | 0.0 | 0.9781 |
|
187 |
+
| 0.0066 | 18.71 | 2600 | 0.0408 | 0.4887 | 0.9773 | 0.9773 | nan | 0.9773 | 0.0 | 0.9773 |
|
188 |
+
| 0.0355 | 18.85 | 2620 | 0.0367 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
189 |
+
| 0.0048 | 18.99 | 2640 | 0.0366 | 0.4909 | 0.9818 | 0.9818 | nan | 0.9818 | 0.0 | 0.9818 |
|
190 |
+
| 0.0083 | 19.14 | 2660 | 0.0422 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
191 |
+
| 0.0215 | 19.28 | 2680 | 0.0376 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
192 |
+
| 0.0315 | 19.42 | 2700 | 0.0370 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
193 |
+
| 0.0061 | 19.57 | 2720 | 0.0380 | 0.4909 | 0.9817 | 0.9817 | nan | 0.9817 | 0.0 | 0.9817 |
|
194 |
+
| 0.0048 | 19.71 | 2740 | 0.0371 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
195 |
+
| 0.0058 | 19.86 | 2760 | 0.0389 | 0.4892 | 0.9785 | 0.9785 | nan | 0.9785 | 0.0 | 0.9785 |
|
196 |
+
| 0.01 | 20.0 | 2780 | 0.0354 | 0.4912 | 0.9824 | 0.9824 | nan | 0.9824 | 0.0 | 0.9824 |
|
197 |
+
| 0.0051 | 20.14 | 2800 | 0.0380 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
198 |
+
| 0.0053 | 20.29 | 2820 | 0.0426 | 0.4889 | 0.9779 | 0.9779 | nan | 0.9779 | 0.0 | 0.9779 |
|
199 |
+
| 0.0062 | 20.43 | 2840 | 0.0359 | 0.4913 | 0.9827 | 0.9827 | nan | 0.9827 | 0.0 | 0.9827 |
|
200 |
+
| 0.0573 | 20.58 | 2860 | 0.0370 | 0.4909 | 0.9819 | 0.9819 | nan | 0.9819 | 0.0 | 0.9819 |
|
201 |
+
| 0.0087 | 20.72 | 2880 | 0.0418 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
202 |
+
| 0.0144 | 20.86 | 2900 | 0.0398 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
|
203 |
+
| 0.0157 | 21.01 | 2920 | 0.0463 | 0.4895 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
|
204 |
+
| 0.0063 | 21.15 | 2940 | 0.0357 | 0.4905 | 0.9809 | 0.9809 | nan | 0.9809 | 0.0 | 0.9809 |
|
205 |
+
| 0.0079 | 21.29 | 2960 | 0.0339 | 0.4928 | 0.9856 | 0.9856 | nan | 0.9856 | 0.0 | 0.9856 |
|
206 |
+
| 0.0052 | 21.44 | 2980 | 0.0419 | 0.4888 | 0.9775 | 0.9775 | nan | 0.9775 | 0.0 | 0.9775 |
|
207 |
+
| 0.0068 | 21.58 | 3000 | 0.0370 | 0.4896 | 0.9793 | 0.9793 | nan | 0.9793 | 0.0 | 0.9793 |
|
208 |
+
| 0.0109 | 21.73 | 3020 | 0.0350 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
209 |
+
| 0.0048 | 21.87 | 3040 | 0.0353 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
210 |
+
| 0.0053 | 22.01 | 3060 | 0.0369 | 0.4911 | 0.9823 | 0.9823 | nan | 0.9823 | 0.0 | 0.9823 |
|
211 |
+
| 0.006 | 22.16 | 3080 | 0.0339 | 0.4911 | 0.9821 | 0.9821 | nan | 0.9821 | 0.0 | 0.9821 |
|
212 |
+
| 0.0336 | 22.3 | 3100 | 0.0339 | 0.4914 | 0.9828 | 0.9828 | nan | 0.9828 | 0.0 | 0.9828 |
|
213 |
+
| 0.0222 | 22.45 | 3120 | 0.0513 | 0.4882 | 0.9764 | 0.9764 | nan | 0.9764 | 0.0 | 0.9764 |
|
214 |
+
| 0.0072 | 22.59 | 3140 | 0.0328 | 0.4920 | 0.9840 | 0.9840 | nan | 0.9840 | 0.0 | 0.9840 |
|
215 |
+
| 0.0046 | 22.73 | 3160 | 0.0334 | 0.4907 | 0.9815 | 0.9815 | nan | 0.9815 | 0.0 | 0.9815 |
|
216 |
+
| 0.0039 | 22.88 | 3180 | 0.0352 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
217 |
+
| 0.0059 | 23.02 | 3200 | 0.0359 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
218 |
+
| 0.0049 | 23.17 | 3220 | 0.0425 | 0.4881 | 0.9762 | 0.9762 | nan | 0.9762 | 0.0 | 0.9762 |
|
219 |
+
| 0.0244 | 23.31 | 3240 | 0.0351 | 0.4898 | 0.9796 | 0.9796 | nan | 0.9796 | 0.0 | 0.9796 |
|
220 |
+
| 0.0047 | 23.45 | 3260 | 0.0339 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
221 |
+
| 0.0074 | 23.6 | 3280 | 0.0382 | 0.4900 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
222 |
+
| 0.0062 | 23.74 | 3300 | 0.0366 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
223 |
+
| 0.0339 | 23.88 | 3320 | 0.0378 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
224 |
+
| 0.005 | 24.03 | 3340 | 0.0395 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
225 |
+
| 0.0038 | 24.17 | 3360 | 0.0455 | 0.4887 | 0.9773 | 0.9773 | nan | 0.9773 | 0.0 | 0.9773 |
|
226 |
+
| 0.008 | 24.32 | 3380 | 0.0389 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
227 |
+
| 0.0071 | 24.46 | 3400 | 0.0367 | 0.4909 | 0.9818 | 0.9818 | nan | 0.9818 | 0.0 | 0.9818 |
|
228 |
+
| 0.0308 | 24.6 | 3420 | 0.0390 | 0.4901 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
229 |
+
| 0.0062 | 24.75 | 3440 | 0.0368 | 0.4918 | 0.9837 | 0.9837 | nan | 0.9837 | 0.0 | 0.9837 |
|
230 |
+
| 0.0062 | 24.89 | 3460 | 0.0378 | 0.4911 | 0.9821 | 0.9821 | nan | 0.9821 | 0.0 | 0.9821 |
|
231 |
+
| 0.006 | 25.04 | 3480 | 0.0413 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
232 |
+
| 0.0057 | 25.18 | 3500 | 0.0383 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
233 |
+
| 0.0149 | 25.32 | 3520 | 0.0367 | 0.4911 | 0.9822 | 0.9822 | nan | 0.9822 | 0.0 | 0.9822 |
|
234 |
+
| 0.0185 | 25.47 | 3540 | 0.0409 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
235 |
+
| 0.0057 | 25.61 | 3560 | 0.0390 | 0.4897 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
236 |
+
| 0.005 | 25.76 | 3580 | 0.0383 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
237 |
+
| 0.0109 | 25.9 | 3600 | 0.0379 | 0.4909 | 0.9819 | 0.9819 | nan | 0.9819 | 0.0 | 0.9819 |
|
238 |
+
| 0.0055 | 26.04 | 3620 | 0.0471 | 0.4883 | 0.9767 | 0.9767 | nan | 0.9767 | 0.0 | 0.9767 |
|
239 |
+
| 0.042 | 26.19 | 3640 | 0.0481 | 0.4877 | 0.9755 | 0.9755 | nan | 0.9755 | 0.0 | 0.9755 |
|
240 |
+
| 0.0226 | 26.33 | 3660 | 0.0383 | 0.4905 | 0.9809 | 0.9809 | nan | 0.9809 | 0.0 | 0.9809 |
|
241 |
+
| 0.0143 | 26.47 | 3680 | 0.0402 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
242 |
+
| 0.008 | 26.62 | 3700 | 0.0381 | 0.4908 | 0.9817 | 0.9817 | nan | 0.9817 | 0.0 | 0.9817 |
|
243 |
+
| 0.0241 | 26.76 | 3720 | 0.0411 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
244 |
+
| 0.0055 | 26.91 | 3740 | 0.0386 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
|
245 |
+
| 0.0109 | 27.05 | 3760 | 0.0376 | 0.4913 | 0.9826 | 0.9826 | nan | 0.9826 | 0.0 | 0.9826 |
|
246 |
+
| 0.0072 | 27.19 | 3780 | 0.0457 | 0.4890 | 0.9781 | 0.9781 | nan | 0.9781 | 0.0 | 0.9781 |
|
247 |
+
| 0.0048 | 27.34 | 3800 | 0.0512 | 0.4882 | 0.9764 | 0.9764 | nan | 0.9764 | 0.0 | 0.9764 |
|
248 |
+
| 0.006 | 27.48 | 3820 | 0.0430 | 0.4891 | 0.9783 | 0.9783 | nan | 0.9783 | 0.0 | 0.9783 |
|
249 |
+
| 0.0161 | 27.63 | 3840 | 0.0404 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
250 |
+
| 0.0169 | 27.77 | 3860 | 0.0386 | 0.4903 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
251 |
+
| 0.0041 | 27.91 | 3880 | 0.0375 | 0.4917 | 0.9835 | 0.9835 | nan | 0.9835 | 0.0 | 0.9835 |
|
252 |
+
| 0.0068 | 28.06 | 3900 | 0.0381 | 0.4917 | 0.9834 | 0.9834 | nan | 0.9834 | 0.0 | 0.9834 |
|
253 |
+
| 0.0122 | 28.2 | 3920 | 0.0463 | 0.4893 | 0.9786 | 0.9786 | nan | 0.9786 | 0.0 | 0.9786 |
|
254 |
+
| 0.0055 | 28.35 | 3940 | 0.0456 | 0.4887 | 0.9774 | 0.9774 | nan | 0.9774 | 0.0 | 0.9774 |
|
255 |
+
| 0.0048 | 28.49 | 3960 | 0.0398 | 0.4901 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
256 |
+
| 0.0126 | 28.63 | 3980 | 0.0401 | 0.4917 | 0.9834 | 0.9834 | nan | 0.9834 | 0.0 | 0.9834 |
|
257 |
+
| 0.0134 | 28.78 | 4000 | 0.0404 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
|
258 |
+
| 0.0109 | 28.92 | 4020 | 0.0414 | 0.4894 | 0.9787 | 0.9787 | nan | 0.9787 | 0.0 | 0.9787 |
|
259 |
+
| 0.0479 | 29.06 | 4040 | 0.0409 | 0.4897 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
260 |
+
| 0.0061 | 29.21 | 4060 | 0.0422 | 0.4895 | 0.9790 | 0.9790 | nan | 0.9790 | 0.0 | 0.9790 |
|
261 |
+
| 0.0278 | 29.35 | 4080 | 0.0416 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
262 |
+
| 0.0049 | 29.5 | 4100 | 0.0400 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
|
263 |
+
| 0.0438 | 29.64 | 4120 | 0.0390 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
264 |
+
| 0.0041 | 29.78 | 4140 | 0.0425 | 0.4897 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
265 |
+
| 0.0078 | 29.93 | 4160 | 0.0411 | 0.4907 | 0.9813 | 0.9813 | nan | 0.9813 | 0.0 | 0.9813 |
|
266 |
+
| 0.0057 | 30.07 | 4180 | 0.0375 | 0.4916 | 0.9832 | 0.9832 | nan | 0.9832 | 0.0 | 0.9832 |
|
267 |
+
| 0.0053 | 30.22 | 4200 | 0.0423 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
268 |
+
| 0.0133 | 30.36 | 4220 | 0.0429 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
269 |
+
| 0.0045 | 30.5 | 4240 | 0.0454 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
270 |
+
| 0.0044 | 30.65 | 4260 | 0.0415 | 0.4901 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
271 |
+
| 0.006 | 30.79 | 4280 | 0.0420 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
272 |
+
| 0.0043 | 30.94 | 4300 | 0.0428 | 0.4899 | 0.9797 | 0.9797 | nan | 0.9797 | 0.0 | 0.9797 |
|
273 |
+
| 0.017 | 31.08 | 4320 | 0.0421 | 0.4901 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
274 |
+
| 0.0043 | 31.22 | 4340 | 0.0400 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
275 |
+
| 0.0061 | 31.37 | 4360 | 0.0383 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
276 |
+
| 0.0378 | 31.51 | 4380 | 0.0371 | 0.4913 | 0.9826 | 0.9826 | nan | 0.9826 | 0.0 | 0.9826 |
|
277 |
+
| 0.0052 | 31.65 | 4400 | 0.0382 | 0.4903 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
278 |
+
| 0.0046 | 31.8 | 4420 | 0.0398 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
279 |
+
| 0.0076 | 31.94 | 4440 | 0.0400 | 0.4904 | 0.9809 | 0.9809 | nan | 0.9809 | 0.0 | 0.9809 |
|
280 |
+
| 0.0062 | 32.09 | 4460 | 0.0396 | 0.4900 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
281 |
+
| 0.0152 | 32.23 | 4480 | 0.0399 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
282 |
+
| 0.0044 | 32.37 | 4500 | 0.0426 | 0.4902 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
283 |
+
| 0.0104 | 32.52 | 4520 | 0.0431 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
284 |
+
| 0.0041 | 32.66 | 4540 | 0.0458 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
|
285 |
+
| 0.0084 | 32.81 | 4560 | 0.0457 | 0.4896 | 0.9793 | 0.9793 | nan | 0.9793 | 0.0 | 0.9793 |
|
286 |
+
| 0.0046 | 32.95 | 4580 | 0.0465 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
287 |
+
| 0.0038 | 33.09 | 4600 | 0.0422 | 0.4907 | 0.9815 | 0.9815 | nan | 0.9815 | 0.0 | 0.9815 |
|
288 |
+
| 0.0039 | 33.24 | 4620 | 0.0410 | 0.4912 | 0.9824 | 0.9824 | nan | 0.9824 | 0.0 | 0.9824 |
|
289 |
+
| 0.004 | 33.38 | 4640 | 0.0427 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
290 |
+
| 0.006 | 33.53 | 4660 | 0.0458 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
291 |
+
| 0.0039 | 33.67 | 4680 | 0.0484 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
|
292 |
+
| 0.0065 | 33.81 | 4700 | 0.0516 | 0.4894 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
|
293 |
+
| 0.0065 | 33.96 | 4720 | 0.0525 | 0.4893 | 0.9786 | 0.9786 | nan | 0.9786 | 0.0 | 0.9786 |
|
294 |
+
| 0.0041 | 34.1 | 4740 | 0.0462 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
295 |
+
| 0.0031 | 34.24 | 4760 | 0.0458 | 0.4909 | 0.9817 | 0.9817 | nan | 0.9817 | 0.0 | 0.9817 |
|
296 |
+
| 0.0039 | 34.39 | 4780 | 0.0493 | 0.4895 | 0.9791 | 0.9791 | nan | 0.9791 | 0.0 | 0.9791 |
|
297 |
+
| 0.0125 | 34.53 | 4800 | 0.0467 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
298 |
+
| 0.0038 | 34.68 | 4820 | 0.0456 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
299 |
+
| 0.0043 | 34.82 | 4840 | 0.0484 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
300 |
+
| 0.0098 | 34.96 | 4860 | 0.0460 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
301 |
+
| 0.004 | 35.11 | 4880 | 0.0475 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
|
302 |
+
| 0.0087 | 35.25 | 4900 | 0.0460 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
303 |
+
| 0.0093 | 35.4 | 4920 | 0.0455 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
304 |
+
| 0.0052 | 35.54 | 4940 | 0.0500 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
305 |
+
| 0.0045 | 35.68 | 4960 | 0.0482 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
306 |
+
| 0.0036 | 35.83 | 4980 | 0.0443 | 0.4906 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
307 |
+
| 0.0034 | 35.97 | 5000 | 0.0426 | 0.4911 | 0.9821 | 0.9821 | nan | 0.9821 | 0.0 | 0.9821 |
|
308 |
+
| 0.0041 | 36.12 | 5020 | 0.0415 | 0.4909 | 0.9818 | 0.9818 | nan | 0.9818 | 0.0 | 0.9818 |
|
309 |
+
| 0.0043 | 36.26 | 5040 | 0.0450 | 0.4903 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
310 |
+
| 0.007 | 36.4 | 5060 | 0.0467 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
311 |
+
| 0.006 | 36.55 | 5080 | 0.0463 | 0.4901 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
312 |
+
| 0.006 | 36.69 | 5100 | 0.0468 | 0.4898 | 0.9796 | 0.9796 | nan | 0.9796 | 0.0 | 0.9796 |
|
313 |
+
| 0.0043 | 36.83 | 5120 | 0.0428 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
|
314 |
+
| 0.0073 | 36.98 | 5140 | 0.0417 | 0.4905 | 0.9809 | 0.9809 | nan | 0.9809 | 0.0 | 0.9809 |
|
315 |
+
| 0.0188 | 37.12 | 5160 | 0.0418 | 0.4908 | 0.9815 | 0.9815 | nan | 0.9815 | 0.0 | 0.9815 |
|
316 |
+
| 0.0052 | 37.27 | 5180 | 0.0450 | 0.4907 | 0.9813 | 0.9813 | nan | 0.9813 | 0.0 | 0.9813 |
|
317 |
+
| 0.0089 | 37.41 | 5200 | 0.0476 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
318 |
+
| 0.0041 | 37.55 | 5220 | 0.0505 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
319 |
+
| 0.0062 | 37.7 | 5240 | 0.0478 | 0.4895 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
|
320 |
+
| 0.0035 | 37.84 | 5260 | 0.0463 | 0.4903 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
321 |
+
| 0.0163 | 37.99 | 5280 | 0.0453 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
322 |
+
| 0.0054 | 38.13 | 5300 | 0.0462 | 0.4895 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
|
323 |
+
| 0.0132 | 38.27 | 5320 | 0.0481 | 0.4892 | 0.9784 | 0.9784 | nan | 0.9784 | 0.0 | 0.9784 |
|
324 |
+
| 0.0056 | 38.42 | 5340 | 0.0460 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
|
325 |
+
| 0.0054 | 38.56 | 5360 | 0.0449 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
|
326 |
+
| 0.0037 | 38.71 | 5380 | 0.0432 | 0.4911 | 0.9821 | 0.9821 | nan | 0.9821 | 0.0 | 0.9821 |
|
327 |
+
| 0.0049 | 38.85 | 5400 | 0.0449 | 0.4909 | 0.9818 | 0.9818 | nan | 0.9818 | 0.0 | 0.9818 |
|
328 |
+
| 0.0044 | 38.99 | 5420 | 0.0448 | 0.4907 | 0.9814 | 0.9814 | nan | 0.9814 | 0.0 | 0.9814 |
|
329 |
+
| 0.0037 | 39.14 | 5440 | 0.0462 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
330 |
+
| 0.0079 | 39.28 | 5460 | 0.0490 | 0.4895 | 0.9789 | 0.9789 | nan | 0.9789 | 0.0 | 0.9789 |
|
331 |
+
| 0.0033 | 39.42 | 5480 | 0.0494 | 0.4895 | 0.9790 | 0.9790 | nan | 0.9790 | 0.0 | 0.9790 |
|
332 |
+
| 0.0066 | 39.57 | 5500 | 0.0458 | 0.4897 | 0.9794 | 0.9794 | nan | 0.9794 | 0.0 | 0.9794 |
|
333 |
+
| 0.0053 | 39.71 | 5520 | 0.0482 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
334 |
+
| 0.0044 | 39.86 | 5540 | 0.0483 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
|
335 |
+
| 0.0044 | 40.0 | 5560 | 0.0497 | 0.4897 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
336 |
+
| 0.0062 | 40.14 | 5580 | 0.0476 | 0.4894 | 0.9788 | 0.9788 | nan | 0.9788 | 0.0 | 0.9788 |
|
337 |
+
| 0.0047 | 40.29 | 5600 | 0.0467 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
338 |
+
| 0.006 | 40.43 | 5620 | 0.0444 | 0.4898 | 0.9796 | 0.9796 | nan | 0.9796 | 0.0 | 0.9796 |
|
339 |
+
| 0.0041 | 40.58 | 5640 | 0.0459 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
340 |
+
| 0.0098 | 40.72 | 5660 | 0.0447 | 0.4903 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
341 |
+
| 0.0026 | 40.86 | 5680 | 0.0439 | 0.4907 | 0.9814 | 0.9814 | nan | 0.9814 | 0.0 | 0.9814 |
|
342 |
+
| 0.0043 | 41.01 | 5700 | 0.0466 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
343 |
+
| 0.0044 | 41.15 | 5720 | 0.0444 | 0.4901 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
344 |
+
| 0.0041 | 41.29 | 5740 | 0.0452 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
345 |
+
| 0.0043 | 41.44 | 5760 | 0.0468 | 0.4900 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
346 |
+
| 0.0071 | 41.58 | 5780 | 0.0482 | 0.4897 | 0.9793 | 0.9793 | nan | 0.9793 | 0.0 | 0.9793 |
|
347 |
+
| 0.0187 | 41.73 | 5800 | 0.0463 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
348 |
+
| 0.0034 | 41.87 | 5820 | 0.0456 | 0.4901 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
349 |
+
| 0.0238 | 42.01 | 5840 | 0.0450 | 0.4907 | 0.9814 | 0.9814 | nan | 0.9814 | 0.0 | 0.9814 |
|
350 |
+
| 0.0048 | 42.16 | 5860 | 0.0464 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
351 |
+
| 0.0116 | 42.3 | 5880 | 0.0475 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
352 |
+
| 0.0039 | 42.45 | 5900 | 0.0475 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
353 |
+
| 0.0042 | 42.59 | 5920 | 0.0446 | 0.4905 | 0.9809 | 0.9809 | nan | 0.9809 | 0.0 | 0.9809 |
|
354 |
+
| 0.0069 | 42.73 | 5940 | 0.0441 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
355 |
+
| 0.0045 | 42.88 | 5960 | 0.0460 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
|
356 |
+
| 0.0038 | 43.02 | 5980 | 0.0501 | 0.4896 | 0.9791 | 0.9791 | nan | 0.9791 | 0.0 | 0.9791 |
|
357 |
+
| 0.0123 | 43.17 | 6000 | 0.0490 | 0.4898 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
358 |
+
| 0.0079 | 43.31 | 6020 | 0.0471 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
359 |
+
| 0.004 | 43.45 | 6040 | 0.0453 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
|
360 |
+
| 0.0145 | 43.6 | 6060 | 0.0439 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
|
361 |
+
| 0.0038 | 43.74 | 6080 | 0.0466 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
362 |
+
| 0.004 | 43.88 | 6100 | 0.0467 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
363 |
+
| 0.0044 | 44.03 | 6120 | 0.0480 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
364 |
+
| 0.0193 | 44.17 | 6140 | 0.0458 | 0.4902 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
365 |
+
| 0.0036 | 44.32 | 6160 | 0.0470 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
|
366 |
+
| 0.0042 | 44.46 | 6180 | 0.0456 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
367 |
+
| 0.0031 | 44.6 | 6200 | 0.0454 | 0.4904 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
368 |
+
| 0.0117 | 44.75 | 6220 | 0.0478 | 0.4901 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
369 |
+
| 0.0036 | 44.89 | 6240 | 0.0482 | 0.4900 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
370 |
+
| 0.0036 | 45.04 | 6260 | 0.0506 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
371 |
+
| 0.0052 | 45.18 | 6280 | 0.0485 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
372 |
+
| 0.0035 | 45.32 | 6300 | 0.0496 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
373 |
+
| 0.0056 | 45.47 | 6320 | 0.0494 | 0.4902 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
374 |
+
| 0.0172 | 45.61 | 6340 | 0.0482 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
375 |
+
| 0.0041 | 45.76 | 6360 | 0.0484 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
376 |
+
| 0.0034 | 45.9 | 6380 | 0.0492 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
377 |
+
| 0.0108 | 46.04 | 6400 | 0.0481 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
378 |
+
| 0.0054 | 46.19 | 6420 | 0.0474 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
|
379 |
+
| 0.0102 | 46.33 | 6440 | 0.0483 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
380 |
+
| 0.0036 | 46.47 | 6460 | 0.0493 | 0.4903 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
381 |
+
| 0.0057 | 46.62 | 6480 | 0.0496 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
382 |
+
| 0.003 | 46.76 | 6500 | 0.0504 | 0.4900 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
383 |
+
| 0.0057 | 46.91 | 6520 | 0.0492 | 0.4901 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
384 |
+
| 0.0048 | 47.05 | 6540 | 0.0524 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
385 |
+
| 0.004 | 47.19 | 6560 | 0.0500 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
386 |
+
| 0.0218 | 47.34 | 6580 | 0.0502 | 0.4899 | 0.9798 | 0.9798 | nan | 0.9798 | 0.0 | 0.9798 |
|
387 |
+
| 0.0038 | 47.48 | 6600 | 0.0532 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
|
388 |
+
| 0.0029 | 47.63 | 6620 | 0.0496 | 0.4898 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
389 |
+
| 0.0035 | 47.77 | 6640 | 0.0508 | 0.4898 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
|
390 |
+
| 0.0049 | 47.91 | 6660 | 0.0501 | 0.4900 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
391 |
+
| 0.0056 | 48.06 | 6680 | 0.0488 | 0.4907 | 0.9814 | 0.9814 | nan | 0.9814 | 0.0 | 0.9814 |
|
392 |
+
| 0.0182 | 48.2 | 6700 | 0.0482 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
393 |
+
| 0.0056 | 48.35 | 6720 | 0.0494 | 0.4903 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
394 |
+
| 0.0029 | 48.49 | 6740 | 0.0501 | 0.4902 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
395 |
+
| 0.0076 | 48.63 | 6760 | 0.0480 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
|
396 |
+
| 0.0042 | 48.78 | 6780 | 0.0514 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
|
397 |
+
| 0.0069 | 48.92 | 6800 | 0.0483 | 0.4901 | 0.9801 | 0.9801 | nan | 0.9801 | 0.0 | 0.9801 |
|
398 |
+
| 0.0144 | 49.06 | 6820 | 0.0472 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
|
399 |
+
| 0.0041 | 49.21 | 6840 | 0.0491 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
|
400 |
+
| 0.0034 | 49.35 | 6860 | 0.0481 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
|
401 |
+
| 0.0117 | 49.5 | 6880 | 0.0482 | 0.4904 | 0.9807 | 0.9807 | nan | 0.9807 | 0.0 | 0.9807 |
|
402 |
+
| 0.0042 | 49.64 | 6900 | 0.0499 | 0.4899 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
403 |
+
| 0.0057 | 49.78 | 6920 | 0.0507 | 0.4902 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
|
404 |
+
| 0.0183 | 49.93 | 6940 | 0.0494 | 0.4900 | 0.9799 | 0.9799 | nan | 0.9799 | 0.0 | 0.9799 |
|
405 |
+
|
406 |
+
|
407 |
+
### Framework versions
|
408 |
+
|
409 |
+
- Transformers 4.35.0
|
410 |
+
- Pytorch 2.1.0+cu118
|
411 |
+
- Datasets 2.14.6
|
412 |
+
- Tokenizers 0.14.1
|
config.json
ADDED
@@ -0,0 +1,78 @@
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|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "nvidia/mit-b3",
|
3 |
+
"architectures": [
|
4 |
+
"SegformerForSemanticSegmentation"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.0,
|
7 |
+
"classifier_dropout_prob": 0.1,
|
8 |
+
"decoder_hidden_size": 768,
|
9 |
+
"depths": [
|
10 |
+
3,
|
11 |
+
4,
|
12 |
+
18,
|
13 |
+
3
|
14 |
+
],
|
15 |
+
"downsampling_rates": [
|
16 |
+
1,
|
17 |
+
4,
|
18 |
+
8,
|
19 |
+
16
|
20 |
+
],
|
21 |
+
"drop_path_rate": 0.1,
|
22 |
+
"hidden_act": "gelu",
|
23 |
+
"hidden_dropout_prob": 0.0,
|
24 |
+
"hidden_sizes": [
|
25 |
+
64,
|
26 |
+
128,
|
27 |
+
320,
|
28 |
+
512
|
29 |
+
],
|
30 |
+
"id2label": {
|
31 |
+
"0": "unlabeled",
|
32 |
+
"1": "drug-blister"
|
33 |
+
},
|
34 |
+
"image_size": 224,
|
35 |
+
"initializer_range": 0.02,
|
36 |
+
"label2id": {
|
37 |
+
"drug-blister": 1,
|
38 |
+
"unlabeled": 0
|
39 |
+
},
|
40 |
+
"layer_norm_eps": 1e-06,
|
41 |
+
"mlp_ratios": [
|
42 |
+
4,
|
43 |
+
4,
|
44 |
+
4,
|
45 |
+
4
|
46 |
+
],
|
47 |
+
"model_type": "segformer",
|
48 |
+
"num_attention_heads": [
|
49 |
+
1,
|
50 |
+
2,
|
51 |
+
5,
|
52 |
+
8
|
53 |
+
],
|
54 |
+
"num_channels": 3,
|
55 |
+
"num_encoder_blocks": 4,
|
56 |
+
"patch_sizes": [
|
57 |
+
7,
|
58 |
+
3,
|
59 |
+
3,
|
60 |
+
3
|
61 |
+
],
|
62 |
+
"reshape_last_stage": true,
|
63 |
+
"semantic_loss_ignore_index": 255,
|
64 |
+
"sr_ratios": [
|
65 |
+
8,
|
66 |
+
4,
|
67 |
+
2,
|
68 |
+
1
|
69 |
+
],
|
70 |
+
"strides": [
|
71 |
+
4,
|
72 |
+
2,
|
73 |
+
2,
|
74 |
+
2
|
75 |
+
],
|
76 |
+
"torch_dtype": "float32",
|
77 |
+
"transformers_version": "4.35.0"
|
78 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:45876481640f21ddc5b48c2430e9149346d97599e85de808945a7c046c39d9a6
|
3 |
+
size 188979776
|
runs/Nov03_21-22-27_eafbed535a9f/events.out.tfevents.1699046570.eafbed535a9f.21756.0
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:b76d2d2080a8721b22b38bdf3b7e86aae0a9b78856f328f376144fa80cc34ba1
|
3 |
+
size 1333194
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:1b73ffd696a5e5e108e5550e571c99e46ee6c59b4afbd65804863f727258ed19
|
3 |
+
size 4664
|