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segformer-b0-finetuned-segments-sidewalk-2

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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-b0
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: segformer-b0-finetuned-segments-sidewalk-2
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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-b0-finetuned-segments-sidewalk-2
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+
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+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.0145
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+ - Mean Iou: 0.9671
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+ - Mean Accuracy: 0.9794
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+ - Overall Accuracy: 0.9943
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+ - Accuracy Water: 0.9978
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+ - Accuracy Non-water: 0.9610
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+ - Iou Water: 0.9938
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+ - Iou Non-water: 0.9404
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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: 6e-05
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+ - train_batch_size: 1
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+ - eval_batch_size: 1
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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: 5000
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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 Water | Accuracy Non-water | Iou Water | Iou Non-water |
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+ |:-------------:|:------:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:------------------:|:---------:|:-------------:|
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+ | 0.4936 | 20.0 | 20 | 0.6081 | 0.6541 | 0.8088 | 0.9071 | 0.9295 | 0.6881 | 0.9008 | 0.4074 |
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+ | 0.3192 | 40.0 | 40 | 0.4130 | 0.6878 | 0.7715 | 0.9339 | 0.9709 | 0.5722 | 0.9302 | 0.4454 |
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+ | 0.237 | 60.0 | 60 | 0.2537 | 0.7408 | 0.8271 | 0.9460 | 0.9731 | 0.6811 | 0.9423 | 0.5393 |
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+ | 0.2043 | 80.0 | 80 | 0.1805 | 0.7834 | 0.8495 | 0.9578 | 0.9825 | 0.7165 | 0.9548 | 0.6120 |
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+ | 0.1646 | 100.0 | 100 | 0.1590 | 0.8168 | 0.8788 | 0.9649 | 0.9845 | 0.7730 | 0.9622 | 0.6714 |
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+ | 0.1547 | 120.0 | 120 | 0.1504 | 0.8376 | 0.9170 | 0.9676 | 0.9792 | 0.8549 | 0.9648 | 0.7103 |
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+ | 0.1269 | 140.0 | 140 | 0.1390 | 0.8541 | 0.9228 | 0.9717 | 0.9829 | 0.8627 | 0.9692 | 0.7390 |
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+ | 0.1148 | 160.0 | 160 | 0.1050 | 0.8678 | 0.9167 | 0.9755 | 0.9889 | 0.8445 | 0.9734 | 0.7621 |
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+ | 0.1012 | 180.0 | 180 | 0.0990 | 0.8792 | 0.9313 | 0.9775 | 0.9880 | 0.8747 | 0.9755 | 0.7828 |
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+ | 0.1216 | 200.0 | 200 | 0.0921 | 0.8849 | 0.9245 | 0.9792 | 0.9916 | 0.8573 | 0.9774 | 0.7925 |
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+ | 0.0874 | 220.0 | 220 | 0.0844 | 0.8918 | 0.9326 | 0.9804 | 0.9912 | 0.8741 | 0.9786 | 0.8051 |
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+ | 0.0806 | 240.0 | 240 | 0.0797 | 0.8983 | 0.9462 | 0.9812 | 0.9892 | 0.9031 | 0.9795 | 0.8171 |
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+ | 0.0767 | 260.0 | 260 | 0.0690 | 0.9026 | 0.9401 | 0.9824 | 0.9921 | 0.8882 | 0.9808 | 0.8243 |
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+ | 0.0707 | 280.0 | 280 | 0.0661 | 0.9053 | 0.9400 | 0.9830 | 0.9928 | 0.8872 | 0.9815 | 0.8291 |
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+ | 0.0705 | 300.0 | 300 | 0.0634 | 0.9095 | 0.9526 | 0.9835 | 0.9905 | 0.9147 | 0.9819 | 0.8370 |
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+ | 0.0642 | 320.0 | 320 | 0.0606 | 0.9119 | 0.9535 | 0.9840 | 0.9909 | 0.9161 | 0.9825 | 0.8414 |
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+ | 0.079 | 340.0 | 340 | 0.0628 | 0.9106 | 0.9609 | 0.9834 | 0.9885 | 0.9334 | 0.9818 | 0.8393 |
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+ | 0.059 | 360.0 | 360 | 0.0571 | 0.9149 | 0.9575 | 0.9845 | 0.9906 | 0.9243 | 0.9830 | 0.8468 |
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+ | 0.0579 | 380.0 | 380 | 0.0535 | 0.9175 | 0.9566 | 0.9851 | 0.9915 | 0.9217 | 0.9837 | 0.8513 |
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+ | 0.055 | 400.0 | 400 | 0.0512 | 0.9197 | 0.9522 | 0.9857 | 0.9933 | 0.9112 | 0.9843 | 0.8550 |
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+ | 0.0539 | 420.0 | 420 | 0.0539 | 0.9190 | 0.9545 | 0.9854 | 0.9925 | 0.9166 | 0.9841 | 0.8538 |
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+ | 0.0545 | 440.0 | 440 | 0.0500 | 0.9217 | 0.9525 | 0.9861 | 0.9937 | 0.9113 | 0.9848 | 0.8587 |
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+ | 0.0492 | 460.0 | 460 | 0.0473 | 0.9241 | 0.9571 | 0.9864 | 0.9931 | 0.9210 | 0.9852 | 0.8630 |
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+ | 0.0903 | 480.0 | 480 | 0.0778 | 0.9184 | 0.9627 | 0.9851 | 0.9902 | 0.9352 | 0.9836 | 0.8532 |
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+ | 0.0463 | 500.0 | 500 | 0.0489 | 0.9265 | 0.9630 | 0.9867 | 0.9922 | 0.9338 | 0.9855 | 0.8674 |
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+ | 0.0608 | 520.0 | 520 | 0.0464 | 0.9243 | 0.9659 | 0.9862 | 0.9908 | 0.9410 | 0.9849 | 0.8637 |
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+ | 0.0608 | 540.0 | 540 | 0.0540 | 0.9283 | 0.9637 | 0.9871 | 0.9924 | 0.9350 | 0.9859 | 0.8707 |
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+ | 0.0429 | 560.0 | 560 | 0.0436 | 0.9307 | 0.9618 | 0.9877 | 0.9936 | 0.9300 | 0.9865 | 0.8749 |
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+ | 0.056 | 580.0 | 580 | 0.0534 | 0.9257 | 0.9663 | 0.9865 | 0.9911 | 0.9414 | 0.9852 | 0.8663 |
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+ | 0.0411 | 600.0 | 600 | 0.0418 | 0.9318 | 0.9657 | 0.9878 | 0.9928 | 0.9385 | 0.9866 | 0.8771 |
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+ | 0.0629 | 620.0 | 620 | 0.0388 | 0.9334 | 0.9570 | 0.9883 | 0.9955 | 0.9186 | 0.9872 | 0.8796 |
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+ | 0.0415 | 640.0 | 640 | 0.0383 | 0.9359 | 0.9659 | 0.9886 | 0.9938 | 0.9380 | 0.9875 | 0.8844 |
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+ | 0.039 | 660.0 | 660 | 0.0377 | 0.9364 | 0.9648 | 0.9887 | 0.9942 | 0.9354 | 0.9877 | 0.8852 |
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+ | 0.0614 | 680.0 | 680 | 0.0374 | 0.9375 | 0.9683 | 0.9889 | 0.9936 | 0.9430 | 0.9878 | 0.8873 |
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+ | 0.0386 | 700.0 | 700 | 0.0352 | 0.9358 | 0.9567 | 0.9888 | 0.9961 | 0.9172 | 0.9878 | 0.8839 |
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+ | 0.0374 | 720.0 | 720 | 0.0376 | 0.9339 | 0.9711 | 0.9881 | 0.9919 | 0.9502 | 0.9869 | 0.8808 |
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+ | 0.0374 | 740.0 | 740 | 0.0349 | 0.9395 | 0.9671 | 0.9893 | 0.9944 | 0.9398 | 0.9883 | 0.8907 |
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+ | 0.058 | 760.0 | 760 | 0.0341 | 0.9373 | 0.9707 | 0.9888 | 0.9929 | 0.9484 | 0.9877 | 0.8869 |
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+ | 0.0349 | 780.0 | 780 | 0.0342 | 0.9401 | 0.9676 | 0.9894 | 0.9944 | 0.9408 | 0.9884 | 0.8918 |
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+ | 0.0347 | 800.0 | 800 | 0.0324 | 0.9420 | 0.9660 | 0.9898 | 0.9953 | 0.9367 | 0.9888 | 0.8952 |
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+ | 0.0338 | 820.0 | 820 | 0.0321 | 0.9432 | 0.9673 | 0.9900 | 0.9952 | 0.9395 | 0.9891 | 0.8974 |
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+ | 0.0335 | 840.0 | 840 | 0.0320 | 0.9417 | 0.9707 | 0.9896 | 0.9940 | 0.9474 | 0.9886 | 0.8947 |
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+ | 0.0328 | 860.0 | 860 | 0.0326 | 0.9418 | 0.9728 | 0.9896 | 0.9935 | 0.9521 | 0.9886 | 0.8950 |
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+ | 0.0322 | 880.0 | 880 | 0.0302 | 0.9444 | 0.9677 | 0.9902 | 0.9954 | 0.9401 | 0.9893 | 0.8994 |
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+ | 0.0327 | 900.0 | 900 | 0.0312 | 0.9412 | 0.9727 | 0.9895 | 0.9934 | 0.9521 | 0.9885 | 0.8940 |
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+ | 0.0323 | 920.0 | 920 | 0.0297 | 0.9452 | 0.9680 | 0.9904 | 0.9955 | 0.9404 | 0.9895 | 0.9009 |
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+ | 0.0308 | 940.0 | 940 | 0.0301 | 0.9458 | 0.9673 | 0.9905 | 0.9958 | 0.9387 | 0.9896 | 0.9020 |
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+ | 0.0304 | 960.0 | 960 | 0.0302 | 0.9452 | 0.9729 | 0.9903 | 0.9943 | 0.9516 | 0.9894 | 0.9010 |
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+ | 0.032 | 980.0 | 980 | 0.0291 | 0.9475 | 0.9703 | 0.9908 | 0.9955 | 0.9451 | 0.9899 | 0.9051 |
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+ | 0.0317 | 1000.0 | 1000 | 0.0292 | 0.9467 | 0.9715 | 0.9906 | 0.9950 | 0.9480 | 0.9897 | 0.9036 |
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+ | 0.0312 | 1020.0 | 1020 | 0.0304 | 0.9449 | 0.9749 | 0.9902 | 0.9937 | 0.9561 | 0.9892 | 0.9006 |
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+ | 0.032 | 1040.0 | 1040 | 0.0283 | 0.9466 | 0.9686 | 0.9907 | 0.9957 | 0.9416 | 0.9898 | 0.9035 |
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+ | 0.029 | 1060.0 | 1060 | 0.0278 | 0.9471 | 0.9695 | 0.9907 | 0.9956 | 0.9435 | 0.9898 | 0.9043 |
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+ | 0.0288 | 1080.0 | 1080 | 0.0276 | 0.9482 | 0.9730 | 0.9909 | 0.9950 | 0.9510 | 0.9900 | 0.9064 |
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+ | 0.0299 | 1100.0 | 1100 | 0.0420 | 0.9310 | 0.9787 | 0.9873 | 0.9892 | 0.9683 | 0.9860 | 0.8759 |
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+ | 0.0277 | 1120.0 | 1120 | 0.0274 | 0.9492 | 0.9698 | 0.9911 | 0.9960 | 0.9435 | 0.9903 | 0.9082 |
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+ | 0.0283 | 1140.0 | 1140 | 0.0267 | 0.9493 | 0.9720 | 0.9911 | 0.9955 | 0.9484 | 0.9903 | 0.9084 |
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+ | 0.028 | 1160.0 | 1160 | 0.0278 | 0.9482 | 0.9666 | 0.9910 | 0.9966 | 0.9367 | 0.9902 | 0.9063 |
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+ | 0.0271 | 1180.0 | 1180 | 0.0271 | 0.9492 | 0.9753 | 0.9910 | 0.9946 | 0.9559 | 0.9902 | 0.9082 |
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+ | 0.0274 | 1200.0 | 1200 | 0.0259 | 0.9522 | 0.9696 | 0.9917 | 0.9968 | 0.9424 | 0.9909 | 0.9135 |
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+ | 0.0267 | 1220.0 | 1220 | 0.0262 | 0.9513 | 0.9728 | 0.9915 | 0.9957 | 0.9499 | 0.9907 | 0.9120 |
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+ | 0.0264 | 1240.0 | 1240 | 0.0251 | 0.9521 | 0.9698 | 0.9917 | 0.9967 | 0.9428 | 0.9909 | 0.9133 |
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+ | 0.0261 | 1260.0 | 1260 | 0.0246 | 0.9532 | 0.9718 | 0.9919 | 0.9964 | 0.9471 | 0.9911 | 0.9152 |
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+ | 0.0262 | 1280.0 | 1280 | 0.0245 | 0.9526 | 0.9709 | 0.9918 | 0.9965 | 0.9454 | 0.9910 | 0.9142 |
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+ | 0.0259 | 1300.0 | 1300 | 0.0253 | 0.9513 | 0.9759 | 0.9914 | 0.9950 | 0.9569 | 0.9906 | 0.9119 |
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+ | 0.0252 | 1320.0 | 1320 | 0.0243 | 0.9531 | 0.9699 | 0.9919 | 0.9969 | 0.9428 | 0.9911 | 0.9152 |
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+ | 0.0259 | 1340.0 | 1340 | 0.0254 | 0.9536 | 0.9720 | 0.9919 | 0.9965 | 0.9474 | 0.9912 | 0.9160 |
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+ | 0.0249 | 1360.0 | 1360 | 0.0245 | 0.9529 | 0.9764 | 0.9917 | 0.9952 | 0.9576 | 0.9909 | 0.9150 |
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+ | 0.0248 | 1380.0 | 1380 | 0.0311 | 0.9458 | 0.9781 | 0.9903 | 0.9931 | 0.9632 | 0.9894 | 0.9023 |
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+ | 0.0247 | 1400.0 | 1400 | 0.0250 | 0.9545 | 0.9731 | 0.9921 | 0.9964 | 0.9498 | 0.9913 | 0.9177 |
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+ | 0.0353 | 1420.0 | 1420 | 0.0248 | 0.9493 | 0.9769 | 0.9910 | 0.9942 | 0.9596 | 0.9901 | 0.9085 |
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+ | 0.0239 | 1440.0 | 1440 | 0.0239 | 0.9535 | 0.9760 | 0.9919 | 0.9955 | 0.9566 | 0.9911 | 0.9160 |
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+ | 0.0238 | 1460.0 | 1460 | 0.0229 | 0.9552 | 0.9744 | 0.9922 | 0.9963 | 0.9526 | 0.9915 | 0.9190 |
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+ | 0.024 | 1480.0 | 1480 | 0.0228 | 0.9558 | 0.9743 | 0.9923 | 0.9964 | 0.9523 | 0.9916 | 0.9200 |
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+ | 0.0237 | 1500.0 | 1500 | 0.0227 | 0.9554 | 0.9741 | 0.9922 | 0.9964 | 0.9519 | 0.9915 | 0.9193 |
131
+ | 0.0239 | 1520.0 | 1520 | 0.0243 | 0.9537 | 0.9768 | 0.9919 | 0.9953 | 0.9583 | 0.9911 | 0.9162 |
132
+ | 0.0237 | 1540.0 | 1540 | 0.0224 | 0.9552 | 0.9760 | 0.9922 | 0.9959 | 0.9561 | 0.9914 | 0.9190 |
133
+ | 0.0234 | 1560.0 | 1560 | 0.0223 | 0.9566 | 0.9729 | 0.9925 | 0.9970 | 0.9488 | 0.9918 | 0.9215 |
134
+ | 0.0227 | 1580.0 | 1580 | 0.0225 | 0.9563 | 0.9756 | 0.9924 | 0.9962 | 0.9549 | 0.9917 | 0.9210 |
135
+ | 0.0261 | 1600.0 | 1600 | 0.0218 | 0.9577 | 0.9746 | 0.9927 | 0.9968 | 0.9524 | 0.9919 | 0.9234 |
136
+ | 0.0259 | 1620.0 | 1620 | 0.0225 | 0.9553 | 0.9760 | 0.9922 | 0.9959 | 0.9561 | 0.9914 | 0.9193 |
137
+ | 0.0229 | 1640.0 | 1640 | 0.0216 | 0.9566 | 0.9767 | 0.9924 | 0.9960 | 0.9574 | 0.9917 | 0.9215 |
138
+ | 0.0227 | 1660.0 | 1660 | 0.0221 | 0.9558 | 0.9775 | 0.9923 | 0.9956 | 0.9594 | 0.9915 | 0.9202 |
139
+ | 0.0317 | 1680.0 | 1680 | 0.0240 | 0.9515 | 0.9796 | 0.9914 | 0.9941 | 0.9651 | 0.9906 | 0.9124 |
140
+ | 0.0219 | 1700.0 | 1700 | 0.0212 | 0.9578 | 0.9738 | 0.9927 | 0.9970 | 0.9507 | 0.9920 | 0.9236 |
141
+ | 0.0231 | 1720.0 | 1720 | 0.0208 | 0.9574 | 0.9742 | 0.9926 | 0.9968 | 0.9515 | 0.9919 | 0.9228 |
142
+ | 0.0216 | 1740.0 | 1740 | 0.0209 | 0.9572 | 0.9765 | 0.9925 | 0.9962 | 0.9567 | 0.9918 | 0.9225 |
143
+ | 0.0258 | 1760.0 | 1760 | 0.0213 | 0.9585 | 0.9728 | 0.9929 | 0.9974 | 0.9481 | 0.9922 | 0.9249 |
144
+ | 0.0234 | 1780.0 | 1780 | 0.0211 | 0.9585 | 0.9755 | 0.9928 | 0.9967 | 0.9543 | 0.9921 | 0.9249 |
145
+ | 0.0222 | 1800.0 | 1800 | 0.0207 | 0.9585 | 0.9741 | 0.9928 | 0.9971 | 0.9511 | 0.9921 | 0.9248 |
146
+ | 0.0216 | 1820.0 | 1820 | 0.0208 | 0.9573 | 0.9777 | 0.9925 | 0.9959 | 0.9594 | 0.9918 | 0.9228 |
147
+ | 0.0225 | 1840.0 | 1840 | 0.0203 | 0.9586 | 0.9763 | 0.9928 | 0.9966 | 0.9560 | 0.9921 | 0.9251 |
148
+ | 0.0212 | 1860.0 | 1860 | 0.0200 | 0.9594 | 0.9758 | 0.9930 | 0.9969 | 0.9548 | 0.9923 | 0.9265 |
149
+ | 0.021 | 1880.0 | 1880 | 0.0201 | 0.9601 | 0.9745 | 0.9931 | 0.9974 | 0.9516 | 0.9925 | 0.9278 |
150
+ | 0.0207 | 1900.0 | 1900 | 0.0202 | 0.9595 | 0.9761 | 0.9930 | 0.9968 | 0.9555 | 0.9923 | 0.9268 |
151
+ | 0.021 | 1920.0 | 1920 | 0.0202 | 0.9588 | 0.9711 | 0.9929 | 0.9979 | 0.9444 | 0.9923 | 0.9254 |
152
+ | 0.0298 | 1940.0 | 1940 | 0.0211 | 0.9589 | 0.9776 | 0.9928 | 0.9963 | 0.9588 | 0.9921 | 0.9256 |
153
+ | 0.0223 | 1960.0 | 1960 | 0.0203 | 0.9590 | 0.9776 | 0.9929 | 0.9964 | 0.9587 | 0.9922 | 0.9258 |
154
+ | 0.0209 | 1980.0 | 1980 | 0.0194 | 0.9611 | 0.9746 | 0.9933 | 0.9976 | 0.9516 | 0.9927 | 0.9295 |
155
+ | 0.0205 | 2000.0 | 2000 | 0.0199 | 0.9612 | 0.9766 | 0.9933 | 0.9971 | 0.9562 | 0.9926 | 0.9297 |
156
+ | 0.0205 | 2020.0 | 2020 | 0.0195 | 0.9609 | 0.9766 | 0.9932 | 0.9970 | 0.9562 | 0.9926 | 0.9291 |
157
+ | 0.0202 | 2040.0 | 2040 | 0.0200 | 0.9596 | 0.9793 | 0.9930 | 0.9961 | 0.9624 | 0.9923 | 0.9269 |
158
+ | 0.0203 | 2060.0 | 2060 | 0.0190 | 0.9603 | 0.9744 | 0.9931 | 0.9974 | 0.9514 | 0.9925 | 0.9280 |
159
+ | 0.0199 | 2080.0 | 2080 | 0.0189 | 0.9621 | 0.9762 | 0.9935 | 0.9974 | 0.9549 | 0.9928 | 0.9314 |
160
+ | 0.02 | 2100.0 | 2100 | 0.0194 | 0.9608 | 0.9789 | 0.9932 | 0.9965 | 0.9613 | 0.9925 | 0.9290 |
161
+ | 0.02 | 2120.0 | 2120 | 0.0189 | 0.9620 | 0.9770 | 0.9934 | 0.9972 | 0.9569 | 0.9928 | 0.9313 |
162
+ | 0.02 | 2140.0 | 2140 | 0.0186 | 0.9622 | 0.9761 | 0.9935 | 0.9975 | 0.9547 | 0.9929 | 0.9316 |
163
+ | 0.0198 | 2160.0 | 2160 | 0.0186 | 0.9613 | 0.9783 | 0.9933 | 0.9967 | 0.9598 | 0.9926 | 0.9300 |
164
+ | 0.0197 | 2180.0 | 2180 | 0.0188 | 0.9612 | 0.9773 | 0.9933 | 0.9969 | 0.9576 | 0.9926 | 0.9298 |
165
+ | 0.0192 | 2200.0 | 2200 | 0.0184 | 0.9617 | 0.9775 | 0.9934 | 0.9970 | 0.9580 | 0.9927 | 0.9306 |
166
+ | 0.0191 | 2220.0 | 2220 | 0.0190 | 0.9619 | 0.9739 | 0.9935 | 0.9979 | 0.9498 | 0.9928 | 0.9309 |
167
+ | 0.0188 | 2240.0 | 2240 | 0.0189 | 0.9618 | 0.9778 | 0.9934 | 0.9969 | 0.9587 | 0.9927 | 0.9308 |
168
+ | 0.0267 | 2260.0 | 2260 | 0.0191 | 0.9591 | 0.9791 | 0.9929 | 0.9960 | 0.9622 | 0.9922 | 0.9261 |
169
+ | 0.0193 | 2280.0 | 2280 | 0.0182 | 0.9614 | 0.9773 | 0.9933 | 0.9970 | 0.9576 | 0.9927 | 0.9301 |
170
+ | 0.0192 | 2300.0 | 2300 | 0.0198 | 0.9594 | 0.9793 | 0.9929 | 0.9960 | 0.9625 | 0.9922 | 0.9266 |
171
+ | 0.0193 | 2320.0 | 2320 | 0.0183 | 0.9619 | 0.9777 | 0.9934 | 0.9970 | 0.9585 | 0.9928 | 0.9311 |
172
+ | 0.0189 | 2340.0 | 2340 | 0.0188 | 0.9597 | 0.9806 | 0.9930 | 0.9958 | 0.9653 | 0.9923 | 0.9272 |
173
+ | 0.0191 | 2360.0 | 2360 | 0.0181 | 0.9624 | 0.9758 | 0.9935 | 0.9976 | 0.9541 | 0.9929 | 0.9318 |
174
+ | 0.0189 | 2380.0 | 2380 | 0.0182 | 0.9616 | 0.9781 | 0.9933 | 0.9968 | 0.9594 | 0.9927 | 0.9305 |
175
+ | 0.0199 | 2400.0 | 2400 | 0.0179 | 0.9630 | 0.9743 | 0.9937 | 0.9981 | 0.9504 | 0.9930 | 0.9329 |
176
+ | 0.0186 | 2420.0 | 2420 | 0.0178 | 0.9630 | 0.9763 | 0.9936 | 0.9976 | 0.9550 | 0.9930 | 0.9330 |
177
+ | 0.0214 | 2440.0 | 2440 | 0.0185 | 0.9602 | 0.9805 | 0.9931 | 0.9959 | 0.9651 | 0.9924 | 0.9280 |
178
+ | 0.019 | 2460.0 | 2460 | 0.0177 | 0.9628 | 0.9769 | 0.9936 | 0.9974 | 0.9565 | 0.9930 | 0.9327 |
179
+ | 0.0184 | 2480.0 | 2480 | 0.0178 | 0.9632 | 0.9779 | 0.9936 | 0.9972 | 0.9587 | 0.9930 | 0.9334 |
180
+ | 0.0184 | 2500.0 | 2500 | 0.0179 | 0.9620 | 0.9780 | 0.9934 | 0.9969 | 0.9590 | 0.9928 | 0.9312 |
181
+ | 0.0192 | 2520.0 | 2520 | 0.0177 | 0.9634 | 0.9776 | 0.9937 | 0.9974 | 0.9578 | 0.9931 | 0.9337 |
182
+ | 0.0229 | 2540.0 | 2540 | 0.0179 | 0.9614 | 0.9766 | 0.9933 | 0.9971 | 0.9561 | 0.9927 | 0.9302 |
183
+ | 0.0186 | 2560.0 | 2560 | 0.0174 | 0.9634 | 0.9769 | 0.9937 | 0.9975 | 0.9562 | 0.9931 | 0.9338 |
184
+ | 0.0226 | 2580.0 | 2580 | 0.0176 | 0.9627 | 0.9787 | 0.9936 | 0.9969 | 0.9604 | 0.9929 | 0.9326 |
185
+ | 0.0195 | 2600.0 | 2600 | 0.0176 | 0.9642 | 0.9762 | 0.9938 | 0.9979 | 0.9545 | 0.9932 | 0.9351 |
186
+ | 0.0239 | 2620.0 | 2620 | 0.0172 | 0.9633 | 0.9760 | 0.9937 | 0.9977 | 0.9543 | 0.9931 | 0.9336 |
187
+ | 0.0179 | 2640.0 | 2640 | 0.0174 | 0.9635 | 0.9781 | 0.9937 | 0.9973 | 0.9589 | 0.9931 | 0.9339 |
188
+ | 0.0181 | 2660.0 | 2660 | 0.0173 | 0.9635 | 0.9753 | 0.9937 | 0.9979 | 0.9527 | 0.9931 | 0.9338 |
189
+ | 0.0176 | 2680.0 | 2680 | 0.0168 | 0.9641 | 0.9779 | 0.9938 | 0.9974 | 0.9583 | 0.9932 | 0.9349 |
190
+ | 0.0222 | 2700.0 | 2700 | 0.0179 | 0.9621 | 0.9804 | 0.9934 | 0.9964 | 0.9645 | 0.9928 | 0.9314 |
191
+ | 0.018 | 2720.0 | 2720 | 0.0168 | 0.9642 | 0.9784 | 0.9938 | 0.9973 | 0.9594 | 0.9932 | 0.9351 |
192
+ | 0.0179 | 2740.0 | 2740 | 0.0176 | 0.9628 | 0.9796 | 0.9936 | 0.9967 | 0.9625 | 0.9929 | 0.9327 |
193
+ | 0.0176 | 2760.0 | 2760 | 0.0173 | 0.9629 | 0.9740 | 0.9936 | 0.9981 | 0.9498 | 0.9930 | 0.9328 |
194
+ | 0.0174 | 2780.0 | 2780 | 0.0168 | 0.9640 | 0.9799 | 0.9938 | 0.9970 | 0.9628 | 0.9932 | 0.9349 |
195
+ | 0.0173 | 2800.0 | 2800 | 0.0169 | 0.9640 | 0.9757 | 0.9938 | 0.9980 | 0.9535 | 0.9932 | 0.9348 |
196
+ | 0.0173 | 2820.0 | 2820 | 0.0168 | 0.9648 | 0.9760 | 0.9940 | 0.9981 | 0.9539 | 0.9934 | 0.9362 |
197
+ | 0.0172 | 2840.0 | 2840 | 0.0165 | 0.9645 | 0.9756 | 0.9939 | 0.9981 | 0.9532 | 0.9933 | 0.9357 |
198
+ | 0.0174 | 2860.0 | 2860 | 0.0171 | 0.9631 | 0.9803 | 0.9936 | 0.9966 | 0.9640 | 0.9930 | 0.9331 |
199
+ | 0.0181 | 2880.0 | 2880 | 0.0170 | 0.9638 | 0.9801 | 0.9937 | 0.9968 | 0.9634 | 0.9931 | 0.9345 |
200
+ | 0.0582 | 2900.0 | 2900 | 0.0172 | 0.9632 | 0.9807 | 0.9936 | 0.9966 | 0.9649 | 0.9930 | 0.9335 |
201
+ | 0.0171 | 2920.0 | 2920 | 0.0164 | 0.9640 | 0.9783 | 0.9938 | 0.9973 | 0.9592 | 0.9932 | 0.9347 |
202
+ | 0.017 | 2940.0 | 2940 | 0.0164 | 0.9642 | 0.9781 | 0.9938 | 0.9974 | 0.9588 | 0.9932 | 0.9352 |
203
+ | 0.0172 | 2960.0 | 2960 | 0.0163 | 0.9652 | 0.9771 | 0.9940 | 0.9979 | 0.9562 | 0.9935 | 0.9370 |
204
+ | 0.0169 | 2980.0 | 2980 | 0.0160 | 0.9651 | 0.9779 | 0.9940 | 0.9977 | 0.9581 | 0.9934 | 0.9368 |
205
+ | 0.0168 | 3000.0 | 3000 | 0.0162 | 0.9645 | 0.9769 | 0.9939 | 0.9978 | 0.9560 | 0.9933 | 0.9358 |
206
+ | 0.0167 | 3020.0 | 3020 | 0.0160 | 0.9649 | 0.9788 | 0.9940 | 0.9974 | 0.9602 | 0.9934 | 0.9365 |
207
+ | 0.0168 | 3040.0 | 3040 | 0.0166 | 0.9650 | 0.9771 | 0.9940 | 0.9978 | 0.9564 | 0.9934 | 0.9365 |
208
+ | 0.017 | 3060.0 | 3060 | 0.0175 | 0.9646 | 0.9750 | 0.9939 | 0.9983 | 0.9518 | 0.9934 | 0.9358 |
209
+ | 0.0165 | 3080.0 | 3080 | 0.0170 | 0.9637 | 0.9799 | 0.9937 | 0.9969 | 0.9629 | 0.9931 | 0.9344 |
210
+ | 0.0167 | 3100.0 | 3100 | 0.0164 | 0.9650 | 0.9798 | 0.9940 | 0.9972 | 0.9624 | 0.9934 | 0.9367 |
211
+ | 0.0172 | 3120.0 | 3120 | 0.0175 | 0.9608 | 0.9834 | 0.9931 | 0.9953 | 0.9714 | 0.9924 | 0.9291 |
212
+ | 0.0169 | 3140.0 | 3140 | 0.0168 | 0.9634 | 0.9811 | 0.9936 | 0.9965 | 0.9658 | 0.9930 | 0.9337 |
213
+ | 0.0175 | 3160.0 | 3160 | 0.0174 | 0.9611 | 0.9819 | 0.9932 | 0.9958 | 0.9681 | 0.9925 | 0.9297 |
214
+ | 0.0173 | 3180.0 | 3180 | 0.0159 | 0.9655 | 0.9765 | 0.9941 | 0.9981 | 0.9549 | 0.9935 | 0.9375 |
215
+ | 0.0178 | 3200.0 | 3200 | 0.0169 | 0.9638 | 0.9801 | 0.9937 | 0.9968 | 0.9633 | 0.9931 | 0.9344 |
216
+ | 0.0167 | 3220.0 | 3220 | 0.0161 | 0.9650 | 0.9787 | 0.9940 | 0.9975 | 0.9599 | 0.9934 | 0.9366 |
217
+ | 0.0214 | 3240.0 | 3240 | 0.0173 | 0.9632 | 0.9797 | 0.9936 | 0.9968 | 0.9625 | 0.9930 | 0.9334 |
218
+ | 0.0164 | 3260.0 | 3260 | 0.0165 | 0.9645 | 0.9802 | 0.9939 | 0.9970 | 0.9634 | 0.9933 | 0.9357 |
219
+ | 0.0163 | 3280.0 | 3280 | 0.0162 | 0.9647 | 0.9805 | 0.9939 | 0.9970 | 0.9640 | 0.9933 | 0.9362 |
220
+ | 0.0161 | 3300.0 | 3300 | 0.0157 | 0.9660 | 0.9779 | 0.9942 | 0.9979 | 0.9579 | 0.9936 | 0.9385 |
221
+ | 0.0172 | 3320.0 | 3320 | 0.0163 | 0.9651 | 0.9745 | 0.9940 | 0.9985 | 0.9506 | 0.9935 | 0.9367 |
222
+ | 0.0159 | 3340.0 | 3340 | 0.0158 | 0.9657 | 0.9775 | 0.9941 | 0.9979 | 0.9571 | 0.9935 | 0.9379 |
223
+ | 0.016 | 3360.0 | 3360 | 0.0158 | 0.9656 | 0.9759 | 0.9941 | 0.9983 | 0.9536 | 0.9935 | 0.9377 |
224
+ | 0.016 | 3380.0 | 3380 | 0.0156 | 0.9656 | 0.9765 | 0.9941 | 0.9981 | 0.9549 | 0.9935 | 0.9377 |
225
+ | 0.017 | 3400.0 | 3400 | 0.0159 | 0.9652 | 0.9766 | 0.9940 | 0.9980 | 0.9551 | 0.9934 | 0.9369 |
226
+ | 0.0164 | 3420.0 | 3420 | 0.0155 | 0.9657 | 0.9788 | 0.9941 | 0.9976 | 0.9601 | 0.9935 | 0.9379 |
227
+ | 0.0245 | 3440.0 | 3440 | 0.0157 | 0.9652 | 0.9799 | 0.9940 | 0.9972 | 0.9626 | 0.9934 | 0.9370 |
228
+ | 0.0187 | 3460.0 | 3460 | 0.0160 | 0.9653 | 0.9795 | 0.9940 | 0.9973 | 0.9617 | 0.9934 | 0.9372 |
229
+ | 0.016 | 3480.0 | 3480 | 0.0156 | 0.9660 | 0.9777 | 0.9942 | 0.9979 | 0.9576 | 0.9936 | 0.9384 |
230
+ | 0.0161 | 3500.0 | 3500 | 0.0156 | 0.9654 | 0.9754 | 0.9941 | 0.9983 | 0.9524 | 0.9935 | 0.9373 |
231
+ | 0.0163 | 3520.0 | 3520 | 0.0152 | 0.9667 | 0.9784 | 0.9943 | 0.9979 | 0.9588 | 0.9937 | 0.9396 |
232
+ | 0.0157 | 3540.0 | 3540 | 0.0154 | 0.9658 | 0.9762 | 0.9941 | 0.9982 | 0.9541 | 0.9936 | 0.9380 |
233
+ | 0.0158 | 3560.0 | 3560 | 0.0156 | 0.9659 | 0.9770 | 0.9942 | 0.9981 | 0.9558 | 0.9936 | 0.9383 |
234
+ | 0.0159 | 3580.0 | 3580 | 0.0158 | 0.9652 | 0.9807 | 0.9940 | 0.9970 | 0.9645 | 0.9934 | 0.9370 |
235
+ | 0.0165 | 3600.0 | 3600 | 0.0167 | 0.9629 | 0.9828 | 0.9935 | 0.9960 | 0.9696 | 0.9929 | 0.9329 |
236
+ | 0.0165 | 3620.0 | 3620 | 0.0156 | 0.9661 | 0.9796 | 0.9942 | 0.9975 | 0.9618 | 0.9936 | 0.9386 |
237
+ | 0.0157 | 3640.0 | 3640 | 0.0154 | 0.9664 | 0.9771 | 0.9943 | 0.9982 | 0.9561 | 0.9937 | 0.9392 |
238
+ | 0.0157 | 3660.0 | 3660 | 0.0153 | 0.9661 | 0.9801 | 0.9941 | 0.9974 | 0.9628 | 0.9936 | 0.9386 |
239
+ | 0.017 | 3680.0 | 3680 | 0.0154 | 0.9663 | 0.9802 | 0.9942 | 0.9974 | 0.9630 | 0.9936 | 0.9389 |
240
+ | 0.0156 | 3700.0 | 3700 | 0.0153 | 0.9661 | 0.9798 | 0.9941 | 0.9974 | 0.9623 | 0.9936 | 0.9385 |
241
+ | 0.0159 | 3720.0 | 3720 | 0.0152 | 0.9663 | 0.9791 | 0.9942 | 0.9977 | 0.9605 | 0.9936 | 0.9390 |
242
+ | 0.0158 | 3740.0 | 3740 | 0.0153 | 0.9655 | 0.9758 | 0.9941 | 0.9983 | 0.9532 | 0.9935 | 0.9376 |
243
+ | 0.0161 | 3760.0 | 3760 | 0.0156 | 0.9655 | 0.9772 | 0.9941 | 0.9979 | 0.9564 | 0.9935 | 0.9375 |
244
+ | 0.0161 | 3780.0 | 3780 | 0.0160 | 0.9650 | 0.9804 | 0.9939 | 0.9970 | 0.9637 | 0.9934 | 0.9367 |
245
+ | 0.0157 | 3800.0 | 3800 | 0.0152 | 0.9659 | 0.9757 | 0.9942 | 0.9984 | 0.9530 | 0.9936 | 0.9382 |
246
+ | 0.0154 | 3820.0 | 3820 | 0.0153 | 0.9662 | 0.9804 | 0.9942 | 0.9973 | 0.9635 | 0.9936 | 0.9388 |
247
+ | 0.0155 | 3840.0 | 3840 | 0.0155 | 0.9652 | 0.9812 | 0.9940 | 0.9969 | 0.9654 | 0.9934 | 0.9370 |
248
+ | 0.0152 | 3860.0 | 3860 | 0.0148 | 0.9667 | 0.9776 | 0.9943 | 0.9981 | 0.9571 | 0.9937 | 0.9396 |
249
+ | 0.0154 | 3880.0 | 3880 | 0.0150 | 0.9666 | 0.9807 | 0.9942 | 0.9973 | 0.9640 | 0.9937 | 0.9396 |
250
+ | 0.0153 | 3900.0 | 3900 | 0.0150 | 0.9662 | 0.9805 | 0.9942 | 0.9973 | 0.9636 | 0.9936 | 0.9388 |
251
+ | 0.0154 | 3920.0 | 3920 | 0.0150 | 0.9661 | 0.9799 | 0.9942 | 0.9974 | 0.9624 | 0.9936 | 0.9386 |
252
+ | 0.0154 | 3940.0 | 3940 | 0.0149 | 0.9667 | 0.9797 | 0.9943 | 0.9976 | 0.9619 | 0.9937 | 0.9396 |
253
+ | 0.0154 | 3960.0 | 3960 | 0.0148 | 0.9670 | 0.9790 | 0.9943 | 0.9978 | 0.9601 | 0.9938 | 0.9402 |
254
+ | 0.0156 | 3980.0 | 3980 | 0.0150 | 0.9660 | 0.9805 | 0.9941 | 0.9972 | 0.9638 | 0.9935 | 0.9384 |
255
+ | 0.0154 | 4000.0 | 4000 | 0.0147 | 0.9665 | 0.9781 | 0.9943 | 0.9979 | 0.9583 | 0.9937 | 0.9394 |
256
+ | 0.0155 | 4020.0 | 4020 | 0.0147 | 0.9669 | 0.9784 | 0.9943 | 0.9979 | 0.9590 | 0.9938 | 0.9400 |
257
+ | 0.0156 | 4040.0 | 4040 | 0.0153 | 0.9657 | 0.9808 | 0.9941 | 0.9971 | 0.9645 | 0.9935 | 0.9379 |
258
+ | 0.0154 | 4060.0 | 4060 | 0.0149 | 0.9661 | 0.9798 | 0.9942 | 0.9974 | 0.9622 | 0.9936 | 0.9386 |
259
+ | 0.0157 | 4080.0 | 4080 | 0.0148 | 0.9670 | 0.9793 | 0.9943 | 0.9978 | 0.9608 | 0.9938 | 0.9402 |
260
+ | 0.0153 | 4100.0 | 4100 | 0.0152 | 0.9659 | 0.9783 | 0.9941 | 0.9977 | 0.9589 | 0.9936 | 0.9382 |
261
+ | 0.015 | 4120.0 | 4120 | 0.0151 | 0.9663 | 0.9790 | 0.9942 | 0.9977 | 0.9603 | 0.9936 | 0.9390 |
262
+ | 0.0154 | 4140.0 | 4140 | 0.0149 | 0.9664 | 0.9769 | 0.9942 | 0.9982 | 0.9556 | 0.9937 | 0.9390 |
263
+ | 0.015 | 4160.0 | 4160 | 0.0148 | 0.9666 | 0.9772 | 0.9943 | 0.9982 | 0.9563 | 0.9937 | 0.9394 |
264
+ | 0.0152 | 4180.0 | 4180 | 0.0149 | 0.9666 | 0.9791 | 0.9943 | 0.9977 | 0.9605 | 0.9937 | 0.9395 |
265
+ | 0.0151 | 4200.0 | 4200 | 0.0149 | 0.9664 | 0.9804 | 0.9942 | 0.9974 | 0.9634 | 0.9936 | 0.9392 |
266
+ | 0.0159 | 4220.0 | 4220 | 0.0177 | 0.9600 | 0.9844 | 0.9930 | 0.9949 | 0.9740 | 0.9923 | 0.9277 |
267
+ | 0.0154 | 4240.0 | 4240 | 0.0151 | 0.9659 | 0.9814 | 0.9941 | 0.9970 | 0.9658 | 0.9935 | 0.9384 |
268
+ | 0.0153 | 4260.0 | 4260 | 0.0144 | 0.9673 | 0.9783 | 0.9944 | 0.9981 | 0.9586 | 0.9938 | 0.9408 |
269
+ | 0.0163 | 4280.0 | 4280 | 0.0156 | 0.9650 | 0.9745 | 0.9940 | 0.9985 | 0.9506 | 0.9935 | 0.9366 |
270
+ | 0.016 | 4300.0 | 4300 | 0.0155 | 0.9660 | 0.9778 | 0.9942 | 0.9979 | 0.9577 | 0.9936 | 0.9384 |
271
+ | 0.0153 | 4320.0 | 4320 | 0.0149 | 0.9670 | 0.9784 | 0.9943 | 0.9980 | 0.9587 | 0.9938 | 0.9401 |
272
+ | 0.0149 | 4340.0 | 4340 | 0.0145 | 0.9672 | 0.9784 | 0.9944 | 0.9980 | 0.9588 | 0.9938 | 0.9406 |
273
+ | 0.0149 | 4360.0 | 4360 | 0.0147 | 0.9668 | 0.9790 | 0.9943 | 0.9978 | 0.9601 | 0.9937 | 0.9399 |
274
+ | 0.0149 | 4380.0 | 4380 | 0.0146 | 0.9667 | 0.9769 | 0.9943 | 0.9983 | 0.9555 | 0.9937 | 0.9396 |
275
+ | 0.0172 | 4400.0 | 4400 | 0.0147 | 0.9671 | 0.9782 | 0.9944 | 0.9981 | 0.9583 | 0.9938 | 0.9404 |
276
+ | 0.0154 | 4420.0 | 4420 | 0.0147 | 0.9672 | 0.9798 | 0.9944 | 0.9977 | 0.9619 | 0.9938 | 0.9407 |
277
+ | 0.0153 | 4440.0 | 4440 | 0.0146 | 0.9664 | 0.9804 | 0.9942 | 0.9973 | 0.9636 | 0.9936 | 0.9391 |
278
+ | 0.015 | 4460.0 | 4460 | 0.0151 | 0.9657 | 0.9750 | 0.9941 | 0.9985 | 0.9515 | 0.9936 | 0.9378 |
279
+ | 0.0147 | 4480.0 | 4480 | 0.0146 | 0.9668 | 0.9802 | 0.9943 | 0.9975 | 0.9630 | 0.9937 | 0.9400 |
280
+ | 0.0149 | 4500.0 | 4500 | 0.0147 | 0.9665 | 0.9812 | 0.9942 | 0.9972 | 0.9652 | 0.9936 | 0.9394 |
281
+ | 0.0147 | 4520.0 | 4520 | 0.0143 | 0.9671 | 0.9801 | 0.9943 | 0.9976 | 0.9626 | 0.9938 | 0.9405 |
282
+ | 0.0153 | 4540.0 | 4540 | 0.0149 | 0.9663 | 0.9760 | 0.9942 | 0.9984 | 0.9537 | 0.9937 | 0.9390 |
283
+ | 0.0151 | 4560.0 | 4560 | 0.0145 | 0.9671 | 0.9775 | 0.9944 | 0.9982 | 0.9569 | 0.9938 | 0.9404 |
284
+ | 0.015 | 4580.0 | 4580 | 0.0146 | 0.9661 | 0.9762 | 0.9942 | 0.9983 | 0.9541 | 0.9936 | 0.9386 |
285
+ | 0.0158 | 4600.0 | 4600 | 0.0146 | 0.9674 | 0.9790 | 0.9944 | 0.9979 | 0.9601 | 0.9939 | 0.9410 |
286
+ | 0.0152 | 4620.0 | 4620 | 0.0144 | 0.9669 | 0.9797 | 0.9943 | 0.9976 | 0.9618 | 0.9938 | 0.9401 |
287
+ | 0.0146 | 4640.0 | 4640 | 0.0145 | 0.9674 | 0.9792 | 0.9944 | 0.9979 | 0.9606 | 0.9939 | 0.9410 |
288
+ | 0.015 | 4660.0 | 4660 | 0.0149 | 0.9665 | 0.9818 | 0.9942 | 0.9970 | 0.9666 | 0.9936 | 0.9393 |
289
+ | 0.0148 | 4680.0 | 4680 | 0.0146 | 0.9671 | 0.9800 | 0.9943 | 0.9976 | 0.9624 | 0.9938 | 0.9405 |
290
+ | 0.015 | 4700.0 | 4700 | 0.0143 | 0.9674 | 0.9791 | 0.9944 | 0.9979 | 0.9603 | 0.9939 | 0.9409 |
291
+ | 0.0154 | 4720.0 | 4720 | 0.0145 | 0.9667 | 0.9768 | 0.9943 | 0.9983 | 0.9553 | 0.9937 | 0.9396 |
292
+ | 0.0195 | 4740.0 | 4740 | 0.0144 | 0.9671 | 0.9795 | 0.9943 | 0.9977 | 0.9613 | 0.9938 | 0.9404 |
293
+ | 0.0151 | 4760.0 | 4760 | 0.0150 | 0.9659 | 0.9756 | 0.9942 | 0.9984 | 0.9527 | 0.9936 | 0.9382 |
294
+ | 0.0152 | 4780.0 | 4780 | 0.0144 | 0.9674 | 0.9786 | 0.9944 | 0.9980 | 0.9593 | 0.9939 | 0.9409 |
295
+ | 0.015 | 4800.0 | 4800 | 0.0144 | 0.9674 | 0.9786 | 0.9944 | 0.9980 | 0.9591 | 0.9939 | 0.9409 |
296
+ | 0.0151 | 4820.0 | 4820 | 0.0147 | 0.9665 | 0.9758 | 0.9943 | 0.9985 | 0.9531 | 0.9937 | 0.9393 |
297
+ | 0.0147 | 4840.0 | 4840 | 0.0145 | 0.9670 | 0.9777 | 0.9943 | 0.9981 | 0.9573 | 0.9938 | 0.9402 |
298
+ | 0.0148 | 4860.0 | 4860 | 0.0147 | 0.9669 | 0.9775 | 0.9943 | 0.9982 | 0.9569 | 0.9938 | 0.9401 |
299
+ | 0.015 | 4880.0 | 4880 | 0.0149 | 0.9661 | 0.9818 | 0.9941 | 0.9970 | 0.9666 | 0.9936 | 0.9387 |
300
+ | 0.0151 | 4900.0 | 4900 | 0.0147 | 0.9668 | 0.9804 | 0.9943 | 0.9974 | 0.9635 | 0.9937 | 0.9398 |
301
+ | 0.0151 | 4920.0 | 4920 | 0.0144 | 0.9675 | 0.9791 | 0.9944 | 0.9979 | 0.9604 | 0.9939 | 0.9411 |
302
+ | 0.0152 | 4940.0 | 4940 | 0.0144 | 0.9670 | 0.9802 | 0.9943 | 0.9975 | 0.9629 | 0.9938 | 0.9403 |
303
+ | 0.0155 | 4960.0 | 4960 | 0.0148 | 0.9668 | 0.9771 | 0.9943 | 0.9982 | 0.9559 | 0.9938 | 0.9398 |
304
+ | 0.0155 | 4980.0 | 4980 | 0.0145 | 0.9673 | 0.9780 | 0.9944 | 0.9981 | 0.9578 | 0.9939 | 0.9408 |
305
+ | 0.0155 | 5000.0 | 5000 | 0.0145 | 0.9671 | 0.9794 | 0.9943 | 0.9978 | 0.9610 | 0.9938 | 0.9404 |
306
+
307
+
308
+ ### Framework versions
309
+
310
+ - Transformers 4.35.0
311
+ - Pytorch 2.1.0+cpu
312
+ - Datasets 2.15.0
313
+ - Tokenizers 0.14.1
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