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segformer-b4-cityscapes-finetuned-coastTrain

Image Segmentation
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End of training

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  1. README.md +88 -183
  2. model.safetensors +1 -1
  3. runs/Mar03_16-54-38_6621401f04d4/events.out.tfevents.1709484882.6621401f04d4.26.0 +3 -0
  4. training_args.bin +1 -1
README.md CHANGED
@@ -1,10 +1,10 @@
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  ---
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  license: other
 
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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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- base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024
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  model-index:
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  - name: segformer-b4-cityscapes-finetuned-coastTrain
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  results: []
@@ -17,24 +17,26 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.3143
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- - Mean Iou: 0.8147
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- - Mean Accuracy: 0.8903
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- - Overall Accuracy: 0.9367
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- - Accuracy Water: 0.9592
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- - Accuracy Whitewater: 0.7914
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- - Accuracy Sediment: 0.9019
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- - Accuracy Other Natural Terrain: 0.7730
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- - Accuracy Vegetation: 0.9268
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- - Accuracy Development: 0.8905
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- - Accuracy Unknown: 0.9891
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- - Iou Water: 0.9328
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- - Iou Whitewater: 0.6712
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- - Iou Sediment: 0.8615
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- - Iou Other Natural Terrain: 0.6560
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- - Iou Vegetation: 0.8590
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- - Iou Development: 0.8229
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- - Iou Unknown: 0.8994
 
 
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  ## Model description
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@@ -59,173 +61,76 @@ The following hyperparameters were used during training:
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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: 25
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown |
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- |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|
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- | 1.9347 | 0.16 | 20 | 1.5859 | 0.2953 | 0.4177 | 0.5985 | 0.7556 | 0.2901 | 0.1764 | 0.0167 | 0.9141 | 0.0698 | 0.7009 | 0.6560 | 0.1084 | 0.1536 | 0.0079 | 0.3751 | 0.0677 | 0.6983 |
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- | 1.2103 | 0.31 | 40 | 1.1805 | 0.3826 | 0.4818 | 0.7124 | 0.9080 | 0.0894 | 0.1482 | 0.0014 | 0.9464 | 0.4223 | 0.8572 | 0.6867 | 0.0789 | 0.1339 | 0.0013 | 0.5403 | 0.3971 | 0.8401 |
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- | 1.5483 | 0.47 | 60 | 0.8679 | 0.4567 | 0.5474 | 0.7799 | 0.9133 | 0.0419 | 0.4124 | 0.0001 | 0.9515 | 0.6495 | 0.8631 | 0.7614 | 0.0398 | 0.3741 | 0.0001 | 0.5899 | 0.5780 | 0.8537 |
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- | 1.0865 | 0.62 | 80 | 0.7586 | 0.5000 | 0.5869 | 0.8213 | 0.8929 | 0.0015 | 0.6845 | 0.0 | 0.9514 | 0.7188 | 0.8594 | 0.8188 | 0.0015 | 0.5773 | 0.0 | 0.6258 | 0.6212 | 0.8556 |
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- | 1.3038 | 0.78 | 100 | 0.6003 | 0.5234 | 0.6086 | 0.8464 | 0.9248 | 0.0 | 0.8070 | 0.0 | 0.8968 | 0.7694 | 0.8621 | 0.8633 | 0.0 | 0.6278 | 0.0 | 0.6817 | 0.6318 | 0.8590 |
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- | 1.1316 | 0.93 | 120 | 0.5896 | 0.5082 | 0.5922 | 0.8307 | 0.9047 | 0.0110 | 0.7332 | 0.0 | 0.9521 | 0.6724 | 0.8719 | 0.8430 | 0.0110 | 0.6106 | 0.0 | 0.6355 | 0.5999 | 0.8575 |
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- | 0.9035 | 1.09 | 140 | 0.5495 | 0.5219 | 0.6012 | 0.8444 | 0.9466 | 0.0003 | 0.6935 | 0.0 | 0.9396 | 0.7641 | 0.8642 | 0.8328 | 0.0003 | 0.6166 | 0.0 | 0.6892 | 0.6563 | 0.8580 |
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- | 0.7582 | 1.24 | 160 | 0.4979 | 0.5319 | 0.6231 | 0.8498 | 0.9006 | 0.0029 | 0.8269 | 0.0008 | 0.8705 | 0.8866 | 0.8735 | 0.8461 | 0.0029 | 0.6349 | 0.0008 | 0.7050 | 0.6797 | 0.8540 |
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- | 0.5427 | 1.4 | 180 | 0.4597 | 0.5426 | 0.6250 | 0.8616 | 0.9370 | 0.0003 | 0.7950 | 0.0 | 0.9054 | 0.8684 | 0.8688 | 0.8805 | 0.0003 | 0.6626 | 0.0 | 0.6964 | 0.6985 | 0.8602 |
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- | 1.0846 | 1.55 | 200 | 0.4514 | 0.5593 | 0.6347 | 0.8739 | 0.9650 | 0.0001 | 0.8665 | 0.0000 | 0.8437 | 0.8919 | 0.8756 | 0.8641 | 0.0001 | 0.7008 | 0.0000 | 0.7470 | 0.7452 | 0.8582 |
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- | 0.8732 | 1.71 | 220 | 0.4367 | 0.5631 | 0.6375 | 0.8766 | 0.9452 | 0.0000 | 0.8596 | 0.0 | 0.9130 | 0.8776 | 0.8669 | 0.8883 | 0.0000 | 0.7029 | 0.0 | 0.7274 | 0.7635 | 0.8599 |
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- | 0.8997 | 1.86 | 240 | 0.4305 | 0.5557 | 0.6361 | 0.8707 | 0.9631 | 0.0004 | 0.7940 | 0.0133 | 0.8628 | 0.9488 | 0.8704 | 0.8602 | 0.0004 | 0.7014 | 0.0133 | 0.7425 | 0.7125 | 0.8595 |
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- | 0.4417 | 2.02 | 260 | 0.4431 | 0.5598 | 0.6389 | 0.8716 | 0.9154 | 0.0068 | 0.8715 | 0.0 | 0.9235 | 0.8840 | 0.8711 | 0.8697 | 0.0068 | 0.6794 | 0.0 | 0.7453 | 0.7585 | 0.8588 |
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- | 0.3843 | 2.17 | 280 | 0.3999 | 0.5719 | 0.6533 | 0.8821 | 0.9158 | 0.0151 | 0.8985 | 0.0 | 0.8963 | 0.9476 | 0.8994 | 0.8803 | 0.0151 | 0.6987 | 0.0 | 0.7870 | 0.7527 | 0.8697 |
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- | 0.3199 | 2.33 | 300 | 0.3669 | 0.5800 | 0.6508 | 0.8885 | 0.9708 | 0.0371 | 0.8326 | 0.0000 | 0.9115 | 0.9212 | 0.8824 | 0.8789 | 0.0366 | 0.7453 | 0.0000 | 0.7951 | 0.7345 | 0.8692 |
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- | 0.4903 | 2.48 | 320 | 0.3248 | 0.5960 | 0.6632 | 0.9021 | 0.9687 | 0.0280 | 0.8898 | 0.0013 | 0.8949 | 0.9327 | 0.9269 | 0.9060 | 0.0277 | 0.7686 | 0.0013 | 0.8052 | 0.7566 | 0.9064 |
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- | 0.3368 | 2.64 | 340 | 0.3736 | 0.5749 | 0.6438 | 0.8844 | 0.9740 | 0.0254 | 0.8940 | 0.0000 | 0.8764 | 0.8706 | 0.8666 | 0.8819 | 0.0252 | 0.7287 | 0.0000 | 0.7651 | 0.7631 | 0.8605 |
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- | 0.3221 | 2.79 | 360 | 0.3650 | 0.5963 | 0.6665 | 0.8896 | 0.9530 | 0.1112 | 0.8583 | 0.0222 | 0.8748 | 0.8941 | 0.9516 | 0.8731 | 0.1083 | 0.7293 | 0.0222 | 0.7873 | 0.7631 | 0.8911 |
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- | 0.202 | 2.95 | 380 | 0.3370 | 0.5934 | 0.6607 | 0.8976 | 0.9676 | 0.0315 | 0.8890 | 0.0 | 0.8942 | 0.9466 | 0.8957 | 0.8888 | 0.0313 | 0.7605 | 0.0 | 0.7997 | 0.7836 | 0.8899 |
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- | 0.4642 | 3.1 | 400 | 0.3139 | 0.6203 | 0.6886 | 0.8997 | 0.9608 | 0.2374 | 0.9013 | 0.0 | 0.9117 | 0.9162 | 0.8925 | 0.9070 | 0.2240 | 0.7444 | 0.0 | 0.8006 | 0.7807 | 0.8855 |
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- | 0.4821 | 3.26 | 420 | 0.3360 | 0.6099 | 0.6807 | 0.8967 | 0.9544 | 0.1646 | 0.8972 | 0.0008 | 0.8598 | 0.9535 | 0.9348 | 0.8865 | 0.1597 | 0.7547 | 0.0008 | 0.7868 | 0.7732 | 0.9073 |
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- | 0.3585 | 3.41 | 440 | 0.3091 | 0.6355 | 0.6975 | 0.9032 | 0.9652 | 0.3094 | 0.8320 | 0.0006 | 0.9593 | 0.8963 | 0.9194 | 0.9090 | 0.2856 | 0.7643 | 0.0006 | 0.7720 | 0.8091 | 0.9079 |
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- | 0.3243 | 3.57 | 460 | 0.2856 | 0.6464 | 0.7107 | 0.9091 | 0.9615 | 0.2790 | 0.8666 | 0.0620 | 0.9232 | 0.9438 | 0.9391 | 0.9034 | 0.2604 | 0.7873 | 0.0619 | 0.8116 | 0.7892 | 0.9107 |
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- | 0.4978 | 3.72 | 480 | 0.2929 | 0.6497 | 0.7134 | 0.9082 | 0.9732 | 0.3374 | 0.8466 | 0.0613 | 0.9232 | 0.9055 | 0.9465 | 0.9078 | 0.2973 | 0.7902 | 0.0613 | 0.7934 | 0.7906 | 0.9076 |
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- | 0.4563 | 3.88 | 500 | 0.2636 | 0.7011 | 0.7650 | 0.9180 | 0.9747 | 0.3633 | 0.8736 | 0.3470 | 0.8978 | 0.9508 | 0.9478 | 0.9094 | 0.3065 | 0.8155 | 0.3374 | 0.8168 | 0.7981 | 0.9239 |
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- | 0.2606 | 4.03 | 520 | 0.2931 | 0.6609 | 0.7246 | 0.9117 | 0.9676 | 0.3612 | 0.8399 | 0.0735 | 0.9204 | 0.9533 | 0.9567 | 0.9096 | 0.3276 | 0.7742 | 0.0730 | 0.8015 | 0.8048 | 0.9354 |
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- | 0.2345 | 4.19 | 540 | 0.3166 | 0.6764 | 0.7478 | 0.9062 | 0.9487 | 0.4416 | 0.8667 | 0.2071 | 0.9072 | 0.8961 | 0.9672 | 0.9017 | 0.3759 | 0.8099 | 0.2030 | 0.7972 | 0.7859 | 0.8609 |
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- | 0.3214 | 4.34 | 560 | 0.3113 | 0.6527 | 0.7207 | 0.9062 | 0.9576 | 0.4394 | 0.8450 | 0.0165 | 0.9339 | 0.8929 | 0.9597 | 0.9122 | 0.3934 | 0.7696 | 0.0165 | 0.7920 | 0.7771 | 0.9083 |
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- | 0.2674 | 4.5 | 580 | 0.2862 | 0.6761 | 0.7530 | 0.9084 | 0.9622 | 0.5725 | 0.9068 | 0.0988 | 0.8656 | 0.9062 | 0.9586 | 0.9177 | 0.4659 | 0.7796 | 0.0988 | 0.7899 | 0.7847 | 0.8962 |
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- | 0.4189 | 4.65 | 600 | 0.2652 | 0.7221 | 0.7873 | 0.9182 | 0.9766 | 0.4560 | 0.8677 | 0.4360 | 0.8874 | 0.9269 | 0.9606 | 0.9143 | 0.3880 | 0.7790 | 0.4072 | 0.8027 | 0.8195 | 0.9440 |
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- | 0.7094 | 4.81 | 620 | 0.2728 | 0.7222 | 0.7932 | 0.9181 | 0.9711 | 0.5211 | 0.9178 | 0.4077 | 0.8583 | 0.9111 | 0.9657 | 0.9195 | 0.4247 | 0.7845 | 0.3716 | 0.7974 | 0.8192 | 0.9385 |
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- | 0.3628 | 4.96 | 640 | 0.2840 | 0.7196 | 0.7868 | 0.9145 | 0.9633 | 0.5425 | 0.8307 | 0.3665 | 0.9457 | 0.9237 | 0.9353 | 0.9081 | 0.4571 | 0.7854 | 0.3494 | 0.7998 | 0.8264 | 0.9106 |
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- | 0.2835 | 5.12 | 660 | 0.2459 | 0.7519 | 0.8255 | 0.9218 | 0.9625 | 0.6107 | 0.8605 | 0.5375 | 0.9161 | 0.9323 | 0.9586 | 0.9143 | 0.4877 | 0.8075 | 0.5100 | 0.8277 | 0.7992 | 0.9170 |
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- | 0.2529 | 5.27 | 680 | 0.2295 | 0.7359 | 0.8019 | 0.9269 | 0.9704 | 0.6104 | 0.9008 | 0.3309 | 0.9179 | 0.9244 | 0.9586 | 0.9263 | 0.4970 | 0.8131 | 0.3222 | 0.8321 | 0.8201 | 0.9404 |
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- | 0.2529 | 5.43 | 700 | 0.2409 | 0.7606 | 0.8413 | 0.9272 | 0.9625 | 0.6434 | 0.8555 | 0.5899 | 0.9291 | 0.9422 | 0.9665 | 0.9190 | 0.4610 | 0.8165 | 0.5312 | 0.8327 | 0.8209 | 0.9428 |
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- | 0.1797 | 5.58 | 720 | 0.2472 | 0.7710 | 0.8449 | 0.9283 | 0.9668 | 0.5964 | 0.8563 | 0.6579 | 0.9147 | 0.9511 | 0.9713 | 0.9204 | 0.4927 | 0.8112 | 0.5760 | 0.8289 | 0.8125 | 0.9549 |
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- | 0.4163 | 5.74 | 740 | 0.3081 | 0.7442 | 0.8126 | 0.9172 | 0.9617 | 0.5481 | 0.9123 | 0.5374 | 0.8603 | 0.8877 | 0.9808 | 0.9085 | 0.4647 | 0.8127 | 0.5160 | 0.8094 | 0.8168 | 0.8814 |
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- | 0.2506 | 5.89 | 760 | 0.2906 | 0.7737 | 0.8775 | 0.9193 | 0.9436 | 0.7612 | 0.8834 | 0.7904 | 0.8970 | 0.9035 | 0.9632 | 0.9186 | 0.5738 | 0.8229 | 0.6218 | 0.8197 | 0.7815 | 0.8774 |
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- | 0.1947 | 6.05 | 780 | 0.3136 | 0.7502 | 0.8197 | 0.9196 | 0.9595 | 0.5761 | 0.8788 | 0.5642 | 0.9169 | 0.8740 | 0.9686 | 0.9105 | 0.4796 | 0.8266 | 0.5320 | 0.8319 | 0.7973 | 0.8735 |
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- | 0.1821 | 6.2 | 800 | 0.2651 | 0.7760 | 0.8537 | 0.9265 | 0.9580 | 0.6638 | 0.8901 | 0.6807 | 0.9156 | 0.8948 | 0.9725 | 0.9141 | 0.5202 | 0.8386 | 0.6068 | 0.8410 | 0.8116 | 0.8996 |
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- | 0.2981 | 6.36 | 820 | 0.2745 | 0.7694 | 0.8511 | 0.9209 | 0.9555 | 0.6311 | 0.8597 | 0.7257 | 0.9164 | 0.9066 | 0.9627 | 0.9163 | 0.5374 | 0.8207 | 0.6110 | 0.8175 | 0.7805 | 0.9022 |
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- | 0.2001 | 6.51 | 840 | 0.2604 | 0.7835 | 0.8635 | 0.9270 | 0.9727 | 0.6985 | 0.8830 | 0.7234 | 0.8912 | 0.9133 | 0.9622 | 0.9203 | 0.5642 | 0.8298 | 0.6255 | 0.8318 | 0.7988 | 0.9141 |
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- | 0.2802 | 6.67 | 860 | 0.3886 | 0.7622 | 0.8501 | 0.9111 | 0.9456 | 0.6802 | 0.8571 | 0.7214 | 0.8755 | 0.8899 | 0.9813 | 0.9159 | 0.5518 | 0.8093 | 0.6501 | 0.7881 | 0.7669 | 0.8532 |
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- | 0.2482 | 6.82 | 880 | 0.2789 | 0.7669 | 0.8340 | 0.9276 | 0.9727 | 0.5651 | 0.8710 | 0.6374 | 0.9193 | 0.9040 | 0.9686 | 0.9242 | 0.4703 | 0.8246 | 0.5909 | 0.8356 | 0.8068 | 0.9162 |
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- | 0.1569 | 6.98 | 900 | 0.2342 | 0.7738 | 0.8404 | 0.9320 | 0.9761 | 0.5650 | 0.8919 | 0.6637 | 0.9249 | 0.8993 | 0.9620 | 0.9255 | 0.4552 | 0.8508 | 0.6030 | 0.8469 | 0.8216 | 0.9132 |
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- | 0.17 | 7.13 | 920 | 0.2449 | 0.7805 | 0.8576 | 0.9322 | 0.9680 | 0.5917 | 0.8791 | 0.7573 | 0.9233 | 0.9043 | 0.9793 | 0.9319 | 0.4859 | 0.8416 | 0.6310 | 0.8455 | 0.8078 | 0.9198 |
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- | 0.2983 | 7.29 | 940 | 0.2538 | 0.7822 | 0.8607 | 0.9315 | 0.9730 | 0.7009 | 0.9068 | 0.6700 | 0.8835 | 0.9073 | 0.9836 | 0.9360 | 0.5680 | 0.8371 | 0.5764 | 0.8377 | 0.7979 | 0.9220 |
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- | 0.2796 | 7.44 | 960 | 0.2865 | 0.7841 | 0.8649 | 0.9302 | 0.9705 | 0.7842 | 0.8523 | 0.6449 | 0.9426 | 0.8911 | 0.9689 | 0.9338 | 0.5821 | 0.8219 | 0.5803 | 0.8338 | 0.8199 | 0.9171 |
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- | 0.2303 | 7.6 | 980 | 0.2753 | 0.7933 | 0.8772 | 0.9289 | 0.9717 | 0.7263 | 0.8450 | 0.8008 | 0.9191 | 0.9035 | 0.9737 | 0.9300 | 0.5834 | 0.8173 | 0.6677 | 0.8297 | 0.8094 | 0.9154 |
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- | 0.1498 | 7.75 | 1000 | 0.2980 | 0.7961 | 0.8795 | 0.9279 | 0.9656 | 0.7620 | 0.8562 | 0.7738 | 0.9046 | 0.9125 | 0.9814 | 0.9325 | 0.6040 | 0.8181 | 0.6840 | 0.8193 | 0.7982 | 0.9167 |
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- | 0.3099 | 7.91 | 1020 | 0.2504 | 0.7984 | 0.8728 | 0.9335 | 0.9687 | 0.6838 | 0.8962 | 0.7724 | 0.9160 | 0.9025 | 0.9703 | 0.9281 | 0.5684 | 0.8497 | 0.6654 | 0.8425 | 0.8171 | 0.9179 |
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- | 0.1162 | 8.06 | 1040 | 0.2541 | 0.7915 | 0.8603 | 0.9311 | 0.9671 | 0.6806 | 0.8811 | 0.6979 | 0.9289 | 0.8978 | 0.9689 | 0.9252 | 0.5750 | 0.8406 | 0.6312 | 0.8420 | 0.8205 | 0.9061 |
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- | 0.295 | 8.22 | 1060 | 0.3519 | 0.7898 | 0.8753 | 0.9275 | 0.9575 | 0.7109 | 0.9058 | 0.7960 | 0.8920 | 0.8786 | 0.9864 | 0.9265 | 0.5861 | 0.8495 | 0.6538 | 0.8357 | 0.7946 | 0.8822 |
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- | 0.0988 | 8.37 | 1080 | 0.2744 | 0.7892 | 0.8674 | 0.9296 | 0.9697 | 0.6654 | 0.8913 | 0.7842 | 0.9068 | 0.8817 | 0.9730 | 0.9252 | 0.5607 | 0.8518 | 0.6523 | 0.8463 | 0.8007 | 0.8877 |
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- | 0.0847 | 8.53 | 1100 | 0.2496 | 0.7990 | 0.8768 | 0.9366 | 0.9730 | 0.7348 | 0.9032 | 0.7401 | 0.9143 | 0.8902 | 0.9818 | 0.9389 | 0.5848 | 0.8511 | 0.6263 | 0.8483 | 0.8220 | 0.9217 |
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- | 0.09 | 8.68 | 1120 | 0.2602 | 0.7954 | 0.8745 | 0.9331 | 0.9716 | 0.7579 | 0.8699 | 0.7252 | 0.9303 | 0.8904 | 0.9760 | 0.9338 | 0.5899 | 0.8320 | 0.6295 | 0.8403 | 0.8176 | 0.9247 |
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- | 0.1489 | 8.84 | 1140 | 0.2103 | 0.8009 | 0.8821 | 0.9379 | 0.9610 | 0.7906 | 0.9017 | 0.7012 | 0.9371 | 0.9006 | 0.9822 | 0.9392 | 0.5924 | 0.8504 | 0.6181 | 0.8549 | 0.8186 | 0.9331 |
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- | 0.1639 | 8.99 | 1160 | 0.2067 | 0.8043 | 0.8849 | 0.9380 | 0.9646 | 0.7600 | 0.9078 | 0.7464 | 0.9168 | 0.9172 | 0.9813 | 0.9384 | 0.5936 | 0.8575 | 0.6431 | 0.8554 | 0.8157 | 0.9262 |
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- | 0.1998 | 9.15 | 1180 | 0.2467 | 0.8005 | 0.8829 | 0.9343 | 0.9725 | 0.7442 | 0.8716 | 0.7884 | 0.9166 | 0.9061 | 0.9807 | 0.9374 | 0.5719 | 0.8382 | 0.6762 | 0.8377 | 0.8184 | 0.9240 |
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- | 0.3288 | 9.3 | 1200 | 0.2436 | 0.7986 | 0.8657 | 0.9368 | 0.9735 | 0.6672 | 0.8795 | 0.7341 | 0.9477 | 0.8813 | 0.9765 | 0.9334 | 0.5494 | 0.8466 | 0.6560 | 0.8554 | 0.8218 | 0.9277 |
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- | 0.2809 | 9.46 | 1220 | 0.2665 | 0.8019 | 0.8832 | 0.9324 | 0.9577 | 0.8044 | 0.8879 | 0.7196 | 0.9194 | 0.9143 | 0.9789 | 0.9347 | 0.6376 | 0.8477 | 0.6452 | 0.8397 | 0.7994 | 0.9089 |
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- | 0.1535 | 9.61 | 1240 | 0.2433 | 0.8147 | 0.8881 | 0.9367 | 0.9610 | 0.7977 | 0.9324 | 0.7519 | 0.9144 | 0.8788 | 0.9803 | 0.9352 | 0.6509 | 0.8621 | 0.6787 | 0.8491 | 0.8207 | 0.9059 |
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- | 0.2665 | 9.77 | 1260 | 0.3497 | 0.7917 | 0.8805 | 0.9217 | 0.9588 | 0.7893 | 0.8466 | 0.8061 | 0.9126 | 0.8745 | 0.9755 | 0.9177 | 0.6144 | 0.8196 | 0.6949 | 0.8241 | 0.8042 | 0.8670 |
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- | 0.2253 | 9.92 | 1280 | 0.3106 | 0.7861 | 0.8592 | 0.9274 | 0.9650 | 0.7050 | 0.8792 | 0.7026 | 0.9238 | 0.8596 | 0.9796 | 0.9256 | 0.6059 | 0.8351 | 0.6067 | 0.8395 | 0.8044 | 0.8852 |
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- | 0.1223 | 10.08 | 1300 | 0.2983 | 0.7933 | 0.8782 | 0.9292 | 0.9563 | 0.7741 | 0.8765 | 0.7470 | 0.9276 | 0.8848 | 0.9810 | 0.9312 | 0.6184 | 0.8384 | 0.6323 | 0.8414 | 0.8017 | 0.8900 |
133
- | 0.1867 | 10.23 | 1320 | 0.3915 | 0.7832 | 0.8682 | 0.9240 | 0.9501 | 0.7504 | 0.8438 | 0.7290 | 0.9390 | 0.8753 | 0.9895 | 0.9288 | 0.6097 | 0.8165 | 0.6135 | 0.8232 | 0.8078 | 0.8826 |
134
- | 0.1866 | 10.39 | 1340 | 0.3261 | 0.7877 | 0.8715 | 0.9271 | 0.9637 | 0.7602 | 0.8731 | 0.7308 | 0.9041 | 0.8796 | 0.9894 | 0.9255 | 0.5903 | 0.8363 | 0.6327 | 0.8317 | 0.8108 | 0.8868 |
135
- | 1.1889 | 10.54 | 1360 | 0.2603 | 0.7922 | 0.8612 | 0.9349 | 0.9742 | 0.7157 | 0.8852 | 0.6527 | 0.9280 | 0.8944 | 0.9779 | 0.9340 | 0.5840 | 0.8368 | 0.5855 | 0.8435 | 0.8350 | 0.9264 |
136
- | 0.1922 | 10.7 | 1380 | 0.2992 | 0.7995 | 0.8782 | 0.9306 | 0.9565 | 0.7355 | 0.8791 | 0.7779 | 0.9310 | 0.8855 | 0.9821 | 0.9281 | 0.6174 | 0.8429 | 0.6524 | 0.8372 | 0.8258 | 0.8931 |
137
- | 0.4996 | 10.85 | 1400 | 0.2728 | 0.7990 | 0.8690 | 0.9322 | 0.9579 | 0.6983 | 0.9120 | 0.7205 | 0.9095 | 0.9039 | 0.9811 | 0.9284 | 0.6101 | 0.8527 | 0.6445 | 0.8448 | 0.8164 | 0.8961 |
138
- | 0.1459 | 11.01 | 1420 | 0.3372 | 0.7925 | 0.8726 | 0.9275 | 0.9553 | 0.7590 | 0.9012 | 0.7317 | 0.9088 | 0.8660 | 0.9859 | 0.9258 | 0.6044 | 0.8531 | 0.6500 | 0.8382 | 0.8104 | 0.8657 |
139
- | 0.1087 | 11.16 | 1440 | 0.3371 | 0.7948 | 0.8763 | 0.9271 | 0.9610 | 0.7204 | 0.8893 | 0.7983 | 0.9019 | 0.8906 | 0.9725 | 0.9240 | 0.6076 | 0.8452 | 0.6773 | 0.8413 | 0.7913 | 0.8767 |
140
- | 0.1674 | 11.32 | 1460 | 0.2954 | 0.8021 | 0.8775 | 0.9313 | 0.9648 | 0.7403 | 0.9139 | 0.7746 | 0.9053 | 0.8649 | 0.9790 | 0.9267 | 0.6247 | 0.8559 | 0.6660 | 0.8475 | 0.8121 | 0.8821 |
141
- | 0.1645 | 11.47 | 1480 | 0.3017 | 0.7968 | 0.8708 | 0.9314 | 0.9581 | 0.7876 | 0.9047 | 0.6678 | 0.9226 | 0.8674 | 0.9871 | 0.9302 | 0.6394 | 0.8538 | 0.6114 | 0.8450 | 0.8103 | 0.8871 |
142
- | 0.0757 | 11.63 | 1500 | 0.3283 | 0.7901 | 0.8656 | 0.9292 | 0.9530 | 0.8020 | 0.9050 | 0.6153 | 0.9190 | 0.8793 | 0.9857 | 0.9276 | 0.6447 | 0.8505 | 0.5758 | 0.8424 | 0.8093 | 0.8804 |
143
- | 0.0765 | 11.78 | 1520 | 0.2553 | 0.7988 | 0.8745 | 0.9332 | 0.9676 | 0.7501 | 0.9140 | 0.7206 | 0.8969 | 0.8879 | 0.9848 | 0.9291 | 0.6069 | 0.8545 | 0.6331 | 0.8429 | 0.8225 | 0.9024 |
144
- | 0.0942 | 11.94 | 1540 | 0.2421 | 0.8096 | 0.8842 | 0.9396 | 0.9706 | 0.7436 | 0.8975 | 0.7600 | 0.9209 | 0.9088 | 0.9883 | 0.9410 | 0.6254 | 0.8590 | 0.6362 | 0.8551 | 0.8212 | 0.9290 |
145
- | 0.248 | 12.09 | 1560 | 0.2536 | 0.8113 | 0.8831 | 0.9403 | 0.9655 | 0.7531 | 0.9043 | 0.7394 | 0.9385 | 0.8953 | 0.9853 | 0.9426 | 0.6294 | 0.8599 | 0.6359 | 0.8555 | 0.8295 | 0.9263 |
146
- | 0.1605 | 12.25 | 1580 | 0.2556 | 0.8116 | 0.8865 | 0.9377 | 0.9606 | 0.7725 | 0.9075 | 0.7548 | 0.9281 | 0.8962 | 0.9859 | 0.9355 | 0.6333 | 0.8599 | 0.6563 | 0.8561 | 0.8309 | 0.9089 |
147
- | 0.1464 | 12.4 | 1600 | 0.2637 | 0.8047 | 0.8834 | 0.9354 | 0.9645 | 0.7613 | 0.8763 | 0.7658 | 0.9372 | 0.8959 | 0.9825 | 0.9360 | 0.6230 | 0.8413 | 0.6424 | 0.8490 | 0.8240 | 0.9171 |
148
- | 0.2782 | 12.56 | 1620 | 0.2305 | 0.8135 | 0.8833 | 0.9401 | 0.9727 | 0.7474 | 0.9138 | 0.7554 | 0.9235 | 0.8903 | 0.9801 | 0.9355 | 0.6111 | 0.8560 | 0.6658 | 0.8599 | 0.8371 | 0.9289 |
149
- | 0.1471 | 12.71 | 1640 | 0.2393 | 0.8167 | 0.8832 | 0.9398 | 0.9712 | 0.7416 | 0.8925 | 0.7596 | 0.9374 | 0.9018 | 0.9784 | 0.9349 | 0.6247 | 0.8555 | 0.6829 | 0.8608 | 0.8329 | 0.9250 |
150
- | 0.1235 | 12.87 | 1660 | 0.2894 | 0.8067 | 0.8875 | 0.9357 | 0.9575 | 0.7900 | 0.8989 | 0.7578 | 0.9321 | 0.8919 | 0.9845 | 0.9285 | 0.6163 | 0.8583 | 0.6506 | 0.8601 | 0.8344 | 0.8988 |
151
- | 0.1514 | 13.02 | 1680 | 0.2635 | 0.8027 | 0.8778 | 0.9329 | 0.9586 | 0.7160 | 0.8946 | 0.7771 | 0.9220 | 0.8895 | 0.9867 | 0.9293 | 0.6165 | 0.8526 | 0.6649 | 0.8545 | 0.8067 | 0.8941 |
152
- | 0.0773 | 13.18 | 1700 | 0.2778 | 0.8019 | 0.8794 | 0.9305 | 0.9599 | 0.7419 | 0.8727 | 0.7873 | 0.9264 | 0.8814 | 0.9863 | 0.9272 | 0.6281 | 0.8426 | 0.6702 | 0.8433 | 0.8114 | 0.8904 |
153
- | 0.1589 | 13.33 | 1720 | 0.2455 | 0.8119 | 0.8874 | 0.9390 | 0.9719 | 0.7663 | 0.8868 | 0.7726 | 0.9338 | 0.9034 | 0.9770 | 0.9376 | 0.6312 | 0.8498 | 0.6483 | 0.8559 | 0.8345 | 0.9264 |
154
- | 0.1043 | 13.49 | 1740 | 0.2602 | 0.8101 | 0.8912 | 0.9384 | 0.9663 | 0.7921 | 0.8818 | 0.7707 | 0.9340 | 0.9099 | 0.9836 | 0.9416 | 0.6357 | 0.8478 | 0.6428 | 0.8536 | 0.8238 | 0.9256 |
155
- | 0.1223 | 13.64 | 1760 | 0.2598 | 0.7982 | 0.8666 | 0.9386 | 0.9732 | 0.6962 | 0.8963 | 0.6812 | 0.9243 | 0.9095 | 0.9858 | 0.9382 | 0.5875 | 0.8510 | 0.5935 | 0.8569 | 0.8288 | 0.9313 |
156
- | 0.1486 | 13.8 | 1780 | 0.2707 | 0.8138 | 0.8941 | 0.9391 | 0.9672 | 0.8063 | 0.8868 | 0.7793 | 0.9289 | 0.8981 | 0.9922 | 0.9410 | 0.6448 | 0.8456 | 0.6509 | 0.8544 | 0.8331 | 0.9269 |
157
- | 0.1329 | 13.95 | 1800 | 0.2591 | 0.8159 | 0.8825 | 0.9409 | 0.9703 | 0.7741 | 0.9097 | 0.7124 | 0.9290 | 0.8960 | 0.9860 | 0.9413 | 0.6381 | 0.8570 | 0.6580 | 0.8600 | 0.8294 | 0.9272 |
158
- | 0.1243 | 14.11 | 1820 | 0.2687 | 0.8225 | 0.8944 | 0.9411 | 0.9642 | 0.7762 | 0.9046 | 0.7884 | 0.9292 | 0.9102 | 0.9878 | 0.9408 | 0.6416 | 0.8622 | 0.7044 | 0.8620 | 0.8241 | 0.9227 |
159
- | 0.0959 | 14.26 | 1840 | 0.2606 | 0.8208 | 0.8895 | 0.9416 | 0.9728 | 0.7557 | 0.8958 | 0.7852 | 0.9331 | 0.8972 | 0.9866 | 0.9392 | 0.6271 | 0.8611 | 0.6956 | 0.8622 | 0.8337 | 0.9265 |
160
- | 0.1719 | 14.42 | 1860 | 0.2628 | 0.8166 | 0.8893 | 0.9411 | 0.9744 | 0.7436 | 0.8994 | 0.7967 | 0.9261 | 0.9042 | 0.9809 | 0.9395 | 0.6290 | 0.8605 | 0.6659 | 0.8620 | 0.8319 | 0.9276 |
161
- | 0.1079 | 14.57 | 1880 | 0.2572 | 0.8170 | 0.8969 | 0.9416 | 0.9713 | 0.7973 | 0.8940 | 0.7937 | 0.9302 | 0.9072 | 0.9844 | 0.9420 | 0.6327 | 0.8611 | 0.6601 | 0.8619 | 0.8325 | 0.9286 |
162
- | 0.1966 | 14.73 | 1900 | 0.2490 | 0.8203 | 0.8936 | 0.9428 | 0.9725 | 0.7886 | 0.9014 | 0.7740 | 0.9345 | 0.9012 | 0.9834 | 0.9419 | 0.6449 | 0.8636 | 0.6589 | 0.8635 | 0.8387 | 0.9309 |
163
- | 0.0943 | 14.88 | 1920 | 0.3140 | 0.8055 | 0.8870 | 0.9323 | 0.9542 | 0.8069 | 0.8847 | 0.7573 | 0.9309 | 0.8891 | 0.9859 | 0.9292 | 0.6338 | 0.8494 | 0.6720 | 0.8492 | 0.8114 | 0.8934 |
164
- | 0.1025 | 15.04 | 1940 | 0.3212 | 0.8044 | 0.8798 | 0.9298 | 0.9579 | 0.7772 | 0.8866 | 0.7544 | 0.9184 | 0.8782 | 0.9857 | 0.9265 | 0.6447 | 0.8412 | 0.6777 | 0.8437 | 0.8172 | 0.8798 |
165
- | 0.119 | 15.19 | 1960 | 0.3057 | 0.7966 | 0.8676 | 0.9285 | 0.9603 | 0.7485 | 0.8874 | 0.6999 | 0.9245 | 0.8805 | 0.9719 | 0.9252 | 0.6427 | 0.8410 | 0.6365 | 0.8434 | 0.8090 | 0.8785 |
166
- | 0.0814 | 15.35 | 1980 | 0.2626 | 0.8147 | 0.8792 | 0.9403 | 0.9725 | 0.7378 | 0.9022 | 0.7283 | 0.9269 | 0.9024 | 0.9845 | 0.9367 | 0.6313 | 0.8566 | 0.6578 | 0.8588 | 0.8335 | 0.9284 |
167
- | 0.1419 | 15.5 | 2000 | 0.2734 | 0.8172 | 0.8930 | 0.9413 | 0.9661 | 0.8081 | 0.9023 | 0.7515 | 0.9343 | 0.8997 | 0.9891 | 0.9383 | 0.6384 | 0.8595 | 0.6557 | 0.8634 | 0.8337 | 0.9313 |
168
- | 0.2488 | 15.66 | 2020 | 0.2646 | 0.8098 | 0.8764 | 0.9393 | 0.9727 | 0.7253 | 0.8899 | 0.7309 | 0.9363 | 0.8970 | 0.9825 | 0.9360 | 0.6175 | 0.8494 | 0.6435 | 0.8578 | 0.8340 | 0.9306 |
169
- | 0.2024 | 15.81 | 2040 | 0.2706 | 0.8123 | 0.8810 | 0.9407 | 0.9716 | 0.7450 | 0.9017 | 0.7282 | 0.9248 | 0.9080 | 0.9879 | 0.9386 | 0.6260 | 0.8541 | 0.6397 | 0.8609 | 0.8332 | 0.9334 |
170
- | 0.1542 | 15.97 | 2060 | 0.2765 | 0.8074 | 0.8763 | 0.9402 | 0.9718 | 0.7343 | 0.9130 | 0.7102 | 0.9201 | 0.8950 | 0.9897 | 0.9404 | 0.6184 | 0.8540 | 0.6181 | 0.8603 | 0.8325 | 0.9283 |
171
- | 0.0771 | 16.12 | 2080 | 0.3060 | 0.8032 | 0.8742 | 0.9359 | 0.9644 | 0.7280 | 0.8805 | 0.7273 | 0.9356 | 0.8908 | 0.9931 | 0.9370 | 0.6299 | 0.8366 | 0.6188 | 0.8511 | 0.8329 | 0.9164 |
172
- | 0.1077 | 16.28 | 2100 | 0.2709 | 0.8127 | 0.8784 | 0.9399 | 0.9698 | 0.7177 | 0.9008 | 0.7493 | 0.9355 | 0.8892 | 0.9865 | 0.9395 | 0.6283 | 0.8532 | 0.6520 | 0.8580 | 0.8315 | 0.9260 |
173
- | 0.1221 | 16.43 | 2120 | 0.2740 | 0.8114 | 0.8878 | 0.9377 | 0.9637 | 0.7801 | 0.9048 | 0.7588 | 0.9234 | 0.8992 | 0.9847 | 0.9363 | 0.6467 | 0.8570 | 0.6431 | 0.8567 | 0.8300 | 0.9102 |
174
- | 0.1015 | 16.59 | 2140 | 0.2773 | 0.8072 | 0.8870 | 0.9344 | 0.9561 | 0.7907 | 0.9083 | 0.7545 | 0.9172 | 0.8969 | 0.9852 | 0.9336 | 0.6582 | 0.8589 | 0.6393 | 0.8511 | 0.8142 | 0.8953 |
175
- | 0.0407 | 16.74 | 2160 | 0.2885 | 0.8074 | 0.8855 | 0.9336 | 0.9546 | 0.8178 | 0.8997 | 0.7319 | 0.9341 | 0.8750 | 0.9857 | 0.9311 | 0.6656 | 0.8536 | 0.6393 | 0.8523 | 0.8176 | 0.8924 |
176
- | 0.2096 | 16.9 | 2180 | 0.2688 | 0.8176 | 0.8969 | 0.9410 | 0.9632 | 0.8211 | 0.8957 | 0.7639 | 0.9354 | 0.9099 | 0.9893 | 0.9399 | 0.6526 | 0.8591 | 0.6491 | 0.8608 | 0.8324 | 0.9292 |
177
- | 0.9971 | 17.05 | 2200 | 0.2788 | 0.8159 | 0.8906 | 0.9418 | 0.9702 | 0.7747 | 0.8930 | 0.7653 | 0.9342 | 0.9091 | 0.9874 | 0.9403 | 0.6389 | 0.8589 | 0.6401 | 0.8618 | 0.8370 | 0.9342 |
178
- | 0.1252 | 17.21 | 2220 | 0.2795 | 0.8148 | 0.8856 | 0.9414 | 0.9724 | 0.7512 | 0.9006 | 0.7595 | 0.9311 | 0.8980 | 0.9867 | 0.9388 | 0.6343 | 0.8599 | 0.6401 | 0.8629 | 0.8376 | 0.9300 |
179
- | 0.1996 | 17.36 | 2240 | 0.2928 | 0.8127 | 0.8858 | 0.9393 | 0.9674 | 0.7676 | 0.8896 | 0.7503 | 0.9340 | 0.9039 | 0.9874 | 0.9366 | 0.6367 | 0.8583 | 0.6468 | 0.8619 | 0.8295 | 0.9191 |
180
- | 0.0943 | 17.52 | 2260 | 0.2616 | 0.8147 | 0.8884 | 0.9414 | 0.9668 | 0.7786 | 0.9022 | 0.7407 | 0.9333 | 0.9114 | 0.9860 | 0.9402 | 0.6348 | 0.8629 | 0.6422 | 0.8651 | 0.8303 | 0.9275 |
181
- | 0.1111 | 17.67 | 2280 | 0.2706 | 0.8163 | 0.8872 | 0.9415 | 0.9679 | 0.7660 | 0.8946 | 0.7502 | 0.9416 | 0.9038 | 0.9861 | 0.9409 | 0.6338 | 0.8592 | 0.6546 | 0.8624 | 0.8347 | 0.9284 |
182
- | 0.0898 | 17.83 | 2300 | 0.2707 | 0.8176 | 0.8872 | 0.9408 | 0.9704 | 0.7256 | 0.8914 | 0.7961 | 0.9354 | 0.9105 | 0.9813 | 0.9391 | 0.6201 | 0.8564 | 0.6868 | 0.8598 | 0.8323 | 0.9288 |
183
- | 0.1236 | 17.98 | 2320 | 0.2605 | 0.8199 | 0.8934 | 0.9394 | 0.9671 | 0.7502 | 0.9010 | 0.8211 | 0.9247 | 0.9103 | 0.9793 | 0.9363 | 0.6385 | 0.8599 | 0.6997 | 0.8583 | 0.8283 | 0.9183 |
184
- | 0.1946 | 18.14 | 2340 | 0.2836 | 0.8134 | 0.8841 | 0.9368 | 0.9688 | 0.7348 | 0.8997 | 0.7922 | 0.9179 | 0.8892 | 0.9861 | 0.9309 | 0.6257 | 0.8631 | 0.6898 | 0.8560 | 0.8259 | 0.9027 |
185
- | 0.064 | 18.29 | 2360 | 0.2873 | 0.8177 | 0.8935 | 0.9408 | 0.9656 | 0.7869 | 0.8886 | 0.7762 | 0.9358 | 0.9119 | 0.9896 | 0.9394 | 0.6454 | 0.8596 | 0.6610 | 0.8610 | 0.8305 | 0.9270 |
186
- | 0.1553 | 18.45 | 2380 | 0.2886 | 0.8158 | 0.8865 | 0.9402 | 0.9703 | 0.7590 | 0.8817 | 0.7638 | 0.9404 | 0.9047 | 0.9856 | 0.9402 | 0.6380 | 0.8496 | 0.6584 | 0.8547 | 0.8386 | 0.9312 |
187
- | 0.1397 | 18.6 | 2400 | 0.2753 | 0.8195 | 0.8916 | 0.9423 | 0.9678 | 0.8027 | 0.9033 | 0.7453 | 0.9396 | 0.8943 | 0.9883 | 0.9403 | 0.6509 | 0.8661 | 0.6526 | 0.8660 | 0.8355 | 0.9251 |
188
- | 0.1023 | 18.76 | 2420 | 0.2742 | 0.8127 | 0.8800 | 0.9386 | 0.9630 | 0.7701 | 0.9101 | 0.7071 | 0.9330 | 0.8891 | 0.9874 | 0.9356 | 0.6541 | 0.8666 | 0.6390 | 0.8611 | 0.8254 | 0.9069 |
189
- | 0.0859 | 18.91 | 2440 | 0.2840 | 0.8091 | 0.8832 | 0.9362 | 0.9581 | 0.7677 | 0.9110 | 0.7391 | 0.9211 | 0.8987 | 0.9870 | 0.9325 | 0.6443 | 0.8674 | 0.6473 | 0.8582 | 0.8159 | 0.8979 |
190
- | 0.0714 | 19.07 | 2460 | 0.3037 | 0.8098 | 0.8862 | 0.9363 | 0.9607 | 0.7713 | 0.9016 | 0.7689 | 0.9272 | 0.8855 | 0.9884 | 0.9316 | 0.6346 | 0.8649 | 0.6588 | 0.8595 | 0.8229 | 0.8964 |
191
- | 0.1193 | 19.22 | 2480 | 0.3135 | 0.8080 | 0.8845 | 0.9340 | 0.9556 | 0.7788 | 0.8925 | 0.7526 | 0.9296 | 0.8968 | 0.9857 | 0.9314 | 0.6472 | 0.8562 | 0.6585 | 0.8510 | 0.8169 | 0.8949 |
192
- | 0.0866 | 19.38 | 2500 | 0.2872 | 0.8079 | 0.8851 | 0.9340 | 0.9580 | 0.7889 | 0.8905 | 0.7518 | 0.9306 | 0.8930 | 0.9828 | 0.9306 | 0.6437 | 0.8518 | 0.6604 | 0.8517 | 0.8194 | 0.8974 |
193
- | 0.1344 | 19.53 | 2520 | 0.2968 | 0.8134 | 0.8899 | 0.9348 | 0.9599 | 0.8213 | 0.8872 | 0.7547 | 0.9307 | 0.8894 | 0.9862 | 0.9321 | 0.6729 | 0.8510 | 0.6654 | 0.8520 | 0.8213 | 0.8990 |
194
- | 0.106 | 19.69 | 2540 | 0.3357 | 0.8140 | 0.8953 | 0.9337 | 0.9555 | 0.8273 | 0.8865 | 0.7913 | 0.9250 | 0.8901 | 0.9912 | 0.9324 | 0.6745 | 0.8521 | 0.6818 | 0.8485 | 0.8163 | 0.8923 |
195
- | 0.3563 | 19.84 | 2560 | 0.3197 | 0.8120 | 0.8909 | 0.9334 | 0.9570 | 0.8069 | 0.8827 | 0.7804 | 0.9289 | 0.8948 | 0.9854 | 0.9328 | 0.6796 | 0.8501 | 0.6657 | 0.8472 | 0.8149 | 0.8941 |
196
- | 0.1412 | 20.0 | 2580 | 0.3113 | 0.8118 | 0.8839 | 0.9347 | 0.9579 | 0.7614 | 0.9019 | 0.7668 | 0.9257 | 0.8870 | 0.9864 | 0.9323 | 0.6682 | 0.8595 | 0.6617 | 0.8517 | 0.8166 | 0.8926 |
197
- | 0.1258 | 20.16 | 2600 | 0.3026 | 0.8117 | 0.8864 | 0.9342 | 0.9583 | 0.7996 | 0.9015 | 0.7501 | 0.9223 | 0.8880 | 0.9852 | 0.9323 | 0.6744 | 0.8578 | 0.6592 | 0.8490 | 0.8167 | 0.8928 |
198
- | 0.1367 | 20.31 | 2620 | 0.3611 | 0.8108 | 0.8851 | 0.9334 | 0.9562 | 0.8016 | 0.8982 | 0.7430 | 0.9231 | 0.8827 | 0.9907 | 0.9315 | 0.6756 | 0.8573 | 0.6581 | 0.8483 | 0.8192 | 0.8855 |
199
- | 0.0484 | 20.47 | 2640 | 0.3104 | 0.8127 | 0.8896 | 0.9341 | 0.9633 | 0.8029 | 0.8988 | 0.7804 | 0.9162 | 0.8817 | 0.9843 | 0.9304 | 0.6697 | 0.8586 | 0.6696 | 0.8501 | 0.8220 | 0.8886 |
200
- | 0.1199 | 20.62 | 2660 | 0.2986 | 0.8138 | 0.8888 | 0.9350 | 0.9634 | 0.7971 | 0.8939 | 0.7797 | 0.9306 | 0.8743 | 0.9824 | 0.9310 | 0.6669 | 0.8590 | 0.6705 | 0.8538 | 0.8248 | 0.8904 |
201
- | 0.1198 | 20.78 | 2680 | 0.3007 | 0.8131 | 0.8915 | 0.9351 | 0.9619 | 0.8056 | 0.8930 | 0.7824 | 0.9246 | 0.8884 | 0.9844 | 0.9319 | 0.6615 | 0.8556 | 0.6706 | 0.8543 | 0.8237 | 0.8944 |
202
- | 0.1432 | 20.93 | 2700 | 0.2659 | 0.8163 | 0.8869 | 0.9392 | 0.9722 | 0.7761 | 0.9010 | 0.7615 | 0.9278 | 0.8900 | 0.9799 | 0.9353 | 0.6475 | 0.8568 | 0.6633 | 0.8596 | 0.8359 | 0.9158 |
203
- | 0.1112 | 21.09 | 2720 | 0.2655 | 0.8156 | 0.8869 | 0.9381 | 0.9677 | 0.7823 | 0.9049 | 0.7560 | 0.9238 | 0.8895 | 0.9839 | 0.9347 | 0.6552 | 0.8579 | 0.6641 | 0.8588 | 0.8305 | 0.9082 |
204
- | 0.06 | 21.24 | 2740 | 0.3246 | 0.8151 | 0.8923 | 0.9356 | 0.9572 | 0.8193 | 0.9074 | 0.7680 | 0.9230 | 0.8803 | 0.9908 | 0.9333 | 0.6698 | 0.8612 | 0.6728 | 0.8544 | 0.8226 | 0.8917 |
205
- | 0.1603 | 21.4 | 2760 | 0.3728 | 0.8130 | 0.8850 | 0.9349 | 0.9584 | 0.7971 | 0.9119 | 0.7457 | 0.9244 | 0.8679 | 0.9900 | 0.9324 | 0.6684 | 0.8612 | 0.6664 | 0.8522 | 0.8219 | 0.8887 |
206
- | 0.0685 | 21.55 | 2780 | 0.3439 | 0.8138 | 0.8887 | 0.9348 | 0.9583 | 0.8001 | 0.9107 | 0.7665 | 0.9216 | 0.8789 | 0.9846 | 0.9312 | 0.6707 | 0.8603 | 0.6693 | 0.8520 | 0.8231 | 0.8897 |
207
- | 0.1192 | 21.71 | 2800 | 0.3212 | 0.8141 | 0.8902 | 0.9347 | 0.9606 | 0.8051 | 0.8960 | 0.7762 | 0.9276 | 0.8844 | 0.9813 | 0.9309 | 0.6732 | 0.8584 | 0.6706 | 0.8522 | 0.8218 | 0.8916 |
208
- | 0.1197 | 21.86 | 2820 | 0.3357 | 0.8141 | 0.8911 | 0.9352 | 0.9575 | 0.8197 | 0.8940 | 0.7626 | 0.9320 | 0.8829 | 0.9886 | 0.9329 | 0.6756 | 0.8589 | 0.6629 | 0.8528 | 0.8230 | 0.8925 |
209
- | 0.0904 | 22.02 | 2840 | 0.2965 | 0.8147 | 0.8880 | 0.9359 | 0.9584 | 0.7989 | 0.9064 | 0.7526 | 0.9274 | 0.8865 | 0.9855 | 0.9333 | 0.6768 | 0.8623 | 0.6605 | 0.8548 | 0.8209 | 0.8947 |
210
- | 0.0889 | 22.17 | 2860 | 0.3064 | 0.8147 | 0.8945 | 0.9358 | 0.9559 | 0.8398 | 0.8995 | 0.7604 | 0.9309 | 0.8871 | 0.9878 | 0.9330 | 0.6734 | 0.8603 | 0.6642 | 0.8553 | 0.8205 | 0.8965 |
211
- | 0.099 | 22.33 | 2880 | 0.2948 | 0.8158 | 0.8954 | 0.9355 | 0.9589 | 0.8254 | 0.8970 | 0.7831 | 0.9241 | 0.8942 | 0.9848 | 0.9326 | 0.6739 | 0.8604 | 0.6760 | 0.8548 | 0.8172 | 0.8957 |
212
- | 0.0495 | 22.48 | 2900 | 0.3057 | 0.8196 | 0.8975 | 0.9367 | 0.9601 | 0.8041 | 0.9036 | 0.8174 | 0.9221 | 0.8877 | 0.9875 | 0.9324 | 0.6734 | 0.8641 | 0.6918 | 0.8578 | 0.8211 | 0.8965 |
213
- | 0.0779 | 22.64 | 2920 | 0.3082 | 0.8147 | 0.8901 | 0.9354 | 0.9605 | 0.7817 | 0.8871 | 0.7935 | 0.9311 | 0.8891 | 0.9874 | 0.9320 | 0.6664 | 0.8560 | 0.6753 | 0.8545 | 0.8211 | 0.8973 |
214
- | 0.1139 | 22.79 | 2940 | 0.3208 | 0.8116 | 0.8823 | 0.9358 | 0.9625 | 0.7576 | 0.8978 | 0.7610 | 0.9291 | 0.8784 | 0.9898 | 0.9313 | 0.6584 | 0.8600 | 0.6546 | 0.8561 | 0.8232 | 0.8978 |
215
- | 0.0622 | 22.95 | 2960 | 0.3010 | 0.8128 | 0.8862 | 0.9361 | 0.9577 | 0.7865 | 0.8998 | 0.7496 | 0.9333 | 0.8894 | 0.9871 | 0.9332 | 0.6717 | 0.8607 | 0.6475 | 0.8562 | 0.8220 | 0.8983 |
216
- | 0.1572 | 23.1 | 2980 | 0.3401 | 0.8145 | 0.8915 | 0.9362 | 0.9553 | 0.8036 | 0.9054 | 0.7692 | 0.9267 | 0.8893 | 0.9914 | 0.9331 | 0.6764 | 0.8631 | 0.6542 | 0.8568 | 0.8228 | 0.8953 |
217
- | 0.1081 | 23.26 | 3000 | 0.2931 | 0.8122 | 0.8926 | 0.9356 | 0.9615 | 0.8225 | 0.8864 | 0.7678 | 0.9296 | 0.8966 | 0.9837 | 0.9315 | 0.6685 | 0.8554 | 0.6509 | 0.8580 | 0.8209 | 0.8999 |
218
- | 0.1425 | 23.41 | 3020 | 0.3116 | 0.8135 | 0.8912 | 0.9361 | 0.9609 | 0.8017 | 0.8941 | 0.7757 | 0.9275 | 0.8904 | 0.9878 | 0.9320 | 0.6710 | 0.8592 | 0.6526 | 0.8588 | 0.8219 | 0.8988 |
219
- | 0.0989 | 23.57 | 3040 | 0.3137 | 0.8143 | 0.8945 | 0.9359 | 0.9603 | 0.8097 | 0.8960 | 0.7916 | 0.9229 | 0.8944 | 0.9866 | 0.9320 | 0.6729 | 0.8595 | 0.6606 | 0.8579 | 0.8190 | 0.8981 |
220
- | 0.7074 | 23.72 | 3060 | 0.3133 | 0.8114 | 0.8885 | 0.9358 | 0.9593 | 0.8077 | 0.8864 | 0.7530 | 0.9377 | 0.8874 | 0.9880 | 0.9323 | 0.6682 | 0.8551 | 0.6444 | 0.8577 | 0.8219 | 0.9006 |
221
- | 0.1329 | 23.88 | 3080 | 0.3098 | 0.8117 | 0.8864 | 0.9359 | 0.9618 | 0.8040 | 0.8951 | 0.7485 | 0.9359 | 0.8717 | 0.9881 | 0.9317 | 0.6656 | 0.8581 | 0.6474 | 0.8578 | 0.8222 | 0.8993 |
222
- | 0.0681 | 24.03 | 3100 | 0.2847 | 0.8145 | 0.8868 | 0.9370 | 0.9625 | 0.7690 | 0.9010 | 0.7674 | 0.9258 | 0.8971 | 0.9849 | 0.9318 | 0.6642 | 0.8604 | 0.6567 | 0.8598 | 0.8261 | 0.9026 |
223
- | 0.1182 | 24.19 | 3120 | 0.2854 | 0.8166 | 0.8887 | 0.9377 | 0.9602 | 0.7781 | 0.9099 | 0.7671 | 0.9273 | 0.8929 | 0.9853 | 0.9328 | 0.6701 | 0.8616 | 0.6594 | 0.8603 | 0.8284 | 0.9035 |
224
- | 0.0891 | 24.34 | 3140 | 0.3105 | 0.8136 | 0.8941 | 0.9359 | 0.9610 | 0.8099 | 0.8874 | 0.7917 | 0.9289 | 0.8919 | 0.9880 | 0.9319 | 0.6655 | 0.8571 | 0.6610 | 0.8586 | 0.8215 | 0.8995 |
225
- | 0.4855 | 24.5 | 3160 | 0.2870 | 0.8161 | 0.8950 | 0.9372 | 0.9583 | 0.8171 | 0.8967 | 0.7734 | 0.9296 | 0.9047 | 0.9851 | 0.9328 | 0.6731 | 0.8596 | 0.6573 | 0.8594 | 0.8262 | 0.9045 |
226
- | 0.1542 | 24.65 | 3180 | 0.2837 | 0.8182 | 0.8934 | 0.9381 | 0.9623 | 0.8013 | 0.9076 | 0.7769 | 0.9249 | 0.8969 | 0.9835 | 0.9331 | 0.6718 | 0.8612 | 0.6629 | 0.8607 | 0.8313 | 0.9062 |
227
- | 0.0992 | 24.81 | 3200 | 0.3019 | 0.8148 | 0.8862 | 0.9371 | 0.9607 | 0.7713 | 0.9064 | 0.7623 | 0.9309 | 0.8860 | 0.9855 | 0.9327 | 0.6678 | 0.8616 | 0.6544 | 0.8598 | 0.8258 | 0.9012 |
228
- | 0.0887 | 24.96 | 3220 | 0.3143 | 0.8147 | 0.8903 | 0.9367 | 0.9592 | 0.7914 | 0.9019 | 0.7730 | 0.9268 | 0.8905 | 0.9891 | 0.9328 | 0.6712 | 0.8615 | 0.6560 | 0.8590 | 0.8229 | 0.8994 |
229
 
230
 
231
  ### Framework versions
 
1
  ---
2
  license: other
3
+ base_model: nvidia/segformer-b4-finetuned-cityscapes-1024-1024
4
  tags:
5
  - vision
6
  - image-segmentation
7
  - generated_from_trainer
 
8
  model-index:
9
  - name: segformer-b4-cityscapes-finetuned-coastTrain
10
  results: []
 
17
 
18
  This model is a fine-tuned version of [nvidia/segformer-b4-finetuned-cityscapes-1024-1024](https://huggingface.co/nvidia/segformer-b4-finetuned-cityscapes-1024-1024) on the peldrak/coastTrain dataset.
19
  It achieves the following results on the evaluation set:
20
+ - Loss: 0.2425
21
+ - Mean Iou: 0.7753
22
+ - Mean Accuracy: 0.8403
23
+ - Overall Accuracy: 0.9317
24
+ - Accuracy Water: 0.9712
25
+ - Accuracy Whitewater: 0.5496
26
+ - Accuracy Sediment: 0.9007
27
+ - Accuracy Other Natural Terrain: 0.6504
28
+ - Accuracy Vegetation: 0.9190
29
+ - Accuracy Development: 0.9343
30
+ - Accuracy Unknown: 0.9569
31
+ - Iou Water: 0.9249
32
+ - Iou Whitewater: 0.4929
33
+ - Iou Sediment: 0.8001
34
+ - Iou Other Natural Terrain: 0.5731
35
+ - Iou Vegetation: 0.8521
36
+ - Iou Development: 0.8354
37
+ - Iou Unknown: 0.9485
38
+ - F1 Score: 0.9308
39
+ - Dice Coefficient: 4.5267
40
 
41
  ## Model description
42
 
 
61
  - seed: 42
62
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
63
  - lr_scheduler_type: linear
64
+ - num_epochs: 10
65
 
66
  ### Training results
67
 
68
+ | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Accuracy Water | Accuracy Whitewater | Accuracy Sediment | Accuracy Other Natural Terrain | Accuracy Vegetation | Accuracy Development | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sediment | Iou Other Natural Terrain | Iou Vegetation | Iou Development | Iou Unknown | F1 Score | Dice Coefficient |
69
+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-----------------:|:------------------------------:|:-------------------:|:--------------------:|:----------------:|:---------:|:--------------:|:------------:|:-------------------------:|:--------------:|:---------------:|:-----------:|:--------:|:----------------:|
70
+ | 1.5962 | 0.16 | 20 | 1.4428 | 0.3376 | 0.4422 | 0.6647 | 0.7798 | 0.0000 | 0.3962 | 0.0066 | 0.8702 | 0.4492 | 0.5931 | 0.5924 | 0.0000 | 0.3276 | 0.0063 | 0.5046 | 0.3409 | 0.5916 | 0.6498 | 3.7438 |
71
+ | 1.3982 | 0.31 | 40 | 1.1292 | 0.3903 | 0.5003 | 0.7122 | 0.7617 | 0.0 | 0.4647 | 0.0 | 0.9527 | 0.6896 | 0.6333 | 0.6491 | 0.0 | 0.4124 | 0.0 | 0.5404 | 0.4972 | 0.6328 | 0.7015 | 3.9010 |
72
+ | 1.076 | 0.47 | 60 | 0.8926 | 0.4810 | 0.5758 | 0.8063 | 0.8345 | 0.0 | 0.6712 | 0.0 | 0.9253 | 0.7242 | 0.8757 | 0.7734 | 0.0 | 0.5271 | 0.0 | 0.6512 | 0.5461 | 0.8693 | 0.7971 | 4.3369 |
73
+ | 0.9392 | 0.62 | 80 | 0.7618 | 0.4856 | 0.5812 | 0.8070 | 0.8410 | 0.0 | 0.7868 | 0.0 | 0.8496 | 0.7203 | 0.8706 | 0.7542 | 0.0 | 0.5382 | 0.0 | 0.6715 | 0.5687 | 0.8668 | 0.7990 | 4.3038 |
74
+ | 1.0916 | 0.78 | 100 | 0.6937 | 0.4627 | 0.5615 | 0.7893 | 0.9559 | 0.0 | 0.4611 | 0.0 | 0.7796 | 0.8447 | 0.8894 | 0.7178 | 0.0 | 0.3996 | 0.0 | 0.6583 | 0.5825 | 0.8812 | 0.7707 | 4.3804 |
75
+ | 0.6819 | 0.93 | 120 | 0.5478 | 0.5172 | 0.6107 | 0.8423 | 0.9306 | 0.0 | 0.7898 | 0.0 | 0.8249 | 0.8434 | 0.8864 | 0.8348 | 0.0 | 0.6075 | 0.0 | 0.6964 | 0.6030 | 0.8790 | 0.8317 | 4.4022 |
76
+ | 0.7826 | 1.09 | 140 | 0.5417 | 0.5308 | 0.6106 | 0.8535 | 0.9110 | 0.0 | 0.7538 | 0.0 | 0.9260 | 0.7791 | 0.9044 | 0.8655 | 0.0 | 0.6341 | 0.0 | 0.6924 | 0.6339 | 0.8897 | 0.8428 | 4.4211 |
77
+ | 1.0433 | 1.24 | 160 | 0.5368 | 0.5317 | 0.6136 | 0.8539 | 0.9249 | 0.0 | 0.7169 | 0.0 | 0.9250 | 0.8354 | 0.8931 | 0.8589 | 0.0 | 0.6248 | 0.0 | 0.7009 | 0.6503 | 0.8867 | 0.8424 | 4.4259 |
78
+ | 0.9705 | 1.4 | 180 | 0.4719 | 0.5298 | 0.6285 | 0.8510 | 0.9036 | 0.0000 | 0.8172 | 0.0 | 0.8476 | 0.9337 | 0.8974 | 0.8354 | 0.0000 | 0.6234 | 0.0 | 0.7268 | 0.6336 | 0.8893 | 0.8413 | 4.4397 |
79
+ | 0.3833 | 1.55 | 200 | 0.4593 | 0.5309 | 0.6301 | 0.8550 | 0.8881 | 0.0 | 0.7657 | 0.0 | 0.9061 | 0.9373 | 0.9136 | 0.8379 | 0.0 | 0.6371 | 0.0 | 0.7425 | 0.5985 | 0.9000 | 0.8452 | 4.4467 |
80
+ | 0.8535 | 1.71 | 220 | 0.4276 | 0.5407 | 0.6311 | 0.8617 | 0.9337 | 0.0000 | 0.7790 | 0.0 | 0.8663 | 0.9258 | 0.9126 | 0.8703 | 0.0000 | 0.6404 | 0.0 | 0.7161 | 0.6591 | 0.8993 | 0.8505 | 4.4691 |
81
+ | 0.3945 | 1.86 | 240 | 0.4641 | 0.5296 | 0.6253 | 0.8466 | 0.8523 | 0.0003 | 0.7567 | 0.0 | 0.9279 | 0.9228 | 0.9173 | 0.8100 | 0.0003 | 0.6136 | 0.0 | 0.7175 | 0.6599 | 0.9056 | 0.8364 | 4.4176 |
82
+ | 0.2928 | 2.02 | 260 | 0.3834 | 0.5654 | 0.6377 | 0.8787 | 0.9302 | 0.0003 | 0.7733 | 0.0 | 0.9370 | 0.8837 | 0.9397 | 0.8650 | 0.0003 | 0.6523 | 0.0 | 0.7696 | 0.7418 | 0.9290 | 0.8661 | 4.4851 |
83
+ | 0.6195 | 2.17 | 280 | 0.3680 | 0.5545 | 0.6373 | 0.8746 | 0.9397 | 0.0002 | 0.7829 | 0.0 | 0.9151 | 0.9151 | 0.9081 | 0.8711 | 0.0002 | 0.6773 | 0.0 | 0.7602 | 0.6727 | 0.9000 | 0.8627 | 4.4820 |
84
+ | 0.4975 | 2.33 | 300 | 0.3619 | 0.5697 | 0.6458 | 0.8842 | 0.9467 | 0.0007 | 0.8135 | 0.0 | 0.9180 | 0.9287 | 0.9132 | 0.8824 | 0.0007 | 0.6910 | 0.0 | 0.7755 | 0.7357 | 0.9030 | 0.8719 | 4.4852 |
85
+ | 0.4836 | 2.48 | 320 | 0.3661 | 0.5598 | 0.6398 | 0.8796 | 0.9505 | 0.0030 | 0.8075 | 0.0 | 0.9060 | 0.8994 | 0.9124 | 0.8894 | 0.0030 | 0.6882 | 0.0 | 0.7595 | 0.6750 | 0.9034 | 0.8677 | 4.4812 |
86
+ | 1.1391 | 2.64 | 340 | 0.3702 | 0.5681 | 0.6483 | 0.8843 | 0.9572 | 0.0125 | 0.8592 | 0.0001 | 0.8737 | 0.9182 | 0.9172 | 0.8830 | 0.0125 | 0.7157 | 0.0001 | 0.7720 | 0.6888 | 0.9045 | 0.8725 | 4.4865 |
87
+ | 1.3634 | 2.79 | 360 | 0.3349 | 0.5827 | 0.6550 | 0.8952 | 0.9513 | 0.0018 | 0.8981 | 0.0 | 0.9011 | 0.9111 | 0.9216 | 0.8927 | 0.0018 | 0.7293 | 0.0 | 0.8045 | 0.7444 | 0.9063 | 0.8830 | 4.4794 |
88
+ | 0.6232 | 2.95 | 380 | 0.4271 | 0.5737 | 0.6576 | 0.8786 | 0.8963 | 0.0178 | 0.9155 | 0.0264 | 0.8670 | 0.9264 | 0.9538 | 0.8596 | 0.0178 | 0.6854 | 0.0264 | 0.7630 | 0.7343 | 0.9297 | 0.8687 | 4.4571 |
89
+ | 0.3261 | 3.1 | 400 | 0.3845 | 0.5850 | 0.6563 | 0.8922 | 0.9487 | 0.0189 | 0.9155 | 0.0001 | 0.8591 | 0.8953 | 0.9567 | 0.8951 | 0.0189 | 0.7002 | 0.0001 | 0.7758 | 0.7601 | 0.9451 | 0.8808 | 4.4859 |
90
+ | 0.377 | 3.26 | 420 | 0.3382 | 0.5933 | 0.6623 | 0.8936 | 0.9698 | 0.0305 | 0.8218 | 0.0571 | 0.8922 | 0.9156 | 0.9490 | 0.8880 | 0.0305 | 0.7024 | 0.0570 | 0.7852 | 0.7480 | 0.9418 | 0.8822 | 4.5070 |
91
+ | 0.5478 | 3.41 | 440 | 0.3242 | 0.5987 | 0.6638 | 0.9005 | 0.9451 | 0.0199 | 0.8625 | 0.0413 | 0.9362 | 0.8918 | 0.9500 | 0.8944 | 0.0199 | 0.7281 | 0.0413 | 0.8074 | 0.7591 | 0.9412 | 0.8891 | 4.5042 |
92
+ | 0.7848 | 3.57 | 460 | 0.3639 | 0.5934 | 0.6611 | 0.8915 | 0.9506 | 0.0815 | 0.9009 | 0.0 | 0.8865 | 0.8854 | 0.9226 | 0.8762 | 0.0810 | 0.7116 | 0.0 | 0.8005 | 0.7825 | 0.9022 | 0.8809 | 4.4382 |
93
+ | 0.5094 | 3.72 | 480 | 0.3168 | 0.6260 | 0.6939 | 0.9020 | 0.9609 | 0.0960 | 0.8004 | 0.1851 | 0.9374 | 0.9270 | 0.9502 | 0.8971 | 0.0955 | 0.7399 | 0.1829 | 0.8029 | 0.7263 | 0.9371 | 0.8937 | 4.5159 |
94
+ | 0.2645 | 3.88 | 500 | 0.3101 | 0.6201 | 0.6938 | 0.9037 | 0.9633 | 0.0827 | 0.8948 | 0.1505 | 0.8996 | 0.9448 | 0.9206 | 0.9063 | 0.0822 | 0.7623 | 0.1497 | 0.8170 | 0.7113 | 0.9117 | 0.8956 | 4.5174 |
95
+ | 0.2297 | 4.03 | 520 | 0.3096 | 0.6455 | 0.7142 | 0.9029 | 0.9296 | 0.1769 | 0.8964 | 0.2131 | 0.9366 | 0.9253 | 0.9216 | 0.8869 | 0.1732 | 0.7359 | 0.2104 | 0.8289 | 0.7712 | 0.9119 | 0.8972 | 4.4938 |
96
+ | 0.391 | 4.19 | 540 | 0.3010 | 0.6211 | 0.6824 | 0.9070 | 0.9695 | 0.1072 | 0.8558 | 0.0643 | 0.9273 | 0.9109 | 0.9420 | 0.8983 | 0.1063 | 0.7297 | 0.0643 | 0.8350 | 0.7815 | 0.9325 | 0.8972 | 4.5162 |
97
+ | 0.499 | 4.34 | 560 | 0.3321 | 0.6496 | 0.7187 | 0.9027 | 0.9204 | 0.2130 | 0.9018 | 0.1887 | 0.9250 | 0.9381 | 0.9435 | 0.8801 | 0.2077 | 0.7137 | 0.1860 | 0.8345 | 0.7913 | 0.9341 | 0.8976 | 4.4911 |
98
+ | 0.35 | 4.5 | 580 | 0.2716 | 0.6865 | 0.7407 | 0.9169 | 0.9744 | 0.2361 | 0.8576 | 0.3179 | 0.9205 | 0.9139 | 0.9647 | 0.9034 | 0.2285 | 0.7564 | 0.3053 | 0.8324 | 0.8283 | 0.9513 | 0.9117 | 4.5262 |
99
+ | 0.4687 | 4.65 | 600 | 0.2896 | 0.6770 | 0.7403 | 0.9107 | 0.9715 | 0.2743 | 0.8350 | 0.3159 | 0.9419 | 0.9263 | 0.9169 | 0.9077 | 0.2605 | 0.7528 | 0.3051 | 0.8288 | 0.7750 | 0.9088 | 0.9061 | 4.5175 |
100
+ | 0.2071 | 4.81 | 620 | 0.2655 | 0.7097 | 0.7685 | 0.9218 | 0.9571 | 0.2874 | 0.8711 | 0.4246 | 0.9398 | 0.9337 | 0.9661 | 0.9146 | 0.2755 | 0.7707 | 0.3984 | 0.8409 | 0.8184 | 0.9496 | 0.9182 | 4.5296 |
101
+ | 0.1526 | 4.96 | 640 | 0.2755 | 0.6872 | 0.7412 | 0.9183 | 0.9677 | 0.1657 | 0.9126 | 0.3708 | 0.9079 | 0.9055 | 0.9586 | 0.9044 | 0.1629 | 0.7685 | 0.3607 | 0.8364 | 0.8284 | 0.9491 | 0.9129 | 4.5111 |
102
+ | 0.2048 | 5.12 | 660 | 0.2713 | 0.6881 | 0.7479 | 0.9160 | 0.9777 | 0.1911 | 0.8571 | 0.3990 | 0.9088 | 0.9467 | 0.9547 | 0.8974 | 0.1877 | 0.7635 | 0.3842 | 0.8379 | 0.7996 | 0.9465 | 0.9109 | 4.5235 |
103
+ | 0.3091 | 5.27 | 680 | 0.2704 | 0.7047 | 0.7635 | 0.9199 | 0.9547 | 0.3000 | 0.8839 | 0.3843 | 0.9394 | 0.9292 | 0.9531 | 0.9066 | 0.2859 | 0.7795 | 0.3738 | 0.8411 | 0.8005 | 0.9454 | 0.9164 | 4.5114 |
104
+ | 0.261 | 5.43 | 700 | 0.2615 | 0.7082 | 0.7657 | 0.9220 | 0.9623 | 0.2893 | 0.8987 | 0.3998 | 0.9274 | 0.9286 | 0.9537 | 0.9126 | 0.2783 | 0.7720 | 0.3825 | 0.8485 | 0.8181 | 0.9452 | 0.9184 | 4.5175 |
105
+ | 0.3682 | 5.58 | 720 | 0.2590 | 0.7245 | 0.7870 | 0.9224 | 0.9701 | 0.3070 | 0.8708 | 0.5413 | 0.9263 | 0.9443 | 0.9487 | 0.9106 | 0.2935 | 0.7881 | 0.5005 | 0.8439 | 0.7925 | 0.9423 | 0.9196 | 4.5242 |
106
+ | 0.156 | 5.74 | 740 | 0.2621 | 0.7348 | 0.8011 | 0.9222 | 0.9658 | 0.3967 | 0.9061 | 0.5362 | 0.8881 | 0.9460 | 0.9691 | 0.9189 | 0.3659 | 0.7698 | 0.5022 | 0.8324 | 0.7987 | 0.9554 | 0.9204 | 4.5275 |
107
+ | 0.1901 | 5.89 | 760 | 0.2475 | 0.7312 | 0.7870 | 0.9262 | 0.9661 | 0.3411 | 0.8744 | 0.5077 | 0.9411 | 0.9127 | 0.9658 | 0.9183 | 0.3218 | 0.7721 | 0.4707 | 0.8531 | 0.8278 | 0.9544 | 0.9234 | 4.5318 |
108
+ | 1.0784 | 6.05 | 780 | 0.2827 | 0.7124 | 0.7731 | 0.9209 | 0.9657 | 0.3051 | 0.9162 | 0.4400 | 0.9069 | 0.9290 | 0.9488 | 0.9163 | 0.2907 | 0.7708 | 0.4173 | 0.8401 | 0.8084 | 0.9432 | 0.9179 | 4.5110 |
109
+ | 0.2541 | 6.2 | 800 | 0.2548 | 0.7340 | 0.7956 | 0.9248 | 0.9699 | 0.3754 | 0.8811 | 0.5368 | 0.9280 | 0.9263 | 0.9520 | 0.9150 | 0.3427 | 0.7824 | 0.4843 | 0.8483 | 0.8200 | 0.9452 | 0.9225 | 4.5209 |
110
+ | 0.3264 | 6.36 | 820 | 0.2459 | 0.7410 | 0.8080 | 0.9256 | 0.9698 | 0.4233 | 0.8688 | 0.5649 | 0.9239 | 0.9449 | 0.9601 | 0.9208 | 0.3799 | 0.7794 | 0.5040 | 0.8464 | 0.8058 | 0.9505 | 0.9238 | 4.5347 |
111
+ | 0.3072 | 6.51 | 840 | 0.2415 | 0.7482 | 0.8198 | 0.9267 | 0.9676 | 0.3956 | 0.9116 | 0.6646 | 0.9055 | 0.9390 | 0.9550 | 0.9226 | 0.3653 | 0.7900 | 0.5598 | 0.8477 | 0.8052 | 0.9466 | 0.9253 | 4.5245 |
112
+ | 0.2599 | 6.67 | 860 | 0.2562 | 0.7483 | 0.8108 | 0.9273 | 0.9699 | 0.4422 | 0.8566 | 0.5772 | 0.9349 | 0.9236 | 0.9710 | 0.9225 | 0.3994 | 0.7795 | 0.5122 | 0.8439 | 0.8237 | 0.9568 | 0.9254 | 4.5406 |
113
+ | 0.1983 | 6.82 | 880 | 0.2446 | 0.7477 | 0.8129 | 0.9267 | 0.9665 | 0.4592 | 0.8919 | 0.5685 | 0.9229 | 0.9225 | 0.9590 | 0.9231 | 0.4085 | 0.7810 | 0.5059 | 0.8470 | 0.8195 | 0.9491 | 0.9253 | 4.5257 |
114
+ | 0.3021 | 6.98 | 900 | 0.2584 | 0.7256 | 0.7832 | 0.9233 | 0.9716 | 0.3915 | 0.8599 | 0.4415 | 0.9392 | 0.9292 | 0.9491 | 0.9135 | 0.3623 | 0.7707 | 0.4166 | 0.8488 | 0.8242 | 0.9427 | 0.9205 | 4.5221 |
115
+ | 0.2292 | 7.13 | 920 | 0.2488 | 0.7355 | 0.7939 | 0.9269 | 0.9657 | 0.3814 | 0.8895 | 0.4974 | 0.9373 | 0.9344 | 0.9518 | 0.9207 | 0.3580 | 0.7844 | 0.4590 | 0.8523 | 0.8288 | 0.9456 | 0.9246 | 4.5211 |
116
+ | 0.2052 | 7.29 | 940 | 0.2491 | 0.7532 | 0.8228 | 0.9265 | 0.9468 | 0.4434 | 0.9097 | 0.6321 | 0.9192 | 0.9297 | 0.9784 | 0.9155 | 0.4013 | 0.7761 | 0.5376 | 0.8523 | 0.8386 | 0.9512 | 0.9254 | 4.5277 |
117
+ | 0.2136 | 7.44 | 960 | 0.2462 | 0.7366 | 0.7912 | 0.9260 | 0.9747 | 0.3774 | 0.8900 | 0.5120 | 0.9313 | 0.9057 | 0.9471 | 0.9168 | 0.3526 | 0.7829 | 0.4755 | 0.8505 | 0.8361 | 0.9418 | 0.9236 | 4.5142 |
118
+ | 0.2604 | 7.6 | 980 | 0.2325 | 0.7577 | 0.8278 | 0.9293 | 0.9677 | 0.4724 | 0.9051 | 0.6346 | 0.9134 | 0.9435 | 0.9581 | 0.9256 | 0.4303 | 0.7949 | 0.5457 | 0.8533 | 0.8057 | 0.9484 | 0.9282 | 4.5297 |
119
+ | 0.2748 | 7.75 | 1000 | 0.2346 | 0.7698 | 0.8347 | 0.9321 | 0.9635 | 0.5114 | 0.8844 | 0.6594 | 0.9439 | 0.9167 | 0.9632 | 0.9266 | 0.4523 | 0.7917 | 0.5660 | 0.8580 | 0.8416 | 0.9527 | 0.9311 | 4.5311 |
120
+ | 0.3436 | 7.91 | 1020 | 0.2411 | 0.7614 | 0.8265 | 0.9282 | 0.9724 | 0.5000 | 0.8716 | 0.6281 | 0.9297 | 0.9309 | 0.9528 | 0.9213 | 0.4477 | 0.7829 | 0.5548 | 0.8511 | 0.8259 | 0.9458 | 0.9269 | 4.5249 |
121
+ | 0.2395 | 8.06 | 1040 | 0.2546 | 0.7522 | 0.8211 | 0.9264 | 0.9685 | 0.4612 | 0.9105 | 0.6059 | 0.8980 | 0.9434 | 0.9600 | 0.9245 | 0.4243 | 0.7818 | 0.5319 | 0.8413 | 0.8110 | 0.9508 | 0.9252 | 4.5256 |
122
+ | 0.1813 | 8.22 | 1060 | 0.2524 | 0.7647 | 0.8297 | 0.9302 | 0.9662 | 0.5154 | 0.8952 | 0.6113 | 0.9248 | 0.9339 | 0.9609 | 0.9264 | 0.4630 | 0.7884 | 0.5406 | 0.8506 | 0.8319 | 0.9522 | 0.9292 | 4.5296 |
123
+ | 0.2607 | 8.37 | 1080 | 0.2457 | 0.7770 | 0.8462 | 0.9322 | 0.9677 | 0.5659 | 0.8738 | 0.6846 | 0.9364 | 0.9318 | 0.9631 | 0.9280 | 0.4903 | 0.7938 | 0.5830 | 0.8525 | 0.8385 | 0.9531 | 0.9314 | 4.5349 |
124
+ | 0.2449 | 8.53 | 1100 | 0.2444 | 0.7652 | 0.8277 | 0.9301 | 0.9723 | 0.4707 | 0.8938 | 0.6516 | 0.9228 | 0.9262 | 0.9567 | 0.9219 | 0.4271 | 0.7923 | 0.5718 | 0.8522 | 0.8426 | 0.9484 | 0.9289 | 4.5235 |
125
+ | 0.2215 | 8.68 | 1120 | 0.2430 | 0.7696 | 0.8378 | 0.9301 | 0.9730 | 0.4928 | 0.8953 | 0.6959 | 0.9160 | 0.9383 | 0.9532 | 0.9223 | 0.4459 | 0.7976 | 0.5992 | 0.8523 | 0.8244 | 0.9457 | 0.9291 | 4.5243 |
126
+ | 0.2453 | 8.84 | 1140 | 0.2416 | 0.7799 | 0.8507 | 0.9327 | 0.9674 | 0.6026 | 0.8718 | 0.6724 | 0.9301 | 0.9379 | 0.9728 | 0.9317 | 0.5169 | 0.7909 | 0.5879 | 0.8527 | 0.8206 | 0.9587 | 0.9321 | 4.5462 |
127
+ | 0.283 | 8.99 | 1160 | 0.2409 | 0.7820 | 0.8533 | 0.9339 | 0.9646 | 0.6112 | 0.8972 | 0.6646 | 0.9200 | 0.9404 | 0.9748 | 0.9319 | 0.5263 | 0.7990 | 0.5762 | 0.8535 | 0.8275 | 0.9596 | 0.9334 | 4.5455 |
128
+ | 0.226 | 9.15 | 1180 | 0.2442 | 0.7842 | 0.8568 | 0.9334 | 0.9645 | 0.6274 | 0.9011 | 0.6737 | 0.9167 | 0.9446 | 0.9694 | 0.9314 | 0.5450 | 0.8005 | 0.5831 | 0.8520 | 0.8201 | 0.9572 | 0.9330 | 4.5412 |
129
+ | 0.2004 | 9.3 | 1200 | 0.2380 | 0.7802 | 0.8472 | 0.9326 | 0.9708 | 0.5978 | 0.8873 | 0.6533 | 0.9242 | 0.9333 | 0.9634 | 0.9263 | 0.5197 | 0.7991 | 0.5740 | 0.8522 | 0.8369 | 0.9532 | 0.9319 | 4.5341 |
130
+ | 0.1818 | 9.46 | 1220 | 0.2384 | 0.7752 | 0.8384 | 0.9325 | 0.9713 | 0.5332 | 0.8987 | 0.6562 | 0.9231 | 0.9240 | 0.9624 | 0.9245 | 0.4765 | 0.8008 | 0.5746 | 0.8535 | 0.8443 | 0.9526 | 0.9315 | 4.5298 |
131
+ | 0.2187 | 9.61 | 1240 | 0.2406 | 0.7814 | 0.8484 | 0.9334 | 0.9689 | 0.5918 | 0.8909 | 0.6568 | 0.9214 | 0.9376 | 0.9715 | 0.9284 | 0.5214 | 0.7998 | 0.5763 | 0.8529 | 0.8337 | 0.9576 | 0.9327 | 4.5414 |
132
+ | 0.2394 | 9.77 | 1260 | 0.2386 | 0.7790 | 0.8458 | 0.9315 | 0.9719 | 0.5949 | 0.8797 | 0.6543 | 0.9274 | 0.9358 | 0.9567 | 0.9254 | 0.5231 | 0.7981 | 0.5779 | 0.8509 | 0.8292 | 0.9484 | 0.9308 | 4.5303 |
133
+ | 0.2902 | 9.92 | 1280 | 0.2425 | 0.7753 | 0.8403 | 0.9317 | 0.9712 | 0.5496 | 0.9007 | 0.6504 | 0.9190 | 0.9343 | 0.9569 | 0.9249 | 0.4929 | 0.8001 | 0.5731 | 0.8521 | 0.8354 | 0.9485 | 0.9308 | 4.5267 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
134
 
135
 
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