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README.md ADDED
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+ ---
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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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+
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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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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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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+
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+ ### Training results
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+
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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 |
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+ | 0.0757 | 8.63 | 1200 | 0.0364 | 0.4880 | 0.9761 | 0.9761 | nan | 0.9761 | 0.0 | 0.9761 |
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+ | 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 |
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+ | 0.0058 | 10.79 | 1500 | 0.0364 | 0.4892 | 0.9784 | 0.9784 | nan | 0.9784 | 0.0 | 0.9784 |
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+ | 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 |
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+ | 0.0063 | 11.22 | 1560 | 0.0337 | 0.4882 | 0.9763 | 0.9763 | nan | 0.9763 | 0.0 | 0.9763 |
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+ | 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 |
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+ | 0.0484 | 12.09 | 1680 | 0.0364 | 0.4896 | 0.9792 | 0.9792 | nan | 0.9792 | 0.0 | 0.9792 |
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+ | 0.0074 | 12.23 | 1700 | 0.0334 | 0.4912 | 0.9824 | 0.9824 | nan | 0.9824 | 0.0 | 0.9824 |
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+ | 0.0202 | 12.37 | 1720 | 0.0409 | 0.4876 | 0.9752 | 0.9752 | nan | 0.9752 | 0.0 | 0.9752 |
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+ | 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 |
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+ | 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 |
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+ | 0.0078 | 14.24 | 1980 | 0.0329 | 0.4885 | 0.9770 | 0.9770 | nan | 0.9770 | 0.0 | 0.9770 |
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+ | 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 |
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+ | 0.0116 | 42.3 | 5880 | 0.0475 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
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+ | 0.0039 | 42.45 | 5900 | 0.0475 | 0.4902 | 0.9804 | 0.9804 | nan | 0.9804 | 0.0 | 0.9804 |
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+ | 0.0042 | 42.59 | 5920 | 0.0446 | 0.4905 | 0.9809 | 0.9809 | nan | 0.9809 | 0.0 | 0.9809 |
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+ | 0.0069 | 42.73 | 5940 | 0.0441 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
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+ | 0.0045 | 42.88 | 5960 | 0.0460 | 0.4905 | 0.9811 | 0.9811 | nan | 0.9811 | 0.0 | 0.9811 |
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+ | 0.0038 | 43.02 | 5980 | 0.0501 | 0.4896 | 0.9791 | 0.9791 | nan | 0.9791 | 0.0 | 0.9791 |
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+ | 0.0123 | 43.17 | 6000 | 0.0490 | 0.4898 | 0.9795 | 0.9795 | nan | 0.9795 | 0.0 | 0.9795 |
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+ | 0.0079 | 43.31 | 6020 | 0.0471 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
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+ | 0.004 | 43.45 | 6040 | 0.0453 | 0.4906 | 0.9812 | 0.9812 | nan | 0.9812 | 0.0 | 0.9812 |
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+ | 0.0145 | 43.6 | 6060 | 0.0439 | 0.4910 | 0.9820 | 0.9820 | nan | 0.9820 | 0.0 | 0.9820 |
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+ | 0.0044 | 44.03 | 6120 | 0.0480 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
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+ | 0.0193 | 44.17 | 6140 | 0.0458 | 0.4902 | 0.9805 | 0.9805 | nan | 0.9805 | 0.0 | 0.9805 |
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+ | 0.0036 | 44.32 | 6160 | 0.0470 | 0.4904 | 0.9808 | 0.9808 | nan | 0.9808 | 0.0 | 0.9808 |
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+ | 0.0042 | 44.46 | 6180 | 0.0456 | 0.4903 | 0.9806 | 0.9806 | nan | 0.9806 | 0.0 | 0.9806 |
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+ | 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 |
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+ | 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 |
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+ | 0.0052 | 45.18 | 6280 | 0.0485 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
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+ | 0.0035 | 45.32 | 6300 | 0.0496 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
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+ | 0.0034 | 45.9 | 6380 | 0.0492 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
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+ | 0.0108 | 46.04 | 6400 | 0.0481 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
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+ | 0.0054 | 46.19 | 6420 | 0.0474 | 0.4905 | 0.9810 | 0.9810 | nan | 0.9810 | 0.0 | 0.9810 |
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+ | 0.0102 | 46.33 | 6440 | 0.0483 | 0.4902 | 0.9803 | 0.9803 | nan | 0.9803 | 0.0 | 0.9803 |
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+ | 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 |
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+ | 0.004 | 47.19 | 6560 | 0.0500 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
386
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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
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+ | 0.0076 | 48.63 | 6760 | 0.0480 | 0.4901 | 0.9802 | 0.9802 | nan | 0.9802 | 0.0 | 0.9802 |
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397
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398
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399
+ | 0.0041 | 49.21 | 6840 | 0.0491 | 0.4900 | 0.9800 | 0.9800 | nan | 0.9800 | 0.0 | 0.9800 |
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401
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+
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
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