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segformer-finetuned-riviera2

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  1. README.md +204 -0
  2. config.json +94 -0
  3. model.safetensors +3 -0
  4. runs/Nov29_12-30-02_9298f4fb8748/events.out.tfevents.1701261011.9298f4fb8748.26.0 +3 -0
  5. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: other
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+ base_model: peldrak/segformer-finetuned-coasts-final
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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-finetuned-riviera2
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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-finetuned-riviera2
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+
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+ This model is a fine-tuned version of [peldrak/segformer-finetuned-coasts-final](https://huggingface.co/peldrak/segformer-finetuned-coasts-final) on the peldrak/riviera_labeled_split2 dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2172
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+ - Mean Iou: 0.5684
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+ - Mean Accuracy: 0.7041
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+ - Overall Accuracy: 0.9037
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+ - Accuracy Water: 0.9782
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+ - Accuracy Whitewater: 0.0031
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+ - Accuracy Sand: 0.9694
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+ - Accuracy Rocky Terrain: 0.8474
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+ - Accuracy Agricultural: 0.8818
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+ - Accuracy Vegetation: 0.9453
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+ - Accuracy Road: 0.5085
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+ - Accuracy Development: 0.7910
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+ - Accuracy Other Natural Terrain: 0.4118
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+ - Accuracy Unknown: nan
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+ - Iou Water: 0.9541
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+ - Iou Whitewater: 0.0031
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+ - Iou Sand: 0.8472
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+ - Iou Rocky Terrain: 0.7939
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+ - Iou Agricultural: 0.7881
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+ - Iou Vegetation: 0.8610
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+ - Iou Road: 0.4506
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+ - Iou Development: 0.6761
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+ - Iou Other Natural Terrain: 0.3104
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+ - Iou Unknown: 0.0
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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: 4
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+ - eval_batch_size: 4
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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: 30
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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 Whitewater | Accuracy Sand | Accuracy Rocky Terrain | Accuracy Agricultural | Accuracy Vegetation | Accuracy Road | Accuracy Development | Accuracy Other Natural Terrain | Accuracy Unknown | Iou Water | Iou Whitewater | Iou Sand | Iou Rocky Terrain | Iou Agricultural | Iou Vegetation | Iou Road | Iou Development | Iou Other Natural Terrain | Iou Unknown |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------:|:-------------------:|:-------------:|:----------------------:|:---------------------:|:-------------------:|:-------------:|:--------------------:|:------------------------------:|:----------------:|:---------:|:--------------:|:--------:|:-----------------:|:----------------:|:--------------:|:--------:|:---------------:|:-------------------------:|:-----------:|
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+ | 1.6151 | 0.24 | 20 | 1.4156 | 0.0850 | 0.1749 | 0.3514 | 0.9391 | 0.0113 | 0.0 | 0.1553 | 0.0248 | 0.1658 | 0.0035 | 0.1890 | 0.0857 | nan | 0.3854 | 0.0012 | 0.0 | 0.1345 | 0.0110 | 0.1615 | 0.0017 | 0.1034 | 0.0518 | 0.0 |
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+ | 1.3149 | 0.49 | 40 | 1.0378 | 0.2239 | 0.3363 | 0.6043 | 0.9571 | 0.0318 | 0.2679 | 0.5472 | 0.0248 | 0.6780 | 0.0 | 0.4390 | 0.0811 | nan | 0.6123 | 0.0184 | 0.2520 | 0.5089 | 0.0141 | 0.5632 | 0.0 | 0.2247 | 0.0456 | 0.0 |
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+ | 1.1554 | 0.73 | 60 | 0.7989 | 0.3289 | 0.4401 | 0.7722 | 0.9818 | 0.0 | 0.8295 | 0.6482 | 0.0581 | 0.9606 | 0.0008 | 0.4676 | 0.0146 | nan | 0.8261 | 0.0 | 0.7142 | 0.6253 | 0.0523 | 0.7241 | 0.0008 | 0.3334 | 0.0130 | 0.0 |
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+ | 1.0181 | 0.98 | 80 | 0.6544 | 0.3592 | 0.4747 | 0.8043 | 0.9692 | 0.0 | 0.8957 | 0.7580 | 0.3678 | 0.9693 | 0.0001 | 0.3088 | 0.0032 | nan | 0.9121 | 0.0 | 0.6664 | 0.7171 | 0.2835 | 0.7605 | 0.0001 | 0.2489 | 0.0031 | 0.0 |
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+ | 1.119 | 1.22 | 100 | 0.5360 | 0.3739 | 0.4880 | 0.8252 | 0.9764 | 0.0 | 0.9123 | 0.7932 | 0.5894 | 0.9776 | 0.0 | 0.1422 | 0.0008 | nan | 0.9300 | 0.0 | 0.7082 | 0.7339 | 0.4630 | 0.7700 | 0.0 | 0.1329 | 0.0008 | 0.0 |
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+ | 0.8191 | 1.46 | 120 | 0.4732 | 0.4115 | 0.5270 | 0.8487 | 0.9860 | 0.0 | 0.8930 | 0.8134 | 0.7485 | 0.9750 | 0.0 | 0.3256 | 0.0019 | nan | 0.9360 | 0.0 | 0.7421 | 0.7490 | 0.6024 | 0.8003 | 0.0 | 0.2832 | 0.0018 | 0.0 |
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+ | 0.7274 | 1.71 | 140 | 0.4744 | 0.4010 | 0.5172 | 0.8459 | 0.9847 | 0.0 | 0.8945 | 0.7845 | 0.7891 | 0.9754 | 0.0 | 0.2258 | 0.0011 | nan | 0.9485 | 0.0 | 0.7668 | 0.7512 | 0.5327 | 0.8076 | 0.0 | 0.2025 | 0.0011 | 0.0 |
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+ | 0.3963 | 1.95 | 160 | 0.4212 | 0.4143 | 0.5289 | 0.8491 | 0.9835 | 0.0 | 0.9249 | 0.8669 | 0.6654 | 0.9796 | 0.0 | 0.3312 | 0.0084 | nan | 0.9514 | 0.0 | 0.7786 | 0.7736 | 0.5481 | 0.7861 | 0.0 | 0.2971 | 0.0082 | 0.0 |
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+ | 0.8763 | 2.2 | 180 | 0.3832 | 0.4210 | 0.5390 | 0.8587 | 0.9798 | 0.0 | 0.9471 | 0.7914 | 0.9032 | 0.9688 | 0.0 | 0.2596 | 0.0012 | nan | 0.9483 | 0.0 | 0.8401 | 0.7517 | 0.6183 | 0.8151 | 0.0 | 0.2348 | 0.0012 | 0.0 |
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+ | 0.868 | 2.44 | 200 | 0.3764 | 0.4061 | 0.5216 | 0.8472 | 0.9793 | 0.0 | 0.9666 | 0.8200 | 0.7151 | 0.9764 | 0.0 | 0.2267 | 0.0103 | nan | 0.9514 | 0.0 | 0.6926 | 0.7764 | 0.6398 | 0.7901 | 0.0 | 0.2007 | 0.0102 | 0.0 |
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+ | 0.7492 | 2.68 | 220 | 0.3502 | 0.4267 | 0.5626 | 0.8629 | 0.9742 | 0.0 | 0.9717 | 0.8473 | 0.9721 | 0.9408 | 0.0 | 0.3376 | 0.0200 | nan | 0.9493 | 0.0 | 0.7071 | 0.7902 | 0.6701 | 0.8511 | 0.0 | 0.2796 | 0.0192 | 0.0 |
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+ | 0.9957 | 2.93 | 240 | 0.3382 | 0.4572 | 0.5778 | 0.8688 | 0.9842 | 0.0 | 0.9534 | 0.8633 | 0.7888 | 0.9593 | 0.0 | 0.5910 | 0.0602 | nan | 0.9527 | 0.0 | 0.8231 | 0.8012 | 0.6499 | 0.8112 | 0.0 | 0.4790 | 0.0545 | 0.0 |
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+ | 0.416 | 3.17 | 260 | 0.3426 | 0.4475 | 0.5700 | 0.8617 | 0.9725 | 0.0 | 0.9648 | 0.8810 | 0.7076 | 0.9640 | 0.0 | 0.5665 | 0.0738 | nan | 0.9499 | 0.0 | 0.7928 | 0.7900 | 0.6095 | 0.8113 | 0.0 | 0.4584 | 0.0628 | 0.0 |
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+ | 0.3574 | 3.41 | 280 | 0.3294 | 0.4534 | 0.5701 | 0.8659 | 0.9835 | 0.0 | 0.9498 | 0.7931 | 0.7716 | 0.9674 | 0.0 | 0.6177 | 0.0481 | nan | 0.9441 | 0.0 | 0.8365 | 0.7578 | 0.6388 | 0.8089 | 0.0 | 0.5038 | 0.0438 | 0.0 |
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+ | 0.2504 | 3.66 | 300 | 0.3045 | 0.4381 | 0.5590 | 0.8596 | 0.9787 | 0.0 | 0.9376 | 0.8223 | 0.8269 | 0.9575 | 0.0 | 0.4316 | 0.0765 | nan | 0.9492 | 0.0 | 0.7856 | 0.7767 | 0.6163 | 0.8214 | 0.0 | 0.3681 | 0.0637 | 0.0 |
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+ | 0.3342 | 3.9 | 320 | 0.3037 | 0.4675 | 0.5986 | 0.8712 | 0.9712 | 0.0 | 0.9625 | 0.9100 | 0.7707 | 0.9492 | 0.0 | 0.7293 | 0.0942 | nan | 0.9492 | 0.0 | 0.8752 | 0.7814 | 0.6541 | 0.8159 | 0.0 | 0.5153 | 0.0836 | 0.0 |
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+ | 0.7272 | 4.15 | 340 | 0.3025 | 0.4617 | 0.5795 | 0.8694 | 0.9742 | 0.0 | 0.9665 | 0.8396 | 0.7763 | 0.9678 | 0.0 | 0.6223 | 0.0689 | nan | 0.9486 | 0.0 | 0.8327 | 0.7980 | 0.6451 | 0.8157 | 0.0 | 0.5163 | 0.0605 | 0.0 |
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+ | 0.452 | 4.39 | 360 | 0.2799 | 0.4589 | 0.5891 | 0.8688 | 0.9723 | 0.0 | 0.9796 | 0.8554 | 0.8382 | 0.9439 | 0.0 | 0.5294 | 0.1836 | nan | 0.9510 | 0.0 | 0.7637 | 0.7978 | 0.6793 | 0.8367 | 0.0 | 0.4202 | 0.1405 | 0.0 |
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+ | 0.2372 | 4.63 | 380 | 0.2749 | 0.4642 | 0.5891 | 0.8765 | 0.9755 | 0.0 | 0.9684 | 0.8436 | 0.9190 | 0.9569 | 0.0 | 0.5282 | 0.1100 | nan | 0.9493 | 0.0 | 0.7809 | 0.7960 | 0.7737 | 0.8389 | 0.0 | 0.4060 | 0.0969 | 0.0 |
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+ | 1.3141 | 4.88 | 400 | 0.2875 | 0.4723 | 0.6004 | 0.8726 | 0.9700 | 0.0 | 0.9573 | 0.8714 | 0.7878 | 0.9529 | 0.0 | 0.7587 | 0.1054 | nan | 0.9449 | 0.0 | 0.8715 | 0.7964 | 0.6752 | 0.8177 | 0.0 | 0.5243 | 0.0929 | 0.0 |
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+ | 0.605 | 5.12 | 420 | 0.2752 | 0.4653 | 0.6031 | 0.8722 | 0.9752 | 0.0 | 0.9356 | 0.8359 | 0.9082 | 0.9332 | 0.0010 | 0.7404 | 0.0986 | nan | 0.9462 | 0.0 | 0.8710 | 0.7879 | 0.6188 | 0.8482 | 0.0010 | 0.4905 | 0.0892 | 0.0 |
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+ | 0.3456 | 5.37 | 440 | 0.2907 | 0.4721 | 0.5955 | 0.8717 | 0.9761 | 0.0 | 0.9655 | 0.8499 | 0.7721 | 0.9535 | 0.0 | 0.6785 | 0.1641 | nan | 0.9531 | 0.0 | 0.8718 | 0.7986 | 0.6161 | 0.8207 | 0.0 | 0.5316 | 0.1291 | 0.0 |
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+ | 0.4065 | 5.61 | 460 | 0.2588 | 0.4707 | 0.6035 | 0.8751 | 0.9735 | 0.0 | 0.9728 | 0.8768 | 0.8025 | 0.9485 | 0.0 | 0.5470 | 0.3100 | nan | 0.9528 | 0.0 | 0.7724 | 0.8075 | 0.6647 | 0.8490 | 0.0 | 0.4260 | 0.2346 | 0.0 |
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+ | 0.5515 | 5.85 | 480 | 0.2509 | 0.4817 | 0.6075 | 0.8803 | 0.9607 | 0.0 | 0.9654 | 0.8643 | 0.8910 | 0.9597 | 0.0000 | 0.6962 | 0.1303 | nan | 0.9444 | 0.0 | 0.8502 | 0.7854 | 0.7400 | 0.8362 | 0.0000 | 0.5515 | 0.1096 | 0.0 |
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+ | 0.7913 | 6.1 | 500 | 0.2392 | 0.4835 | 0.6074 | 0.8854 | 0.9772 | 0.0 | 0.9578 | 0.8821 | 0.9384 | 0.9594 | 0.0244 | 0.6102 | 0.1169 | nan | 0.9511 | 0.0 | 0.8279 | 0.8049 | 0.7936 | 0.8365 | 0.0244 | 0.4897 | 0.1072 | 0.0 |
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+ | 0.3186 | 6.34 | 520 | 0.2556 | 0.4736 | 0.6009 | 0.8775 | 0.9769 | 0.0 | 0.9765 | 0.8601 | 0.9007 | 0.9478 | 0.0386 | 0.5438 | 0.1636 | nan | 0.9521 | 0.0 | 0.7805 | 0.8029 | 0.7483 | 0.8328 | 0.0385 | 0.4392 | 0.1420 | 0.0 |
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+ | 0.2549 | 6.59 | 540 | 0.2342 | 0.5138 | 0.6555 | 0.8909 | 0.9748 | 0.0 | 0.9533 | 0.8514 | 0.8781 | 0.9276 | 0.0280 | 0.7772 | 0.5094 | nan | 0.9512 | 0.0 | 0.8886 | 0.7891 | 0.7547 | 0.8588 | 0.0279 | 0.5303 | 0.3371 | 0.0 |
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+ | 0.3034 | 6.83 | 560 | 0.2574 | 0.4892 | 0.6058 | 0.8794 | 0.9819 | 0.0 | 0.9563 | 0.7993 | 0.7777 | 0.9666 | 0.0356 | 0.7305 | 0.2041 | nan | 0.9505 | 0.0 | 0.8925 | 0.7697 | 0.6993 | 0.8226 | 0.0355 | 0.5656 | 0.1561 | 0.0 |
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+ | 0.2759 | 7.07 | 580 | 0.2417 | 0.5055 | 0.6355 | 0.8899 | 0.9735 | 0.0 | 0.9789 | 0.8397 | 0.9129 | 0.9483 | 0.0845 | 0.6354 | 0.3465 | nan | 0.9530 | 0.0 | 0.8171 | 0.7897 | 0.7572 | 0.8530 | 0.0840 | 0.5311 | 0.2698 | 0.0 |
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+ | 0.4661 | 7.32 | 600 | 0.2272 | 0.5198 | 0.6647 | 0.8944 | 0.9787 | 0.0 | 0.9780 | 0.8505 | 0.8440 | 0.9286 | 0.0697 | 0.6809 | 0.6515 | nan | 0.9552 | 0.0 | 0.8088 | 0.7960 | 0.7438 | 0.8682 | 0.0691 | 0.5247 | 0.4328 | 0.0 |
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+ | 0.1629 | 7.56 | 620 | 0.2331 | 0.5248 | 0.6639 | 0.8916 | 0.9782 | 0.0 | 0.9591 | 0.8574 | 0.8627 | 0.9262 | 0.1268 | 0.7364 | 0.5286 | nan | 0.9539 | 0.0 | 0.8723 | 0.8011 | 0.6613 | 0.8493 | 0.1252 | 0.5734 | 0.4116 | 0.0 |
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+ | 0.1212 | 7.8 | 640 | 0.2431 | 0.5138 | 0.6604 | 0.8841 | 0.9727 | 0.0 | 0.9811 | 0.8664 | 0.7576 | 0.9201 | 0.1052 | 0.7484 | 0.5919 | nan | 0.9543 | 0.0 | 0.8160 | 0.7970 | 0.6137 | 0.8406 | 0.1039 | 0.5809 | 0.4314 | 0.0 |
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+ | 0.4444 | 8.05 | 660 | 0.2277 | 0.5174 | 0.6470 | 0.8938 | 0.9807 | 0.0 | 0.9616 | 0.8141 | 0.9088 | 0.9461 | 0.0907 | 0.7961 | 0.3247 | nan | 0.9518 | 0.0 | 0.8687 | 0.7832 | 0.7780 | 0.8490 | 0.0901 | 0.5943 | 0.2586 | 0.0 |
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+ | 0.2176 | 8.29 | 680 | 0.2123 | 0.5327 | 0.6734 | 0.9001 | 0.9774 | 0.0 | 0.9701 | 0.8768 | 0.8724 | 0.9365 | 0.1111 | 0.8156 | 0.5004 | nan | 0.9541 | 0.0 | 0.8617 | 0.8040 | 0.7823 | 0.8657 | 0.1092 | 0.5785 | 0.3715 | 0.0 |
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+ | 0.4515 | 8.54 | 700 | 0.2545 | 0.5198 | 0.6586 | 0.8886 | 0.9852 | 0.0 | 0.9652 | 0.8208 | 0.9443 | 0.9214 | 0.2593 | 0.7064 | 0.3252 | nan | 0.9517 | 0.0 | 0.8370 | 0.7896 | 0.6680 | 0.8531 | 0.2441 | 0.5716 | 0.2833 | 0.0 |
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+ | 0.2276 | 8.78 | 720 | 0.2427 | 0.5161 | 0.6488 | 0.8869 | 0.9730 | 0.0 | 0.9757 | 0.8662 | 0.8668 | 0.9466 | 0.2834 | 0.7261 | 0.2011 | nan | 0.9521 | 0.0 | 0.8300 | 0.8106 | 0.7177 | 0.8432 | 0.2632 | 0.5765 | 0.1681 | 0.0 |
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+ | 0.1664 | 9.02 | 740 | 0.2403 | 0.5174 | 0.6477 | 0.8924 | 0.9731 | 0.0 | 0.9722 | 0.8425 | 0.8760 | 0.9551 | 0.1686 | 0.7817 | 0.2597 | nan | 0.9516 | 0.0 | 0.8776 | 0.7910 | 0.7536 | 0.8527 | 0.1648 | 0.5767 | 0.2062 | 0.0 |
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+ | 0.1256 | 9.27 | 760 | 0.2232 | 0.5293 | 0.6719 | 0.8913 | 0.9753 | 0.0 | 0.9694 | 0.8536 | 0.8344 | 0.9224 | 0.1563 | 0.7175 | 0.6187 | nan | 0.9520 | 0.0 | 0.8567 | 0.7925 | 0.7405 | 0.8617 | 0.1530 | 0.5946 | 0.3420 | 0.0 |
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+ | 0.336 | 9.51 | 780 | 0.2125 | 0.5451 | 0.6873 | 0.9017 | 0.9794 | 0.0 | 0.9741 | 0.8796 | 0.8795 | 0.9323 | 0.2422 | 0.7836 | 0.5153 | nan | 0.9522 | 0.0 | 0.8579 | 0.7945 | 0.7699 | 0.8705 | 0.2256 | 0.5934 | 0.3870 | 0.0 |
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+ | 0.2018 | 9.76 | 800 | 0.2224 | 0.5404 | 0.6681 | 0.8984 | 0.9822 | 0.0 | 0.9652 | 0.8555 | 0.8950 | 0.9519 | 0.3185 | 0.7221 | 0.3220 | nan | 0.9531 | 0.0 | 0.8535 | 0.8067 | 0.7567 | 0.8584 | 0.2949 | 0.6183 | 0.2621 | 0.0 |
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+ | 0.1682 | 10.0 | 820 | 0.2187 | 0.5320 | 0.6820 | 0.8924 | 0.9718 | 0.0 | 0.9814 | 0.8696 | 0.8334 | 0.9177 | 0.1967 | 0.8444 | 0.5228 | nan | 0.9521 | 0.0 | 0.8742 | 0.7917 | 0.7417 | 0.8515 | 0.1852 | 0.5529 | 0.3707 | 0.0 |
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+ | 0.176 | 10.24 | 840 | 0.2228 | 0.5335 | 0.6621 | 0.8964 | 0.9811 | 0.0 | 0.9741 | 0.8623 | 0.8578 | 0.9513 | 0.2482 | 0.7291 | 0.3547 | nan | 0.9553 | 0.0 | 0.8520 | 0.8082 | 0.7474 | 0.8587 | 0.2369 | 0.6102 | 0.2662 | 0.0 |
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+ | 0.4021 | 10.49 | 860 | 0.2221 | 0.5370 | 0.6793 | 0.8973 | 0.9742 | 0.0 | 0.9634 | 0.8676 | 0.9133 | 0.9356 | 0.2970 | 0.7645 | 0.3982 | nan | 0.9533 | 0.0 | 0.8641 | 0.7969 | 0.7135 | 0.8725 | 0.2745 | 0.5827 | 0.3125 | 0.0 |
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+ | 0.2189 | 10.73 | 880 | 0.2594 | 0.5157 | 0.6489 | 0.8857 | 0.9846 | 0.0 | 0.9684 | 0.8699 | 0.7198 | 0.9467 | 0.2024 | 0.8028 | 0.3458 | nan | 0.9562 | 0.0 | 0.8654 | 0.8160 | 0.6462 | 0.8367 | 0.1928 | 0.5791 | 0.2648 | 0.0 |
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+ | 0.218 | 10.98 | 900 | 0.2445 | 0.5208 | 0.6623 | 0.8853 | 0.9734 | 0.0 | 0.9834 | 0.8650 | 0.7271 | 0.9380 | 0.2457 | 0.7985 | 0.4296 | nan | 0.9561 | 0.0 | 0.8233 | 0.8043 | 0.6560 | 0.8406 | 0.2276 | 0.5827 | 0.3177 | 0.0 |
119
+ | 0.3402 | 11.22 | 920 | 0.2789 | 0.5181 | 0.6438 | 0.8821 | 0.9728 | 0.0 | 0.9665 | 0.8725 | 0.6840 | 0.9599 | 0.2502 | 0.7863 | 0.3024 | nan | 0.9507 | 0.0 | 0.8598 | 0.8023 | 0.6413 | 0.8265 | 0.2387 | 0.6396 | 0.2225 | 0.0 |
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+ | 0.2232 | 11.46 | 940 | 0.2219 | 0.5387 | 0.6810 | 0.8920 | 0.9705 | 0.0 | 0.9498 | 0.9055 | 0.7311 | 0.9404 | 0.2678 | 0.7632 | 0.6004 | nan | 0.9490 | 0.0 | 0.8674 | 0.7808 | 0.6552 | 0.8561 | 0.2553 | 0.6268 | 0.3965 | 0.0 |
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+ | 0.1727 | 11.71 | 960 | 0.2741 | 0.5328 | 0.6593 | 0.8880 | 0.9812 | 0.0 | 0.9682 | 0.8166 | 0.7600 | 0.9648 | 0.4642 | 0.7672 | 0.2112 | nan | 0.9554 | 0.0 | 0.8701 | 0.7751 | 0.6763 | 0.8300 | 0.4070 | 0.6312 | 0.1824 | 0.0 |
122
+ | 0.3027 | 11.95 | 980 | 0.2126 | 0.5477 | 0.6784 | 0.9005 | 0.9774 | 0.0 | 0.9702 | 0.8705 | 0.8597 | 0.9570 | 0.3690 | 0.7887 | 0.3127 | nan | 0.9542 | 0.0 | 0.8645 | 0.8041 | 0.7646 | 0.8582 | 0.3354 | 0.6361 | 0.2600 | 0.0 |
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+ | 0.2245 | 12.2 | 1000 | 0.2490 | 0.5254 | 0.6482 | 0.8899 | 0.9833 | 0.0 | 0.9638 | 0.8135 | 0.7925 | 0.9626 | 0.2752 | 0.8146 | 0.2286 | nan | 0.9548 | 0.0 | 0.8727 | 0.7852 | 0.7239 | 0.8352 | 0.2619 | 0.6371 | 0.1834 | 0.0 |
124
+ | 0.1551 | 12.44 | 1020 | 0.2332 | 0.5364 | 0.6875 | 0.8924 | 0.9766 | 0.0 | 0.9856 | 0.8760 | 0.8783 | 0.9118 | 0.3322 | 0.6270 | 0.5995 | nan | 0.9571 | 0.0 | 0.7598 | 0.8028 | 0.7604 | 0.8562 | 0.2982 | 0.5043 | 0.4247 | 0.0 |
125
+ | 0.3828 | 12.68 | 1040 | 0.2138 | 0.5437 | 0.6753 | 0.8979 | 0.9799 | 0.0 | 0.9477 | 0.8984 | 0.8723 | 0.9574 | 0.4473 | 0.6534 | 0.3209 | nan | 0.9542 | 0.0 | 0.8187 | 0.8072 | 0.7887 | 0.8580 | 0.3793 | 0.5674 | 0.2640 | 0.0 |
126
+ | 0.0929 | 12.93 | 1060 | 0.2544 | 0.5186 | 0.6501 | 0.8855 | 0.9783 | 0.0 | 0.9709 | 0.8634 | 0.7491 | 0.9542 | 0.3067 | 0.6526 | 0.3757 | nan | 0.9549 | 0.0 | 0.8048 | 0.8069 | 0.6771 | 0.8418 | 0.2878 | 0.5185 | 0.2948 | 0.0 |
127
+ | 0.2362 | 13.17 | 1080 | 0.2353 | 0.5278 | 0.6661 | 0.8877 | 0.9763 | 0.0 | 0.9807 | 0.8577 | 0.8281 | 0.9374 | 0.3786 | 0.6547 | 0.3816 | nan | 0.9531 | 0.0 | 0.7907 | 0.8045 | 0.7260 | 0.8447 | 0.3395 | 0.5196 | 0.3001 | 0.0 |
128
+ | 0.1954 | 13.41 | 1100 | 0.2073 | 0.5580 | 0.7009 | 0.9019 | 0.9762 | 0.0 | 0.9681 | 0.8902 | 0.8184 | 0.9348 | 0.3367 | 0.7731 | 0.6111 | nan | 0.9548 | 0.0 | 0.8642 | 0.8120 | 0.7373 | 0.8679 | 0.3120 | 0.6404 | 0.3918 | 0.0 |
129
+ | 0.2412 | 13.66 | 1120 | 0.2144 | 0.5520 | 0.6946 | 0.9022 | 0.9808 | 0.0 | 0.9764 | 0.8460 | 0.8418 | 0.9352 | 0.3048 | 0.7065 | 0.6605 | nan | 0.9554 | 0.0 | 0.8265 | 0.7963 | 0.7536 | 0.8773 | 0.2868 | 0.6078 | 0.4162 | 0.0 |
130
+ | 0.2167 | 13.9 | 1140 | 0.2111 | 0.5577 | 0.6947 | 0.9005 | 0.9753 | 0.0 | 0.9744 | 0.8242 | 0.8303 | 0.9442 | 0.3808 | 0.7631 | 0.5597 | nan | 0.9516 | 0.0 | 0.8487 | 0.7825 | 0.7616 | 0.8716 | 0.3440 | 0.6640 | 0.3534 | 0.0 |
131
+ | 0.0952 | 14.15 | 1160 | 0.2637 | 0.5279 | 0.6724 | 0.8863 | 0.9740 | 0.0 | 0.9860 | 0.8767 | 0.7933 | 0.9334 | 0.4219 | 0.5904 | 0.4754 | nan | 0.9531 | 0.0 | 0.7480 | 0.8056 | 0.7181 | 0.8535 | 0.3615 | 0.4894 | 0.3497 | 0.0 |
132
+ | 0.1032 | 14.39 | 1180 | 0.2484 | 0.5403 | 0.6730 | 0.8921 | 0.9769 | 0.0 | 0.9724 | 0.8537 | 0.7452 | 0.9591 | 0.4251 | 0.8313 | 0.2934 | nan | 0.9553 | 0.0 | 0.8613 | 0.7993 | 0.6934 | 0.8405 | 0.3786 | 0.6417 | 0.2331 | 0.0 |
133
+ | 0.2301 | 14.63 | 1200 | 0.2167 | 0.5450 | 0.6843 | 0.8969 | 0.9752 | 0.0 | 0.9785 | 0.8525 | 0.9088 | 0.9402 | 0.4511 | 0.6742 | 0.3782 | nan | 0.9534 | 0.0 | 0.8015 | 0.7952 | 0.7726 | 0.8610 | 0.3911 | 0.5705 | 0.3044 | 0.0 |
134
+ | 0.3602 | 14.88 | 1220 | 0.2154 | 0.5522 | 0.7015 | 0.8960 | 0.9738 | 0.0 | 0.9770 | 0.8642 | 0.7977 | 0.9202 | 0.3336 | 0.7938 | 0.6533 | nan | 0.9495 | 0.0 | 0.8433 | 0.7947 | 0.7288 | 0.8638 | 0.3085 | 0.6520 | 0.3817 | 0.0 |
135
+ | 0.1081 | 15.12 | 1240 | 0.2512 | 0.5321 | 0.6634 | 0.8872 | 0.9717 | 0.0 | 0.9707 | 0.8631 | 0.7590 | 0.9627 | 0.4839 | 0.6768 | 0.2828 | nan | 0.9508 | 0.0 | 0.8181 | 0.7973 | 0.6834 | 0.8401 | 0.4158 | 0.5872 | 0.2285 | 0.0 |
136
+ | 0.138 | 15.37 | 1260 | 0.1995 | 0.5660 | 0.7144 | 0.9028 | 0.9747 | 0.0 | 0.9687 | 0.8627 | 0.8566 | 0.9240 | 0.3978 | 0.8400 | 0.6048 | nan | 0.9511 | 0.0 | 0.8700 | 0.7965 | 0.7700 | 0.8698 | 0.3606 | 0.6542 | 0.3876 | 0.0 |
137
+ | 0.1254 | 15.61 | 1280 | 0.2302 | 0.5517 | 0.6866 | 0.8994 | 0.9652 | 0.0 | 0.9730 | 0.8691 | 0.9000 | 0.9510 | 0.4196 | 0.7253 | 0.3762 | nan | 0.9483 | 0.0 | 0.8413 | 0.7915 | 0.7688 | 0.8603 | 0.3770 | 0.6323 | 0.2976 | 0.0 |
138
+ | 0.0939 | 15.85 | 1300 | 0.2252 | 0.5506 | 0.6884 | 0.8930 | 0.9853 | 0.0 | 0.9585 | 0.8488 | 0.7720 | 0.9348 | 0.4332 | 0.7397 | 0.5235 | nan | 0.9494 | 0.0 | 0.8510 | 0.8047 | 0.6791 | 0.8478 | 0.3833 | 0.6327 | 0.3582 | 0.0 |
139
+ | 0.079 | 16.1 | 1320 | 0.2439 | 0.5381 | 0.6686 | 0.8888 | 0.9764 | 0.0 | 0.9686 | 0.8422 | 0.7464 | 0.9577 | 0.4522 | 0.6807 | 0.3930 | nan | 0.9544 | 0.0 | 0.8271 | 0.7930 | 0.6805 | 0.8475 | 0.3958 | 0.6125 | 0.2706 | 0.0 |
140
+ | 0.1409 | 16.34 | 1340 | 0.2244 | 0.5567 | 0.7105 | 0.8928 | 0.9660 | 0.0 | 0.9787 | 0.8779 | 0.7602 | 0.9191 | 0.4474 | 0.7951 | 0.6504 | nan | 0.9501 | 0.0 | 0.8409 | 0.7902 | 0.6957 | 0.8539 | 0.3926 | 0.6588 | 0.3851 | 0.0 |
141
+ | 0.3714 | 16.59 | 1360 | 0.2480 | 0.5451 | 0.6732 | 0.8965 | 0.9827 | 0.0 | 0.9692 | 0.8453 | 0.9122 | 0.9530 | 0.4942 | 0.7125 | 0.1900 | nan | 0.9553 | 0.0 | 0.8439 | 0.8058 | 0.7744 | 0.8417 | 0.4262 | 0.6336 | 0.1704 | 0.0 |
142
+ | 0.2288 | 16.83 | 1380 | 0.2100 | 0.5634 | 0.7029 | 0.9011 | 0.9767 | 0.0 | 0.9704 | 0.8758 | 0.8995 | 0.9382 | 0.5412 | 0.7601 | 0.3645 | nan | 0.9520 | 0.0 | 0.8497 | 0.8046 | 0.7688 | 0.8513 | 0.4448 | 0.6575 | 0.3057 | 0.0 |
143
+ | 0.2297 | 17.07 | 1400 | 0.2083 | 0.5629 | 0.7053 | 0.9023 | 0.9720 | 0.0 | 0.9721 | 0.8785 | 0.9438 | 0.9305 | 0.4819 | 0.7221 | 0.4466 | nan | 0.9514 | 0.0 | 0.8451 | 0.7942 | 0.7728 | 0.8596 | 0.4149 | 0.6409 | 0.3503 | 0.0 |
144
+ | 0.1961 | 17.32 | 1420 | 0.2102 | 0.5588 | 0.6962 | 0.9023 | 0.9768 | 0.0 | 0.9704 | 0.8353 | 0.8819 | 0.9435 | 0.4188 | 0.7559 | 0.4831 | nan | 0.9528 | 0.0 | 0.8311 | 0.7837 | 0.7888 | 0.8673 | 0.3779 | 0.6372 | 0.3493 | 0.0 |
145
+ | 0.1938 | 17.56 | 1440 | 0.2151 | 0.5554 | 0.6917 | 0.8999 | 0.9775 | 0.0 | 0.9638 | 0.8859 | 0.8447 | 0.9448 | 0.4199 | 0.8143 | 0.3742 | nan | 0.9525 | 0.0 | 0.8517 | 0.8075 | 0.7688 | 0.8574 | 0.3760 | 0.6574 | 0.2831 | 0.0 |
146
+ | 0.283 | 17.8 | 1460 | 0.2285 | 0.5502 | 0.6886 | 0.8971 | 0.9752 | 0.0 | 0.9658 | 0.8285 | 0.7796 | 0.9470 | 0.3540 | 0.8388 | 0.5087 | nan | 0.9553 | 0.0 | 0.8671 | 0.7779 | 0.7223 | 0.8636 | 0.3317 | 0.6615 | 0.3227 | 0.0 |
147
+ | 0.2744 | 18.05 | 1480 | 0.2301 | 0.5532 | 0.6929 | 0.8974 | 0.9741 | 0.0 | 0.9831 | 0.8644 | 0.7817 | 0.9473 | 0.4503 | 0.7601 | 0.4751 | nan | 0.9550 | 0.0 | 0.8186 | 0.7977 | 0.7268 | 0.8598 | 0.3918 | 0.6399 | 0.3421 | 0.0 |
148
+ | 0.0956 | 18.29 | 1500 | 0.2140 | 0.5637 | 0.7149 | 0.9026 | 0.9717 | 0.0 | 0.9813 | 0.8585 | 0.9085 | 0.9223 | 0.4672 | 0.7189 | 0.6055 | nan | 0.9535 | 0.0 | 0.8169 | 0.7947 | 0.7597 | 0.8727 | 0.3985 | 0.6146 | 0.4264 | 0.0 |
149
+ | 0.0477 | 18.54 | 1520 | 0.2209 | 0.5551 | 0.6878 | 0.8975 | 0.9692 | 0.0 | 0.9696 | 0.8742 | 0.8338 | 0.9573 | 0.5019 | 0.7648 | 0.3190 | nan | 0.9495 | 0.0 | 0.8549 | 0.7934 | 0.7518 | 0.8579 | 0.4426 | 0.6592 | 0.2416 | 0.0 |
150
+ | 0.3598 | 18.78 | 1540 | 0.2430 | 0.5330 | 0.6704 | 0.8890 | 0.9762 | 0.0 | 0.9813 | 0.8502 | 0.8685 | 0.9383 | 0.4623 | 0.5791 | 0.3782 | nan | 0.9527 | 0.0 | 0.7785 | 0.7953 | 0.7300 | 0.8520 | 0.4042 | 0.5312 | 0.2861 | 0.0 |
151
+ | 0.1007 | 19.02 | 1560 | 0.2182 | 0.5626 | 0.7106 | 0.8983 | 0.9772 | 0.0 | 0.9776 | 0.8621 | 0.8359 | 0.9232 | 0.4950 | 0.7717 | 0.5527 | nan | 0.9560 | 0.0 | 0.8457 | 0.7943 | 0.7189 | 0.8602 | 0.4321 | 0.6575 | 0.3613 | 0.0 |
152
+ | 0.1631 | 19.27 | 1580 | 0.2335 | 0.5543 | 0.6887 | 0.8983 | 0.9767 | 0.0 | 0.9741 | 0.8444 | 0.8350 | 0.9533 | 0.5018 | 0.6999 | 0.4135 | nan | 0.9555 | 0.0 | 0.8328 | 0.7923 | 0.7482 | 0.8629 | 0.4291 | 0.6299 | 0.2924 | 0.0 |
153
+ | 0.4344 | 19.51 | 1600 | 0.2087 | 0.5602 | 0.6987 | 0.9025 | 0.9797 | 0.0 | 0.9657 | 0.8446 | 0.8997 | 0.9404 | 0.4632 | 0.7297 | 0.4654 | nan | 0.9533 | 0.0 | 0.8205 | 0.7975 | 0.7871 | 0.8685 | 0.4160 | 0.6058 | 0.3531 | 0.0 |
154
+ | 0.0956 | 19.76 | 1620 | 0.2287 | 0.5574 | 0.6894 | 0.9007 | 0.9774 | 0.0 | 0.9667 | 0.8465 | 0.8975 | 0.9511 | 0.4834 | 0.8058 | 0.2760 | nan | 0.9546 | 0.0 | 0.8582 | 0.7967 | 0.7856 | 0.8517 | 0.4333 | 0.6646 | 0.2291 | 0.0 |
155
+ | 0.1634 | 20.0 | 1640 | 0.2126 | 0.5576 | 0.6997 | 0.9003 | 0.9725 | 0.0 | 0.9783 | 0.8538 | 0.8832 | 0.9374 | 0.4600 | 0.7096 | 0.5020 | nan | 0.9523 | 0.0 | 0.8042 | 0.7903 | 0.7842 | 0.8664 | 0.4073 | 0.5994 | 0.3719 | 0.0 |
156
+ | 0.1048 | 20.24 | 1660 | 0.2254 | 0.5588 | 0.6831 | 0.9017 | 0.9784 | 0.0 | 0.9590 | 0.8543 | 0.8564 | 0.9646 | 0.4542 | 0.7924 | 0.2885 | nan | 0.9534 | 0.0 | 0.8616 | 0.7995 | 0.7886 | 0.8552 | 0.4168 | 0.6842 | 0.2289 | 0.0 |
157
+ | 0.1636 | 20.49 | 1680 | 0.2063 | 0.5713 | 0.7097 | 0.9046 | 0.9746 | 0.0 | 0.9741 | 0.8597 | 0.8250 | 0.9483 | 0.5023 | 0.7629 | 0.5409 | nan | 0.9537 | 0.0 | 0.8468 | 0.7972 | 0.7660 | 0.8728 | 0.4351 | 0.6817 | 0.3597 | 0.0 |
158
+ | 0.0753 | 20.73 | 1700 | 0.2005 | 0.5738 | 0.7122 | 0.9053 | 0.9742 | 0.0 | 0.9762 | 0.8687 | 0.8586 | 0.9470 | 0.5485 | 0.7920 | 0.4442 | nan | 0.9536 | 0.0 | 0.8456 | 0.8049 | 0.7854 | 0.8662 | 0.4710 | 0.6828 | 0.3289 | 0.0 |
159
+ | 0.1346 | 20.98 | 1720 | 0.1977 | 0.5762 | 0.7246 | 0.9065 | 0.9759 | 0.0 | 0.9775 | 0.8651 | 0.8993 | 0.9239 | 0.5007 | 0.7995 | 0.5794 | nan | 0.9548 | 0.0 | 0.8379 | 0.7961 | 0.7913 | 0.8679 | 0.4392 | 0.6660 | 0.4089 | 0.0 |
160
+ | 0.1527 | 21.22 | 1740 | 0.2123 | 0.5662 | 0.7087 | 0.9025 | 0.9759 | 0.0002 | 0.9621 | 0.8524 | 0.9264 | 0.9353 | 0.5505 | 0.7677 | 0.4078 | nan | 0.9542 | 0.0002 | 0.8533 | 0.7906 | 0.7497 | 0.8610 | 0.4724 | 0.6514 | 0.3290 | 0.0 |
161
+ | 0.1149 | 21.46 | 1760 | 0.2262 | 0.5623 | 0.6926 | 0.9003 | 0.9734 | 0.0 | 0.9632 | 0.8380 | 0.8228 | 0.9623 | 0.5167 | 0.7898 | 0.3669 | nan | 0.9523 | 0.0 | 0.8536 | 0.7847 | 0.7638 | 0.8602 | 0.4552 | 0.6804 | 0.2725 | 0.0 |
162
+ | 0.3336 | 21.71 | 1780 | 0.2176 | 0.5647 | 0.7053 | 0.9023 | 0.9713 | 0.0003 | 0.9803 | 0.8546 | 0.8731 | 0.9426 | 0.4990 | 0.7902 | 0.4361 | nan | 0.9543 | 0.0003 | 0.8273 | 0.7953 | 0.7841 | 0.8632 | 0.4397 | 0.6565 | 0.3267 | 0.0 |
163
+ | 0.0924 | 21.95 | 1800 | 0.2271 | 0.5608 | 0.6933 | 0.9011 | 0.9834 | 0.0 | 0.9709 | 0.8338 | 0.8657 | 0.9472 | 0.4902 | 0.7430 | 0.4059 | nan | 0.9577 | 0.0 | 0.8354 | 0.7946 | 0.7788 | 0.8591 | 0.4359 | 0.6520 | 0.2945 | 0.0 |
164
+ | 0.256 | 22.2 | 1820 | 0.2140 | 0.5659 | 0.7010 | 0.9038 | 0.9820 | 0.0 | 0.9697 | 0.8401 | 0.9119 | 0.9435 | 0.5189 | 0.7867 | 0.3560 | nan | 0.9560 | 0.0 | 0.8462 | 0.7987 | 0.8078 | 0.8582 | 0.4515 | 0.6594 | 0.2817 | 0.0 |
165
+ | 0.202 | 22.44 | 1840 | 0.2358 | 0.5589 | 0.6907 | 0.9001 | 0.9766 | 0.0 | 0.9760 | 0.8359 | 0.8945 | 0.9526 | 0.5406 | 0.7420 | 0.2981 | nan | 0.9553 | 0.0 | 0.8391 | 0.7915 | 0.7924 | 0.8522 | 0.4572 | 0.6613 | 0.2397 | 0.0 |
166
+ | 0.1456 | 22.68 | 1860 | 0.2115 | 0.5669 | 0.7125 | 0.9016 | 0.9762 | 0.0 | 0.9801 | 0.8582 | 0.8871 | 0.9267 | 0.5130 | 0.8054 | 0.4657 | nan | 0.9556 | 0.0 | 0.8310 | 0.8008 | 0.7886 | 0.8585 | 0.4425 | 0.6588 | 0.3335 | 0.0 |
167
+ | 0.1198 | 22.93 | 1880 | 0.2233 | 0.5631 | 0.6997 | 0.9020 | 0.9745 | 0.0 | 0.9731 | 0.8563 | 0.9047 | 0.9484 | 0.5580 | 0.7858 | 0.2967 | nan | 0.9529 | 0.0 | 0.8405 | 0.8011 | 0.7914 | 0.8561 | 0.4715 | 0.6652 | 0.2520 | 0.0 |
168
+ | 0.0804 | 23.17 | 1900 | 0.2075 | 0.5719 | 0.7090 | 0.9047 | 0.9791 | 0.0 | 0.9686 | 0.8542 | 0.8664 | 0.9434 | 0.5174 | 0.7723 | 0.4800 | nan | 0.9552 | 0.0 | 0.8456 | 0.7995 | 0.7842 | 0.8636 | 0.4512 | 0.6765 | 0.3429 | 0.0 |
169
+ | 0.0779 | 23.41 | 1920 | 0.2217 | 0.5630 | 0.7025 | 0.9007 | 0.9736 | 0.0001 | 0.9774 | 0.8596 | 0.8837 | 0.9422 | 0.5470 | 0.7558 | 0.3832 | nan | 0.9544 | 0.0001 | 0.8258 | 0.7991 | 0.7705 | 0.8559 | 0.4602 | 0.6611 | 0.3032 | 0.0 |
170
+ | 0.1159 | 23.66 | 1940 | 0.2122 | 0.5690 | 0.7134 | 0.9030 | 0.9772 | 0.0002 | 0.9767 | 0.8574 | 0.8913 | 0.9275 | 0.4955 | 0.7959 | 0.4990 | nan | 0.9538 | 0.0002 | 0.8307 | 0.8004 | 0.7766 | 0.8612 | 0.4343 | 0.6650 | 0.3683 | 0.0 |
171
+ | 0.1 | 23.9 | 1960 | 0.1988 | 0.5762 | 0.7116 | 0.9078 | 0.9834 | 0.0 | 0.9523 | 0.8439 | 0.8919 | 0.9463 | 0.5231 | 0.8031 | 0.4608 | nan | 0.9543 | 0.0 | 0.8620 | 0.7983 | 0.7991 | 0.8662 | 0.4611 | 0.6719 | 0.3492 | 0.0 |
172
+ | 0.1052 | 24.15 | 1980 | 0.2147 | 0.5672 | 0.7012 | 0.9048 | 0.9778 | 0.0 | 0.9704 | 0.8441 | 0.8915 | 0.9499 | 0.5004 | 0.7622 | 0.4146 | nan | 0.9550 | 0.0 | 0.8396 | 0.7916 | 0.8009 | 0.8624 | 0.4403 | 0.6608 | 0.3219 | 0.0 |
173
+ | 0.1478 | 24.39 | 2000 | 0.2206 | 0.5638 | 0.6950 | 0.9040 | 0.9815 | 0.0 | 0.9657 | 0.8313 | 0.8904 | 0.9530 | 0.4869 | 0.7536 | 0.3929 | nan | 0.9557 | 0.0 | 0.8433 | 0.7884 | 0.7959 | 0.8606 | 0.4347 | 0.6515 | 0.3081 | 0.0 |
174
+ | 0.1752 | 24.63 | 2020 | 0.2048 | 0.5700 | 0.7085 | 0.9058 | 0.9793 | 0.0 | 0.9668 | 0.8566 | 0.9095 | 0.9430 | 0.5319 | 0.7519 | 0.4372 | nan | 0.9535 | 0.0 | 0.8458 | 0.7987 | 0.7801 | 0.8670 | 0.4597 | 0.6460 | 0.3492 | 0.0 |
175
+ | 0.0451 | 24.88 | 2040 | 0.2171 | 0.5666 | 0.7053 | 0.9025 | 0.9799 | 0.0 | 0.9748 | 0.8552 | 0.8761 | 0.9405 | 0.5371 | 0.7711 | 0.4131 | nan | 0.9545 | 0.0 | 0.8309 | 0.8008 | 0.7878 | 0.8586 | 0.4534 | 0.6644 | 0.3154 | 0.0 |
176
+ | 0.4243 | 25.12 | 2060 | 0.2341 | 0.5595 | 0.6916 | 0.8999 | 0.9746 | 0.0 | 0.9764 | 0.8444 | 0.8887 | 0.9491 | 0.4996 | 0.7703 | 0.3211 | nan | 0.9515 | 0.0 | 0.8327 | 0.7956 | 0.7984 | 0.8537 | 0.4397 | 0.6689 | 0.2545 | 0.0 |
177
+ | 0.0585 | 25.37 | 2080 | 0.2213 | 0.5660 | 0.7007 | 0.9033 | 0.9820 | 0.0 | 0.9652 | 0.8551 | 0.9015 | 0.9435 | 0.5187 | 0.7915 | 0.3485 | nan | 0.9542 | 0.0 | 0.8466 | 0.8024 | 0.7984 | 0.8564 | 0.4574 | 0.6699 | 0.2748 | 0.0 |
178
+ | 0.2001 | 25.61 | 2100 | 0.2246 | 0.5644 | 0.7026 | 0.9009 | 0.9783 | 0.0 | 0.9724 | 0.8691 | 0.8753 | 0.9397 | 0.5349 | 0.7871 | 0.3667 | nan | 0.9539 | 0.0 | 0.8358 | 0.8023 | 0.7863 | 0.8541 | 0.4617 | 0.6681 | 0.2817 | 0.0 |
179
+ | 0.0681 | 25.85 | 2120 | 0.2243 | 0.5653 | 0.7001 | 0.9033 | 0.9774 | 0.0071 | 0.9602 | 0.8607 | 0.8942 | 0.9492 | 0.5104 | 0.8085 | 0.3328 | nan | 0.9538 | 0.0071 | 0.8526 | 0.7975 | 0.7950 | 0.8573 | 0.4517 | 0.6706 | 0.2679 | 0.0 |
180
+ | 0.3011 | 26.1 | 2140 | 0.2142 | 0.5695 | 0.7099 | 0.9029 | 0.9755 | 0.0022 | 0.9730 | 0.8624 | 0.8863 | 0.9383 | 0.5417 | 0.7982 | 0.4115 | nan | 0.9541 | 0.0021 | 0.8424 | 0.8006 | 0.7913 | 0.8590 | 0.4633 | 0.6755 | 0.3067 | 0.0 |
181
+ | 0.1124 | 26.34 | 2160 | 0.2134 | 0.5678 | 0.7069 | 0.9014 | 0.9740 | 0.0097 | 0.9692 | 0.8475 | 0.8710 | 0.9399 | 0.5086 | 0.8119 | 0.4309 | nan | 0.9526 | 0.0097 | 0.8497 | 0.7935 | 0.7773 | 0.8598 | 0.4480 | 0.6745 | 0.3125 | 0.0 |
182
+ | 0.2631 | 26.59 | 2180 | 0.2171 | 0.5685 | 0.7043 | 0.9042 | 0.9764 | 0.0165 | 0.9626 | 0.8486 | 0.8985 | 0.9481 | 0.5077 | 0.8124 | 0.3682 | nan | 0.9540 | 0.0164 | 0.8554 | 0.7937 | 0.7880 | 0.8606 | 0.4499 | 0.6734 | 0.2935 | 0.0 |
183
+ | 0.0783 | 26.83 | 2200 | 0.2094 | 0.5699 | 0.7120 | 0.9031 | 0.9788 | 0.0 | 0.9649 | 0.8464 | 0.9089 | 0.9335 | 0.5525 | 0.8184 | 0.4045 | nan | 0.9525 | 0.0 | 0.8521 | 0.7966 | 0.7837 | 0.8604 | 0.4736 | 0.6675 | 0.3123 | 0.0 |
184
+ | 0.0412 | 27.07 | 2220 | 0.2115 | 0.5688 | 0.7096 | 0.9041 | 0.9772 | 0.0057 | 0.9679 | 0.8448 | 0.8925 | 0.9363 | 0.4727 | 0.8228 | 0.4667 | nan | 0.9545 | 0.0057 | 0.8544 | 0.7909 | 0.7903 | 0.8633 | 0.4230 | 0.6677 | 0.3380 | 0.0 |
185
+ | 0.096 | 27.32 | 2240 | 0.2224 | 0.5626 | 0.6939 | 0.9029 | 0.9788 | 0.0 | 0.9699 | 0.8440 | 0.8945 | 0.9502 | 0.4758 | 0.7877 | 0.3443 | nan | 0.9551 | 0.0 | 0.8461 | 0.7956 | 0.7958 | 0.8576 | 0.4303 | 0.6747 | 0.2704 | 0.0 |
186
+ | 0.1542 | 27.56 | 2260 | 0.2251 | 0.5646 | 0.6958 | 0.9027 | 0.9755 | 0.0040 | 0.9674 | 0.8465 | 0.9004 | 0.9548 | 0.5310 | 0.7762 | 0.3064 | nan | 0.9531 | 0.0040 | 0.8489 | 0.7935 | 0.7997 | 0.8566 | 0.4623 | 0.6790 | 0.2493 | 0.0 |
187
+ | 0.2322 | 27.8 | 2280 | 0.2243 | 0.5641 | 0.6943 | 0.9029 | 0.9739 | 0.0024 | 0.9733 | 0.8549 | 0.8847 | 0.9570 | 0.5096 | 0.7569 | 0.3360 | nan | 0.9533 | 0.0024 | 0.8427 | 0.7961 | 0.7998 | 0.8584 | 0.4475 | 0.6741 | 0.2668 | 0.0 |
188
+ | 0.1025 | 28.05 | 2300 | 0.2217 | 0.5665 | 0.7022 | 0.9034 | 0.9726 | 0.0077 | 0.9750 | 0.8541 | 0.9116 | 0.9503 | 0.5514 | 0.7723 | 0.3243 | nan | 0.9519 | 0.0077 | 0.8415 | 0.7960 | 0.7986 | 0.8598 | 0.4700 | 0.6711 | 0.2689 | 0.0 |
189
+ | 0.1405 | 28.29 | 2320 | 0.2244 | 0.5680 | 0.7009 | 0.9042 | 0.9761 | 0.0087 | 0.9650 | 0.8600 | 0.8864 | 0.9543 | 0.5317 | 0.7668 | 0.3590 | nan | 0.9539 | 0.0087 | 0.8512 | 0.7963 | 0.7881 | 0.8603 | 0.4623 | 0.6746 | 0.2846 | 0.0 |
190
+ | 0.1002 | 28.54 | 2340 | 0.2165 | 0.5682 | 0.7088 | 0.9031 | 0.9742 | 0.0035 | 0.9769 | 0.8598 | 0.8865 | 0.9408 | 0.5402 | 0.7832 | 0.4139 | nan | 0.9535 | 0.0035 | 0.8365 | 0.7943 | 0.7853 | 0.8610 | 0.4612 | 0.6691 | 0.3179 | 0.0 |
191
+ | 0.0803 | 28.78 | 2360 | 0.2233 | 0.5655 | 0.7000 | 0.9019 | 0.9759 | 0.0059 | 0.9706 | 0.8529 | 0.8577 | 0.9497 | 0.5112 | 0.7560 | 0.4199 | nan | 0.9541 | 0.0059 | 0.8452 | 0.7923 | 0.7727 | 0.8604 | 0.4468 | 0.6716 | 0.3062 | 0.0 |
192
+ | 0.1149 | 29.02 | 2380 | 0.2215 | 0.5663 | 0.7008 | 0.9027 | 0.9749 | 0.0078 | 0.9712 | 0.8512 | 0.8789 | 0.9503 | 0.5218 | 0.7721 | 0.3787 | nan | 0.9534 | 0.0078 | 0.8440 | 0.7935 | 0.7823 | 0.8596 | 0.4542 | 0.6740 | 0.2941 | 0.0 |
193
+ | 0.0773 | 29.27 | 2400 | 0.2228 | 0.5675 | 0.7068 | 0.9027 | 0.9762 | 0.0070 | 0.9763 | 0.8517 | 0.8750 | 0.9405 | 0.5117 | 0.7937 | 0.4288 | nan | 0.9547 | 0.0070 | 0.8381 | 0.7930 | 0.7838 | 0.8606 | 0.4480 | 0.6735 | 0.3166 | 0.0 |
194
+ | 0.1085 | 29.51 | 2420 | 0.2225 | 0.5650 | 0.6974 | 0.9033 | 0.9811 | 0.0 | 0.9693 | 0.8404 | 0.8858 | 0.9493 | 0.5061 | 0.7632 | 0.3816 | nan | 0.9550 | 0.0 | 0.8423 | 0.7940 | 0.7873 | 0.8597 | 0.4464 | 0.6708 | 0.2944 | 0.0 |
195
+ | 0.0874 | 29.76 | 2440 | 0.2147 | 0.5680 | 0.7047 | 0.9033 | 0.9776 | 0.0012 | 0.9709 | 0.8514 | 0.8785 | 0.9432 | 0.5078 | 0.7886 | 0.4235 | nan | 0.9536 | 0.0012 | 0.8450 | 0.7948 | 0.7865 | 0.8610 | 0.4482 | 0.6751 | 0.3149 | 0.0 |
196
+ | 0.1308 | 30.0 | 2460 | 0.2172 | 0.5684 | 0.7041 | 0.9037 | 0.9782 | 0.0031 | 0.9694 | 0.8474 | 0.8818 | 0.9453 | 0.5085 | 0.7910 | 0.4118 | nan | 0.9541 | 0.0031 | 0.8472 | 0.7939 | 0.7881 | 0.8610 | 0.4506 | 0.6761 | 0.3104 | 0.0 |
197
+
198
+
199
+ ### Framework versions
200
+
201
+ - Transformers 4.35.0
202
+ - Pytorch 2.0.0
203
+ - Datasets 2.1.0
204
+ - Tokenizers 0.14.1
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