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sembr2023-bert-small

Token Classification
Transformers
PyTorch
bert
Generated from Trainer
Inference Endpoints
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End of training

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  3. training_args.bin +1 -1
README.md CHANGED
@@ -25,16 +25,16 @@ model-index:
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  metrics:
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  - name: Precision
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  type: precision
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- value: 0.7649931138099412
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  - name: Recall
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  type: recall
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- value: 0.8070268128384626
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  - name: F1
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  type: f1
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- value: 0.7854480010284098
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  - name: Accuracy
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  type: accuracy
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- value: 0.9609905456415291
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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
@@ -44,14 +44,14 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [prajjwal1/bert-small](https://huggingface.co/prajjwal1/bert-small) on the sembr2023 dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.4839
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- - Precision: 0.7650
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- - Recall: 0.8070
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- - F1: 0.7854
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- - Iou: 0.6467
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- - Accuracy: 0.9610
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- - Balanced Accuracy: 0.8915
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- - Overall Accuracy: 0.9457
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  ## Model description
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@@ -71,517 +71,117 @@ More information needed
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  The following hyperparameters were used during training:
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  - learning_rate: 0.0001
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- - train_batch_size: 128
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  - eval_batch_size: 128
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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: cosine
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- - training_steps: 5000
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  ### Training results
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  | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:|
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- | 0.3786 | 0.14 | 10 | 0.3604 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.2726 | 0.28 | 20 | 0.2679 | 0.7707 | 0.4639 | 0.5792 | 0.4076 | 0.9404 | 0.7252 | 0.9280 |
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- | 0.228 | 0.42 | 30 | 0.2191 | 0.7947 | 0.6636 | 0.7232 | 0.5665 | 0.9551 | 0.8235 | 0.9375 |
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- | 0.1832 | 0.56 | 40 | 0.2054 | 0.7606 | 0.7234 | 0.7415 | 0.5892 | 0.9554 | 0.8507 | 0.9379 |
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- | 0.1562 | 0.69 | 50 | 0.1905 | 0.7870 | 0.7313 | 0.7581 | 0.6105 | 0.9587 | 0.8561 | 0.9406 |
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- | 0.1554 | 0.83 | 60 | 0.1984 | 0.7273 | 0.7784 | 0.7519 | 0.6025 | 0.9546 | 0.8750 | 0.9361 |
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- | 0.1262 | 0.97 | 70 | 0.1913 | 0.7377 | 0.7905 | 0.7632 | 0.6171 | 0.9566 | 0.8816 | 0.9388 |
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- | 0.1123 | 1.11 | 80 | 0.1831 | 0.7766 | 0.7850 | 0.7807 | 0.6403 | 0.9610 | 0.8815 | 0.9433 |
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- | 0.1249 | 1.25 | 90 | 0.1851 | 0.7370 | 0.8184 | 0.7756 | 0.6334 | 0.9581 | 0.8950 | 0.9395 |
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- | 0.1066 | 1.39 | 100 | 0.1869 | 0.7192 | 0.8333 | 0.7721 | 0.6288 | 0.9565 | 0.9009 | 0.9381 |
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- | 0.1039 | 1.53 | 110 | 0.1788 | 0.7542 | 0.8027 | 0.7777 | 0.6362 | 0.9594 | 0.8886 | 0.9413 |
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- | 0.0952 | 1.67 | 120 | 0.1773 | 0.7570 | 0.8078 | 0.7816 | 0.6415 | 0.9601 | 0.8913 | 0.9423 |
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- | 0.0893 | 1.81 | 130 | 0.1909 | 0.7379 | 0.8194 | 0.7765 | 0.6347 | 0.9583 | 0.8956 | 0.9396 |
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- | 0.0814 | 1.94 | 140 | 0.1958 | 0.7286 | 0.8279 | 0.7751 | 0.6327 | 0.9575 | 0.8990 | 0.9384 |
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- | 0.0752 | 2.08 | 150 | 0.1827 | 0.7508 | 0.8233 | 0.7854 | 0.6466 | 0.9602 | 0.8984 | 0.9422 |
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- | 0.0769 | 2.22 | 160 | 0.1970 | 0.7407 | 0.8316 | 0.7835 | 0.6441 | 0.9593 | 0.9017 | 0.9397 |
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- | 0.0746 | 2.36 | 170 | 0.1960 | 0.7404 | 0.8320 | 0.7836 | 0.6441 | 0.9593 | 0.9018 | 0.9397 |
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- | 0.0596 | 2.5 | 180 | 0.2060 | 0.7389 | 0.8363 | 0.7846 | 0.6456 | 0.9594 | 0.9038 | 0.9402 |
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- | 0.067 | 2.64 | 190 | 0.1771 | 0.7742 | 0.8065 | 0.7900 | 0.6529 | 0.9621 | 0.8918 | 0.9459 |
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- | 0.0594 | 2.78 | 200 | 0.1989 | 0.7453 | 0.8113 | 0.7769 | 0.6352 | 0.9588 | 0.8922 | 0.9416 |
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- | 0.0584 | 2.92 | 210 | 0.1929 | 0.7389 | 0.8317 | 0.7826 | 0.6428 | 0.9591 | 0.9016 | 0.9419 |
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- | 0.0548 | 3.06 | 220 | 0.1932 | 0.7418 | 0.8279 | 0.7825 | 0.6427 | 0.9593 | 0.9000 | 0.9418 |
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- | 0.0516 | 3.19 | 230 | 0.1996 | 0.7485 | 0.8231 | 0.7840 | 0.6448 | 0.9599 | 0.8981 | 0.9431 |
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- | 0.0555 | 3.33 | 240 | 0.2105 | 0.7440 | 0.8246 | 0.7822 | 0.6424 | 0.9594 | 0.8985 | 0.9426 |
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- | 0.0435 | 3.47 | 250 | 0.2030 | 0.7626 | 0.8094 | 0.7853 | 0.6465 | 0.9608 | 0.8925 | 0.9443 |
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- | 0.0514 | 3.61 | 260 | 0.2121 | 0.7467 | 0.8120 | 0.7780 | 0.6366 | 0.9590 | 0.8927 | 0.9428 |
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- | 0.0421 | 3.75 | 270 | 0.1854 | 0.7865 | 0.7900 | 0.7882 | 0.6505 | 0.9624 | 0.8846 | 0.9477 |
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- | 0.0448 | 3.89 | 280 | 0.2056 | 0.7547 | 0.8227 | 0.7872 | 0.6491 | 0.9607 | 0.8984 | 0.9442 |
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- | 0.0512 | 4.03 | 290 | 0.2104 | 0.7482 | 0.8193 | 0.7821 | 0.6422 | 0.9596 | 0.8963 | 0.9439 |
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- | 0.0379 | 4.17 | 300 | 0.2076 | 0.7682 | 0.8091 | 0.7882 | 0.6504 | 0.9615 | 0.8927 | 0.9459 |
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- | 0.0385 | 4.31 | 310 | 0.2209 | 0.7590 | 0.8089 | 0.7832 | 0.6436 | 0.9604 | 0.8920 | 0.9447 |
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- | 0.0332 | 4.44 | 320 | 0.2233 | 0.7661 | 0.8040 | 0.7846 | 0.6456 | 0.9609 | 0.8901 | 0.9449 |
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- | 0.0409 | 4.58 | 330 | 0.2163 | 0.7585 | 0.8103 | 0.7836 | 0.6442 | 0.9604 | 0.8926 | 0.9455 |
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- | 0.0337 | 4.72 | 340 | 0.2314 | 0.7364 | 0.8333 | 0.7819 | 0.6419 | 0.9589 | 0.9022 | 0.9430 |
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- | 0.0355 | 4.86 | 350 | 0.2272 | 0.7568 | 0.8213 | 0.7877 | 0.6498 | 0.9608 | 0.8978 | 0.9444 |
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- | 0.0392 | 5.0 | 360 | 0.2143 | 0.7863 | 0.7891 | 0.7877 | 0.6497 | 0.9624 | 0.8841 | 0.9472 |
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- | 0.0334 | 5.14 | 370 | 0.2339 | 0.7542 | 0.8221 | 0.7867 | 0.6483 | 0.9605 | 0.8980 | 0.9448 |
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- | 0.0334 | 5.28 | 380 | 0.2354 | 0.7481 | 0.8218 | 0.7832 | 0.6437 | 0.9598 | 0.8975 | 0.9438 |
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- | 0.0288 | 5.42 | 390 | 0.2270 | 0.7619 | 0.8148 | 0.7875 | 0.6494 | 0.9611 | 0.8951 | 0.9456 |
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- | 0.0296 | 5.56 | 400 | 0.2436 | 0.7608 | 0.8142 | 0.7866 | 0.6482 | 0.9609 | 0.8947 | 0.9449 |
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- | 0.023 | 5.69 | 410 | 0.2229 | 0.7748 | 0.7955 | 0.7850 | 0.6461 | 0.9614 | 0.8865 | 0.9468 |
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- | 0.0258 | 5.83 | 420 | 0.2433 | 0.7489 | 0.8152 | 0.7807 | 0.6402 | 0.9595 | 0.8943 | 0.9439 |
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- | 0.0248 | 5.97 | 430 | 0.2469 | 0.7524 | 0.8119 | 0.7810 | 0.6407 | 0.9597 | 0.8930 | 0.9448 |
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- | 0.0266 | 6.11 | 440 | 0.2457 | 0.7560 | 0.8101 | 0.7821 | 0.6422 | 0.9601 | 0.8923 | 0.9448 |
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- | 0.0323 | 6.25 | 450 | 0.2511 | 0.7542 | 0.8156 | 0.7837 | 0.6444 | 0.9602 | 0.8949 | 0.9448 |
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- | 0.0264 | 6.39 | 460 | 0.2427 | 0.7575 | 0.8086 | 0.7822 | 0.6423 | 0.9602 | 0.8917 | 0.9455 |
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- | 0.0249 | 6.53 | 470 | 0.2628 | 0.7363 | 0.8263 | 0.7787 | 0.6377 | 0.9585 | 0.8988 | 0.9434 |
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- | 0.0256 | 6.67 | 480 | 0.2579 | 0.7537 | 0.8138 | 0.7826 | 0.6428 | 0.9600 | 0.8940 | 0.9452 |
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- | 0.0234 | 6.81 | 490 | 0.2526 | 0.7481 | 0.8150 | 0.7801 | 0.6394 | 0.9593 | 0.8942 | 0.9441 |
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- | 0.0238 | 6.94 | 500 | 0.2732 | 0.7274 | 0.8283 | 0.7746 | 0.6321 | 0.9573 | 0.8991 | 0.9415 |
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- | 0.024 | 7.08 | 510 | 0.2595 | 0.7537 | 0.8109 | 0.7812 | 0.6410 | 0.9598 | 0.8926 | 0.9447 |
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- | 0.0196 | 7.22 | 520 | 0.2730 | 0.7306 | 0.8271 | 0.7759 | 0.6338 | 0.9577 | 0.8988 | 0.9420 |
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- | 0.0219 | 7.36 | 530 | 0.2786 | 0.7345 | 0.8226 | 0.7761 | 0.6341 | 0.9580 | 0.8969 | 0.9419 |
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- | 0.0206 | 7.5 | 540 | 0.2779 | 0.7417 | 0.8220 | 0.7798 | 0.6390 | 0.9589 | 0.8971 | 0.9430 |
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- | 0.0181 | 7.64 | 550 | 0.2661 | 0.7572 | 0.8033 | 0.7796 | 0.6388 | 0.9598 | 0.8892 | 0.9448 |
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- | 0.016 | 7.78 | 560 | 0.2602 | 0.7637 | 0.8072 | 0.7848 | 0.6458 | 0.9608 | 0.8915 | 0.9460 |
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- | 0.0187 | 7.92 | 570 | 0.2881 | 0.7439 | 0.8216 | 0.7808 | 0.6404 | 0.9592 | 0.8971 | 0.9437 |
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- | 0.0161 | 8.06 | 580 | 0.2817 | 0.7441 | 0.8187 | 0.7796 | 0.6388 | 0.9591 | 0.8957 | 0.9435 |
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- | 0.0156 | 8.19 | 590 | 0.2845 | 0.7571 | 0.8097 | 0.7825 | 0.6427 | 0.9602 | 0.8922 | 0.9445 |
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- | 0.0153 | 8.33 | 600 | 0.2830 | 0.7472 | 0.8185 | 0.7812 | 0.6410 | 0.9594 | 0.8958 | 0.9440 |
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- | 0.0186 | 8.47 | 610 | 0.2864 | 0.7424 | 0.8175 | 0.7781 | 0.6368 | 0.9587 | 0.8950 | 0.9437 |
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- | 0.0159 | 8.61 | 620 | 0.2820 | 0.7658 | 0.7941 | 0.7797 | 0.6389 | 0.9603 | 0.8853 | 0.9454 |
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- | 0.0167 | 8.75 | 630 | 0.2830 | 0.7613 | 0.8020 | 0.7811 | 0.6408 | 0.9602 | 0.8888 | 0.9450 |
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- | 0.0148 | 8.89 | 640 | 0.2972 | 0.7451 | 0.8168 | 0.7793 | 0.6384 | 0.9591 | 0.8948 | 0.9433 |
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- | 0.0147 | 9.03 | 650 | 0.2938 | 0.7553 | 0.8033 | 0.7786 | 0.6375 | 0.9596 | 0.8890 | 0.9441 |
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- | 0.0138 | 9.17 | 660 | 0.3047 | 0.7557 | 0.8057 | 0.7799 | 0.6392 | 0.9598 | 0.8902 | 0.9439 |
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- | 0.016 | 9.31 | 670 | 0.3054 | 0.7669 | 0.7946 | 0.7805 | 0.64 | 0.9605 | 0.8856 | 0.9456 |
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- | 0.0122 | 9.44 | 680 | 0.2948 | 0.7447 | 0.8193 | 0.7802 | 0.6396 | 0.9592 | 0.8960 | 0.9435 |
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- | 0.0117 | 9.58 | 690 | 0.3017 | 0.7593 | 0.8077 | 0.7827 | 0.6430 | 0.9603 | 0.8914 | 0.9448 |
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- | 0.0146 | 9.72 | 700 | 0.3142 | 0.7422 | 0.8209 | 0.7796 | 0.6387 | 0.9589 | 0.8966 | 0.9434 |
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- | 0.012 | 9.86 | 710 | 0.3122 | 0.7451 | 0.8153 | 0.7786 | 0.6375 | 0.9590 | 0.8941 | 0.9438 |
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- | 0.0122 | 10.0 | 720 | 0.3008 | 0.7450 | 0.8152 | 0.7785 | 0.6373 | 0.9590 | 0.8941 | 0.9440 |
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- | 0.0108 | 10.14 | 730 | 0.3244 | 0.7457 | 0.8204 | 0.7813 | 0.6410 | 0.9594 | 0.8966 | 0.9435 |
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- | 0.0111 | 10.28 | 740 | 0.3112 | 0.7595 | 0.8008 | 0.7796 | 0.6388 | 0.9599 | 0.8881 | 0.9451 |
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- | 0.0117 | 10.42 | 750 | 0.3191 | 0.7525 | 0.8110 | 0.7807 | 0.6403 | 0.9597 | 0.8926 | 0.9438 |
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- | 0.0123 | 10.56 | 760 | 0.3327 | 0.7443 | 0.8176 | 0.7792 | 0.6383 | 0.9590 | 0.8952 | 0.9432 |
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- | 0.011 | 10.69 | 770 | 0.3103 | 0.7606 | 0.8068 | 0.7830 | 0.6434 | 0.9604 | 0.8911 | 0.9454 |
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- | 0.0103 | 10.83 | 780 | 0.3118 | 0.7556 | 0.8080 | 0.7809 | 0.6405 | 0.9599 | 0.8913 | 0.9445 |
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- | 0.0105 | 10.97 | 790 | 0.3136 | 0.7574 | 0.8156 | 0.7854 | 0.6467 | 0.9606 | 0.8951 | 0.9451 |
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- | 0.0119 | 11.11 | 800 | 0.3102 | 0.7632 | 0.8099 | 0.7859 | 0.6472 | 0.9609 | 0.8928 | 0.9454 |
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- | 0.0102 | 11.25 | 810 | 0.3356 | 0.7441 | 0.8179 | 0.7793 | 0.6384 | 0.9590 | 0.8953 | 0.9435 |
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- | 0.0128 | 11.39 | 820 | 0.3284 | 0.7539 | 0.8119 | 0.7818 | 0.6418 | 0.9599 | 0.8931 | 0.9448 |
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- | 0.0096 | 11.53 | 830 | 0.3300 | 0.7561 | 0.7999 | 0.7774 | 0.6358 | 0.9595 | 0.8874 | 0.9445 |
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- | 0.0103 | 11.67 | 840 | 0.3261 | 0.7386 | 0.8202 | 0.7773 | 0.6357 | 0.9584 | 0.8960 | 0.9429 |
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- | 0.0096 | 11.81 | 850 | 0.3155 | 0.7638 | 0.8039 | 0.7833 | 0.6438 | 0.9607 | 0.8899 | 0.9454 |
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- | 0.0109 | 11.94 | 860 | 0.3285 | 0.7563 | 0.8049 | 0.7798 | 0.6391 | 0.9598 | 0.8899 | 0.9443 |
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- | 0.0063 | 12.08 | 870 | 0.3317 | 0.7397 | 0.8233 | 0.7793 | 0.6384 | 0.9587 | 0.8976 | 0.9432 |
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- | 0.0085 | 12.22 | 880 | 0.3379 | 0.7455 | 0.8175 | 0.7798 | 0.6391 | 0.9592 | 0.8952 | 0.9441 |
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- | 0.0099 | 12.36 | 890 | 0.3257 | 0.7578 | 0.7982 | 0.7775 | 0.6360 | 0.9596 | 0.8867 | 0.9453 |
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- | 0.008 | 12.5 | 900 | 0.3343 | 0.7587 | 0.8064 | 0.7818 | 0.6418 | 0.9602 | 0.8907 | 0.9451 |
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- | 0.0071 | 12.64 | 910 | 0.3436 | 0.7483 | 0.8114 | 0.7786 | 0.6374 | 0.9592 | 0.8924 | 0.9443 |
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- | 0.0088 | 12.78 | 920 | 0.3303 | 0.7599 | 0.8061 | 0.7823 | 0.6425 | 0.9603 | 0.8907 | 0.9456 |
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- | 0.0076 | 12.92 | 930 | 0.3287 | 0.7550 | 0.8136 | 0.7832 | 0.6437 | 0.9601 | 0.8940 | 0.9449 |
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- | 0.0071 | 13.06 | 940 | 0.3328 | 0.7530 | 0.8123 | 0.7815 | 0.6414 | 0.9598 | 0.8932 | 0.9444 |
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- | 0.0063 | 13.19 | 950 | 0.3524 | 0.7543 | 0.8105 | 0.7814 | 0.6412 | 0.9599 | 0.8924 | 0.9450 |
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- | 0.0078 | 13.33 | 960 | 0.3379 | 0.7544 | 0.8201 | 0.7859 | 0.6473 | 0.9605 | 0.8971 | 0.9448 |
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- | 0.0062 | 13.47 | 970 | 0.3460 | 0.7566 | 0.8066 | 0.7808 | 0.6404 | 0.9599 | 0.8907 | 0.9450 |
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- | 0.006 | 13.61 | 980 | 0.3396 | 0.7706 | 0.7926 | 0.7815 | 0.6413 | 0.9608 | 0.8849 | 0.9460 |
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- | 0.0069 | 13.75 | 990 | 0.3398 | 0.7579 | 0.8029 | 0.7798 | 0.6390 | 0.9599 | 0.8890 | 0.9451 |
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- | 0.0085 | 13.89 | 1000 | 0.3497 | 0.7402 | 0.8142 | 0.7754 | 0.6332 | 0.9583 | 0.8932 | 0.9432 |
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- | 0.006 | 14.03 | 1010 | 0.3541 | 0.7529 | 0.8003 | 0.7758 | 0.6338 | 0.9591 | 0.8874 | 0.9442 |
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- | 0.0075 | 14.17 | 1020 | 0.3348 | 0.7624 | 0.8000 | 0.7807 | 0.6403 | 0.9602 | 0.8879 | 0.9454 |
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- | 0.0059 | 14.31 | 1030 | 0.3403 | 0.7631 | 0.7983 | 0.7803 | 0.6398 | 0.9602 | 0.8871 | 0.9451 |
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- | 0.0074 | 14.44 | 1040 | 0.3575 | 0.7458 | 0.8152 | 0.7789 | 0.6379 | 0.9591 | 0.8941 | 0.9438 |
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- | 0.0073 | 14.58 | 1050 | 0.3481 | 0.7486 | 0.8070 | 0.7767 | 0.6349 | 0.9589 | 0.8904 | 0.9441 |
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- | 0.0076 | 14.72 | 1060 | 0.3553 | 0.7475 | 0.8065 | 0.7759 | 0.6338 | 0.9588 | 0.8900 | 0.9437 |
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- | 0.0061 | 14.86 | 1070 | 0.3652 | 0.7498 | 0.8058 | 0.7768 | 0.6351 | 0.9590 | 0.8899 | 0.9439 |
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- | 0.0068 | 15.0 | 1080 | 0.3581 | 0.7534 | 0.8037 | 0.7777 | 0.6363 | 0.9594 | 0.8891 | 0.9440 |
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- | 0.0057 | 15.14 | 1090 | 0.3724 | 0.7491 | 0.8123 | 0.7794 | 0.6386 | 0.9593 | 0.8929 | 0.9436 |
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- | 0.005 | 15.28 | 1100 | 0.3613 | 0.7546 | 0.8085 | 0.7806 | 0.6401 | 0.9598 | 0.8915 | 0.9446 |
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- | 0.0052 | 15.42 | 1110 | 0.3663 | 0.7490 | 0.8105 | 0.7785 | 0.6374 | 0.9592 | 0.8921 | 0.9437 |
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- | 0.0067 | 15.56 | 1120 | 0.3589 | 0.7465 | 0.8093 | 0.7766 | 0.6348 | 0.9588 | 0.8913 | 0.9443 |
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- | 0.0068 | 15.69 | 1130 | 0.3712 | 0.7536 | 0.8123 | 0.7818 | 0.6418 | 0.9599 | 0.8933 | 0.9447 |
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- | 0.0055 | 15.83 | 1140 | 0.3702 | 0.7447 | 0.8192 | 0.7802 | 0.6396 | 0.9592 | 0.8960 | 0.9439 |
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- | 0.0061 | 15.97 | 1150 | 0.3716 | 0.7469 | 0.8126 | 0.7783 | 0.6371 | 0.9591 | 0.8929 | 0.9436 |
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- | 0.0059 | 16.11 | 1160 | 0.3541 | 0.7693 | 0.7991 | 0.7839 | 0.6446 | 0.9610 | 0.8879 | 0.9457 |
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- | 0.0054 | 16.25 | 1170 | 0.3453 | 0.7579 | 0.7991 | 0.7779 | 0.6366 | 0.9596 | 0.8872 | 0.9445 |
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- | 0.0058 | 16.39 | 1180 | 0.3876 | 0.7493 | 0.8146 | 0.7806 | 0.6401 | 0.9595 | 0.8941 | 0.9436 |
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- | 0.0051 | 16.53 | 1190 | 0.3688 | 0.7498 | 0.8126 | 0.7799 | 0.6392 | 0.9594 | 0.8931 | 0.9439 |
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- | 0.0039 | 16.67 | 1200 | 0.3807 | 0.7451 | 0.8152 | 0.7786 | 0.6374 | 0.9590 | 0.8941 | 0.9438 |
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- | 0.0048 | 16.81 | 1210 | 0.3827 | 0.7506 | 0.8118 | 0.7800 | 0.6393 | 0.9595 | 0.8928 | 0.9442 |
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- | 0.0071 | 16.94 | 1220 | 0.3744 | 0.7480 | 0.8098 | 0.7777 | 0.6362 | 0.9590 | 0.8917 | 0.9434 |
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- | 0.0058 | 17.08 | 1230 | 0.3820 | 0.7541 | 0.8081 | 0.7802 | 0.6396 | 0.9597 | 0.8913 | 0.9441 |
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- | 0.0058 | 17.22 | 1240 | 0.3848 | 0.7515 | 0.8068 | 0.7781 | 0.6368 | 0.9593 | 0.8904 | 0.9440 |
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- | 0.0072 | 17.36 | 1250 | 0.3794 | 0.7579 | 0.8012 | 0.7789 | 0.6379 | 0.9598 | 0.8882 | 0.9441 |
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- | 0.0048 | 17.5 | 1260 | 0.3849 | 0.7514 | 0.8066 | 0.7781 | 0.6367 | 0.9593 | 0.8904 | 0.9439 |
211
- | 0.0056 | 17.64 | 1270 | 0.3788 | 0.7495 | 0.8076 | 0.7775 | 0.6359 | 0.9591 | 0.8907 | 0.9440 |
212
- | 0.0058 | 17.78 | 1280 | 0.3743 | 0.7611 | 0.8016 | 0.7808 | 0.6405 | 0.9602 | 0.8886 | 0.9447 |
213
- | 0.0043 | 17.92 | 1290 | 0.3709 | 0.7539 | 0.8069 | 0.7795 | 0.6387 | 0.9596 | 0.8907 | 0.9445 |
214
- | 0.0038 | 18.06 | 1300 | 0.3700 | 0.7645 | 0.7996 | 0.7817 | 0.6416 | 0.9605 | 0.8879 | 0.9456 |
215
- | 0.0043 | 18.19 | 1310 | 0.3651 | 0.7506 | 0.8057 | 0.7772 | 0.6355 | 0.9591 | 0.8899 | 0.9436 |
216
- | 0.0051 | 18.33 | 1320 | 0.3753 | 0.7614 | 0.7999 | 0.7802 | 0.6396 | 0.9601 | 0.8878 | 0.9448 |
217
- | 0.0042 | 18.47 | 1330 | 0.3787 | 0.7615 | 0.7992 | 0.7799 | 0.6392 | 0.9601 | 0.8875 | 0.9449 |
218
- | 0.0048 | 18.61 | 1340 | 0.3814 | 0.7517 | 0.8148 | 0.7820 | 0.6420 | 0.9598 | 0.8943 | 0.9440 |
219
- | 0.0056 | 18.75 | 1350 | 0.3846 | 0.7532 | 0.8122 | 0.7816 | 0.6415 | 0.9598 | 0.8932 | 0.9442 |
220
- | 0.0042 | 18.89 | 1360 | 0.3901 | 0.7504 | 0.8114 | 0.7797 | 0.6390 | 0.9594 | 0.8926 | 0.9443 |
221
- | 0.0036 | 19.03 | 1370 | 0.3650 | 0.7631 | 0.8007 | 0.7814 | 0.6413 | 0.9604 | 0.8883 | 0.9452 |
222
- | 0.0038 | 19.17 | 1380 | 0.3891 | 0.7574 | 0.8086 | 0.7822 | 0.6423 | 0.9601 | 0.8917 | 0.9446 |
223
- | 0.0036 | 19.31 | 1390 | 0.3921 | 0.7432 | 0.8161 | 0.7780 | 0.6366 | 0.9588 | 0.8944 | 0.9430 |
224
- | 0.0033 | 19.44 | 1400 | 0.3960 | 0.7474 | 0.8114 | 0.7781 | 0.6368 | 0.9591 | 0.8924 | 0.9436 |
225
- | 0.0042 | 19.58 | 1410 | 0.3877 | 0.7591 | 0.8078 | 0.7827 | 0.6430 | 0.9603 | 0.8915 | 0.9450 |
226
- | 0.0039 | 19.72 | 1420 | 0.3956 | 0.7652 | 0.8017 | 0.7830 | 0.6434 | 0.9607 | 0.8889 | 0.9453 |
227
- | 0.0031 | 19.86 | 1430 | 0.3917 | 0.7474 | 0.8169 | 0.7806 | 0.6402 | 0.9594 | 0.8951 | 0.9437 |
228
- | 0.0032 | 20.0 | 1440 | 0.3687 | 0.7640 | 0.8029 | 0.7830 | 0.6433 | 0.9606 | 0.8894 | 0.9454 |
229
- | 0.0032 | 20.14 | 1450 | 0.3719 | 0.7674 | 0.7954 | 0.7812 | 0.6409 | 0.9606 | 0.8860 | 0.9456 |
230
- | 0.0035 | 20.28 | 1460 | 0.3923 | 0.7607 | 0.8003 | 0.7800 | 0.6393 | 0.9601 | 0.8879 | 0.9451 |
231
- | 0.0037 | 20.42 | 1470 | 0.3912 | 0.7582 | 0.8044 | 0.7806 | 0.6402 | 0.9600 | 0.8897 | 0.9450 |
232
- | 0.0044 | 20.56 | 1480 | 0.3995 | 0.7535 | 0.8077 | 0.7797 | 0.6389 | 0.9596 | 0.8910 | 0.9443 |
233
- | 0.0035 | 20.69 | 1490 | 0.4084 | 0.7539 | 0.8045 | 0.7784 | 0.6372 | 0.9595 | 0.8895 | 0.9442 |
234
- | 0.0032 | 20.83 | 1500 | 0.3938 | 0.7506 | 0.8048 | 0.7767 | 0.6350 | 0.9591 | 0.8894 | 0.9441 |
235
- | 0.0044 | 20.97 | 1510 | 0.3885 | 0.7514 | 0.8062 | 0.7779 | 0.6365 | 0.9593 | 0.8902 | 0.9441 |
236
- | 0.0039 | 21.11 | 1520 | 0.3715 | 0.7595 | 0.8053 | 0.7817 | 0.6417 | 0.9602 | 0.8903 | 0.9454 |
237
- | 0.0026 | 21.25 | 1530 | 0.3765 | 0.7629 | 0.8053 | 0.7835 | 0.6441 | 0.9606 | 0.8905 | 0.9456 |
238
- | 0.0034 | 21.39 | 1540 | 0.3906 | 0.7555 | 0.8081 | 0.7809 | 0.6406 | 0.9599 | 0.8913 | 0.9445 |
239
- | 0.004 | 21.53 | 1550 | 0.4022 | 0.7586 | 0.8098 | 0.7834 | 0.6439 | 0.9604 | 0.8924 | 0.9448 |
240
- | 0.0031 | 21.67 | 1560 | 0.4074 | 0.7589 | 0.8123 | 0.7847 | 0.6457 | 0.9606 | 0.8936 | 0.9448 |
241
- | 0.0035 | 21.81 | 1570 | 0.3964 | 0.7589 | 0.8099 | 0.7836 | 0.6442 | 0.9604 | 0.8925 | 0.9450 |
242
- | 0.003 | 21.94 | 1580 | 0.4001 | 0.7560 | 0.8057 | 0.7801 | 0.6394 | 0.9598 | 0.8902 | 0.9446 |
243
- | 0.0043 | 22.08 | 1590 | 0.4120 | 0.7503 | 0.8131 | 0.7804 | 0.6399 | 0.9595 | 0.8934 | 0.9437 |
244
- | 0.0029 | 22.22 | 1600 | 0.4000 | 0.7576 | 0.8103 | 0.7831 | 0.6435 | 0.9603 | 0.8926 | 0.9445 |
245
- | 0.0035 | 22.36 | 1610 | 0.4009 | 0.7548 | 0.8072 | 0.7801 | 0.6395 | 0.9597 | 0.8909 | 0.9443 |
246
- | 0.0034 | 22.5 | 1620 | 0.4054 | 0.7536 | 0.8119 | 0.7817 | 0.6416 | 0.9599 | 0.8931 | 0.9440 |
247
- | 0.0033 | 22.64 | 1630 | 0.4037 | 0.7592 | 0.8023 | 0.7801 | 0.6395 | 0.9600 | 0.8888 | 0.9446 |
248
- | 0.0029 | 22.78 | 1640 | 0.4038 | 0.7641 | 0.7979 | 0.7806 | 0.6402 | 0.9603 | 0.8870 | 0.9449 |
249
- | 0.0047 | 22.92 | 1650 | 0.3862 | 0.7703 | 0.7932 | 0.7815 | 0.6414 | 0.9608 | 0.8851 | 0.9457 |
250
- | 0.0023 | 23.06 | 1660 | 0.3970 | 0.7682 | 0.8052 | 0.7863 | 0.6478 | 0.9613 | 0.8908 | 0.9459 |
251
- | 0.0033 | 23.19 | 1670 | 0.4160 | 0.7559 | 0.8109 | 0.7824 | 0.6426 | 0.9601 | 0.8927 | 0.9446 |
252
- | 0.0029 | 23.33 | 1680 | 0.4021 | 0.7485 | 0.8135 | 0.7797 | 0.6389 | 0.9593 | 0.8935 | 0.9441 |
253
- | 0.0029 | 23.47 | 1690 | 0.3981 | 0.7554 | 0.8074 | 0.7806 | 0.6401 | 0.9598 | 0.8910 | 0.9444 |
254
- | 0.0029 | 23.61 | 1700 | 0.3970 | 0.7594 | 0.8068 | 0.7824 | 0.6425 | 0.9603 | 0.8910 | 0.9451 |
255
- | 0.0025 | 23.75 | 1710 | 0.4032 | 0.7551 | 0.8128 | 0.7829 | 0.6433 | 0.9601 | 0.8936 | 0.9447 |
256
- | 0.0033 | 23.89 | 1720 | 0.4041 | 0.7587 | 0.8045 | 0.7809 | 0.6406 | 0.9601 | 0.8898 | 0.9447 |
257
- | 0.0033 | 24.03 | 1730 | 0.4074 | 0.7558 | 0.8016 | 0.7780 | 0.6367 | 0.9595 | 0.8882 | 0.9443 |
258
- | 0.0027 | 24.17 | 1740 | 0.4024 | 0.7603 | 0.7986 | 0.7790 | 0.6380 | 0.9599 | 0.8871 | 0.9449 |
259
- | 0.0024 | 24.31 | 1750 | 0.4059 | 0.7521 | 0.8072 | 0.7787 | 0.6376 | 0.9594 | 0.8907 | 0.9442 |
260
- | 0.0031 | 24.44 | 1760 | 0.4207 | 0.7526 | 0.8087 | 0.7797 | 0.6389 | 0.9596 | 0.8915 | 0.9440 |
261
- | 0.0025 | 24.58 | 1770 | 0.3970 | 0.7581 | 0.8060 | 0.7813 | 0.6411 | 0.9601 | 0.8905 | 0.9449 |
262
- | 0.0031 | 24.72 | 1780 | 0.4035 | 0.7616 | 0.8025 | 0.7815 | 0.6414 | 0.9603 | 0.8891 | 0.9454 |
263
- | 0.0023 | 24.86 | 1790 | 0.4131 | 0.7589 | 0.8015 | 0.7796 | 0.6388 | 0.9599 | 0.8884 | 0.9449 |
264
- | 0.0025 | 25.0 | 1800 | 0.4089 | 0.7595 | 0.8043 | 0.7812 | 0.6410 | 0.9601 | 0.8898 | 0.9450 |
265
- | 0.0017 | 25.14 | 1810 | 0.3980 | 0.7654 | 0.7969 | 0.7808 | 0.6404 | 0.9604 | 0.8866 | 0.9454 |
266
- | 0.0022 | 25.28 | 1820 | 0.4053 | 0.7719 | 0.7942 | 0.7829 | 0.6432 | 0.9610 | 0.8857 | 0.9457 |
267
- | 0.0032 | 25.42 | 1830 | 0.4137 | 0.7609 | 0.8043 | 0.7820 | 0.6420 | 0.9603 | 0.8899 | 0.9449 |
268
- | 0.0021 | 25.56 | 1840 | 0.4172 | 0.7696 | 0.7995 | 0.7843 | 0.6451 | 0.9611 | 0.8881 | 0.9454 |
269
- | 0.0025 | 25.69 | 1850 | 0.4136 | 0.7648 | 0.8048 | 0.7843 | 0.6451 | 0.9608 | 0.8904 | 0.9457 |
270
- | 0.0023 | 25.83 | 1860 | 0.4130 | 0.7595 | 0.8069 | 0.7825 | 0.6427 | 0.9603 | 0.8910 | 0.9451 |
271
- | 0.0036 | 25.97 | 1870 | 0.4134 | 0.7610 | 0.8064 | 0.7830 | 0.6434 | 0.9605 | 0.8909 | 0.9449 |
272
- | 0.0022 | 26.11 | 1880 | 0.4301 | 0.7411 | 0.8176 | 0.7774 | 0.6359 | 0.9586 | 0.8949 | 0.9428 |
273
- | 0.0027 | 26.25 | 1890 | 0.4236 | 0.7507 | 0.8153 | 0.7817 | 0.6416 | 0.9597 | 0.8945 | 0.9437 |
274
- | 0.0026 | 26.39 | 1900 | 0.4176 | 0.7596 | 0.8036 | 0.7810 | 0.6406 | 0.9601 | 0.8894 | 0.9443 |
275
- | 0.0025 | 26.53 | 1910 | 0.4256 | 0.7545 | 0.8090 | 0.7808 | 0.6404 | 0.9598 | 0.8917 | 0.9442 |
276
- | 0.003 | 26.67 | 1920 | 0.4150 | 0.7623 | 0.8036 | 0.7824 | 0.6426 | 0.9605 | 0.8896 | 0.9451 |
277
- | 0.0013 | 26.81 | 1930 | 0.4112 | 0.7723 | 0.7953 | 0.7836 | 0.6442 | 0.9611 | 0.8863 | 0.9459 |
278
- | 0.0024 | 26.94 | 1940 | 0.4151 | 0.7538 | 0.8097 | 0.7807 | 0.6403 | 0.9598 | 0.8920 | 0.9446 |
279
- | 0.0013 | 27.08 | 1950 | 0.4324 | 0.7548 | 0.8073 | 0.7801 | 0.6395 | 0.9597 | 0.8909 | 0.9442 |
280
- | 0.0017 | 27.22 | 1960 | 0.4301 | 0.7509 | 0.8152 | 0.7817 | 0.6416 | 0.9597 | 0.8945 | 0.9443 |
281
- | 0.002 | 27.36 | 1970 | 0.4316 | 0.7656 | 0.8064 | 0.7855 | 0.6467 | 0.9610 | 0.8912 | 0.9454 |
282
- | 0.002 | 27.5 | 1980 | 0.4170 | 0.7676 | 0.8011 | 0.7840 | 0.6447 | 0.9609 | 0.8888 | 0.9456 |
283
- | 0.0022 | 27.64 | 1990 | 0.4234 | 0.7520 | 0.8090 | 0.7795 | 0.6386 | 0.9595 | 0.8916 | 0.9443 |
284
- | 0.0018 | 27.78 | 2000 | 0.4183 | 0.7538 | 0.8090 | 0.7805 | 0.6400 | 0.9597 | 0.8917 | 0.9444 |
285
- | 0.0023 | 27.92 | 2010 | 0.4266 | 0.7567 | 0.8065 | 0.7808 | 0.6404 | 0.9599 | 0.8907 | 0.9448 |
286
- | 0.0024 | 28.06 | 2020 | 0.4034 | 0.7700 | 0.7996 | 0.7846 | 0.6455 | 0.9611 | 0.8882 | 0.9463 |
287
- | 0.0023 | 28.19 | 2030 | 0.4265 | 0.7704 | 0.8003 | 0.7850 | 0.6462 | 0.9612 | 0.8886 | 0.9459 |
288
- | 0.0032 | 28.33 | 2040 | 0.4336 | 0.7602 | 0.8060 | 0.7824 | 0.6426 | 0.9603 | 0.8906 | 0.9448 |
289
- | 0.0019 | 28.47 | 2050 | 0.4383 | 0.7502 | 0.8106 | 0.7793 | 0.6383 | 0.9594 | 0.8922 | 0.9440 |
290
- | 0.0019 | 28.61 | 2060 | 0.4297 | 0.7598 | 0.8015 | 0.7801 | 0.6395 | 0.9600 | 0.8884 | 0.9449 |
291
- | 0.0024 | 28.75 | 2070 | 0.4322 | 0.7456 | 0.8143 | 0.7785 | 0.6373 | 0.9590 | 0.8937 | 0.9439 |
292
- | 0.0029 | 28.89 | 2080 | 0.4153 | 0.7643 | 0.7963 | 0.7800 | 0.6393 | 0.9603 | 0.8862 | 0.9454 |
293
- | 0.002 | 29.03 | 2090 | 0.4276 | 0.7661 | 0.7949 | 0.7802 | 0.6397 | 0.9604 | 0.8857 | 0.9451 |
294
- | 0.0023 | 29.17 | 2100 | 0.4291 | 0.7714 | 0.7900 | 0.7806 | 0.6402 | 0.9607 | 0.8836 | 0.9455 |
295
- | 0.0022 | 29.31 | 2110 | 0.4216 | 0.7615 | 0.8021 | 0.7813 | 0.6411 | 0.9603 | 0.8889 | 0.9452 |
296
- | 0.0018 | 29.44 | 2120 | 0.4274 | 0.7514 | 0.8111 | 0.7801 | 0.6395 | 0.9595 | 0.8925 | 0.9442 |
297
- | 0.0018 | 29.58 | 2130 | 0.4260 | 0.7585 | 0.8013 | 0.7793 | 0.6384 | 0.9598 | 0.8883 | 0.9445 |
298
- | 0.002 | 29.72 | 2140 | 0.4303 | 0.7654 | 0.7995 | 0.7821 | 0.6422 | 0.9606 | 0.8879 | 0.9454 |
299
- | 0.0013 | 29.86 | 2150 | 0.4249 | 0.7616 | 0.8032 | 0.7818 | 0.6418 | 0.9603 | 0.8894 | 0.9451 |
300
- | 0.0015 | 30.0 | 2160 | 0.4260 | 0.7588 | 0.8023 | 0.7799 | 0.6392 | 0.9599 | 0.8888 | 0.9446 |
301
- | 0.0018 | 30.14 | 2170 | 0.4369 | 0.7561 | 0.8002 | 0.7775 | 0.6360 | 0.9595 | 0.8876 | 0.9442 |
302
- | 0.0015 | 30.28 | 2180 | 0.4265 | 0.7636 | 0.7986 | 0.7807 | 0.6403 | 0.9603 | 0.8873 | 0.9450 |
303
- | 0.0019 | 30.42 | 2190 | 0.4213 | 0.7669 | 0.7922 | 0.7794 | 0.6385 | 0.9603 | 0.8844 | 0.9454 |
304
- | 0.0021 | 30.56 | 2200 | 0.4408 | 0.7503 | 0.8099 | 0.7790 | 0.6380 | 0.9593 | 0.8919 | 0.9438 |
305
- | 0.002 | 30.69 | 2210 | 0.4349 | 0.7528 | 0.8116 | 0.7811 | 0.6408 | 0.9598 | 0.8929 | 0.9442 |
306
- | 0.0024 | 30.83 | 2220 | 0.4477 | 0.7443 | 0.8179 | 0.7794 | 0.6385 | 0.9590 | 0.8953 | 0.9435 |
307
- | 0.0018 | 30.97 | 2230 | 0.4409 | 0.7648 | 0.7980 | 0.7811 | 0.6408 | 0.9604 | 0.8871 | 0.9451 |
308
- | 0.0022 | 31.11 | 2240 | 0.4381 | 0.7539 | 0.8062 | 0.7792 | 0.6382 | 0.9596 | 0.8903 | 0.9442 |
309
- | 0.0013 | 31.25 | 2250 | 0.4419 | 0.7483 | 0.8115 | 0.7786 | 0.6375 | 0.9592 | 0.8925 | 0.9432 |
310
- | 0.0016 | 31.39 | 2260 | 0.4375 | 0.7609 | 0.7980 | 0.7790 | 0.6380 | 0.9599 | 0.8868 | 0.9446 |
311
- | 0.0014 | 31.53 | 2270 | 0.4291 | 0.7608 | 0.8015 | 0.7806 | 0.6402 | 0.9601 | 0.8885 | 0.9447 |
312
- | 0.0022 | 31.67 | 2280 | 0.4579 | 0.7426 | 0.8140 | 0.7767 | 0.6349 | 0.9586 | 0.8933 | 0.9425 |
313
- | 0.0025 | 31.81 | 2290 | 0.4410 | 0.7554 | 0.8077 | 0.7807 | 0.6402 | 0.9598 | 0.8912 | 0.9439 |
314
- | 0.0022 | 31.94 | 2300 | 0.4405 | 0.7652 | 0.7982 | 0.7814 | 0.6412 | 0.9605 | 0.8872 | 0.9450 |
315
- | 0.0015 | 32.08 | 2310 | 0.4344 | 0.7592 | 0.8044 | 0.7811 | 0.6409 | 0.9601 | 0.8898 | 0.9442 |
316
- | 0.0014 | 32.22 | 2320 | 0.4444 | 0.7569 | 0.8007 | 0.7782 | 0.6369 | 0.9596 | 0.8879 | 0.9442 |
317
- | 0.0014 | 32.36 | 2330 | 0.4426 | 0.7654 | 0.7953 | 0.7801 | 0.6394 | 0.9603 | 0.8858 | 0.9450 |
318
- | 0.0014 | 32.5 | 2340 | 0.4395 | 0.7653 | 0.7979 | 0.7812 | 0.6410 | 0.9605 | 0.8871 | 0.9450 |
319
- | 0.0018 | 32.64 | 2350 | 0.4408 | 0.7509 | 0.8132 | 0.7808 | 0.6405 | 0.9596 | 0.8935 | 0.9442 |
320
- | 0.0011 | 32.78 | 2360 | 0.4410 | 0.7554 | 0.8098 | 0.7817 | 0.6416 | 0.9600 | 0.8922 | 0.9442 |
321
- | 0.0019 | 32.92 | 2370 | 0.4437 | 0.7671 | 0.7978 | 0.7821 | 0.6422 | 0.9607 | 0.8871 | 0.9454 |
322
- | 0.0011 | 33.06 | 2380 | 0.4347 | 0.7683 | 0.7991 | 0.7834 | 0.6439 | 0.9609 | 0.8879 | 0.9456 |
323
- | 0.001 | 33.19 | 2390 | 0.4431 | 0.7632 | 0.7961 | 0.7793 | 0.6384 | 0.9601 | 0.8860 | 0.9452 |
324
- | 0.0018 | 33.33 | 2400 | 0.4445 | 0.7625 | 0.7995 | 0.7806 | 0.6401 | 0.9602 | 0.8877 | 0.9450 |
325
- | 0.0016 | 33.47 | 2410 | 0.4445 | 0.7609 | 0.7979 | 0.7790 | 0.6380 | 0.9599 | 0.8868 | 0.9449 |
326
- | 0.0016 | 33.61 | 2420 | 0.4565 | 0.7542 | 0.8083 | 0.7803 | 0.6398 | 0.9597 | 0.8914 | 0.9438 |
327
- | 0.0016 | 33.75 | 2430 | 0.4522 | 0.7595 | 0.8004 | 0.7794 | 0.6386 | 0.9599 | 0.8879 | 0.9446 |
328
- | 0.0019 | 33.89 | 2440 | 0.4424 | 0.7552 | 0.8049 | 0.7793 | 0.6384 | 0.9597 | 0.8898 | 0.9442 |
329
- | 0.0013 | 34.03 | 2450 | 0.4374 | 0.7662 | 0.7941 | 0.7799 | 0.6392 | 0.9603 | 0.8853 | 0.9455 |
330
- | 0.0016 | 34.17 | 2460 | 0.4526 | 0.7576 | 0.8060 | 0.7811 | 0.6408 | 0.9600 | 0.8905 | 0.9443 |
331
- | 0.0012 | 34.31 | 2470 | 0.4361 | 0.7644 | 0.8037 | 0.7836 | 0.6442 | 0.9607 | 0.8898 | 0.9452 |
332
- | 0.0016 | 34.44 | 2480 | 0.4409 | 0.7675 | 0.8028 | 0.7848 | 0.6458 | 0.9610 | 0.8896 | 0.9453 |
333
- | 0.0017 | 34.58 | 2490 | 0.4543 | 0.7650 | 0.8023 | 0.7832 | 0.6436 | 0.9607 | 0.8892 | 0.9453 |
334
- | 0.0017 | 34.72 | 2500 | 0.4547 | 0.7507 | 0.8109 | 0.7796 | 0.6388 | 0.9594 | 0.8924 | 0.9437 |
335
- | 0.0028 | 34.86 | 2510 | 0.4509 | 0.7588 | 0.8032 | 0.7804 | 0.6398 | 0.9600 | 0.8892 | 0.9446 |
336
- | 0.0011 | 35.0 | 2520 | 0.4453 | 0.7704 | 0.7949 | 0.7824 | 0.6426 | 0.9609 | 0.8859 | 0.9458 |
337
- | 0.0016 | 35.14 | 2530 | 0.4344 | 0.7698 | 0.8000 | 0.7846 | 0.6456 | 0.9611 | 0.8884 | 0.9458 |
338
- | 0.0017 | 35.28 | 2540 | 0.4475 | 0.7646 | 0.8040 | 0.7838 | 0.6445 | 0.9608 | 0.8900 | 0.9454 |
339
- | 0.0011 | 35.42 | 2550 | 0.4505 | 0.7691 | 0.7971 | 0.7829 | 0.6432 | 0.9609 | 0.8869 | 0.9452 |
340
- | 0.0016 | 35.56 | 2560 | 0.4440 | 0.7567 | 0.8111 | 0.7829 | 0.6433 | 0.9602 | 0.8929 | 0.9445 |
341
- | 0.0025 | 35.69 | 2570 | 0.4562 | 0.7472 | 0.8142 | 0.7792 | 0.6383 | 0.9592 | 0.8937 | 0.9434 |
342
- | 0.002 | 35.83 | 2580 | 0.4550 | 0.7548 | 0.8081 | 0.7806 | 0.6401 | 0.9598 | 0.8913 | 0.9443 |
343
- | 0.0011 | 35.97 | 2590 | 0.4490 | 0.7643 | 0.8013 | 0.7824 | 0.6426 | 0.9606 | 0.8887 | 0.9452 |
344
- | 0.0012 | 36.11 | 2600 | 0.4495 | 0.7653 | 0.8029 | 0.7837 | 0.6443 | 0.9608 | 0.8895 | 0.9452 |
345
- | 0.0014 | 36.25 | 2610 | 0.4625 | 0.7564 | 0.8094 | 0.7820 | 0.6421 | 0.9601 | 0.8921 | 0.9441 |
346
- | 0.0015 | 36.39 | 2620 | 0.4618 | 0.7549 | 0.8111 | 0.7820 | 0.6420 | 0.9600 | 0.8928 | 0.9443 |
347
- | 0.0018 | 36.53 | 2630 | 0.4514 | 0.7588 | 0.8066 | 0.7820 | 0.6420 | 0.9602 | 0.8909 | 0.9447 |
348
- | 0.0012 | 36.67 | 2640 | 0.4573 | 0.7612 | 0.8073 | 0.7836 | 0.6442 | 0.9605 | 0.8914 | 0.9447 |
349
- | 0.0011 | 36.81 | 2650 | 0.4633 | 0.7589 | 0.8066 | 0.7820 | 0.6421 | 0.9602 | 0.8909 | 0.9447 |
350
- | 0.0019 | 36.94 | 2660 | 0.4611 | 0.7585 | 0.8089 | 0.7829 | 0.6432 | 0.9603 | 0.8919 | 0.9446 |
351
- | 0.0013 | 37.08 | 2670 | 0.4642 | 0.7662 | 0.8010 | 0.7832 | 0.6437 | 0.9608 | 0.8886 | 0.9452 |
352
- | 0.0011 | 37.22 | 2680 | 0.4520 | 0.7635 | 0.8020 | 0.7823 | 0.6424 | 0.9605 | 0.8889 | 0.9453 |
353
- | 0.0009 | 37.36 | 2690 | 0.4600 | 0.7635 | 0.8010 | 0.7818 | 0.6418 | 0.9604 | 0.8884 | 0.9449 |
354
- | 0.0018 | 37.5 | 2700 | 0.4506 | 0.7609 | 0.8044 | 0.7820 | 0.6421 | 0.9603 | 0.8899 | 0.9449 |
355
- | 0.0017 | 37.64 | 2710 | 0.4640 | 0.75 | 0.8155 | 0.7814 | 0.6412 | 0.9596 | 0.8945 | 0.9439 |
356
- | 0.0013 | 37.78 | 2720 | 0.4467 | 0.7743 | 0.7978 | 0.7858 | 0.6472 | 0.9615 | 0.8876 | 0.9463 |
357
- | 0.001 | 37.92 | 2730 | 0.4510 | 0.7672 | 0.8027 | 0.7845 | 0.6455 | 0.9610 | 0.8895 | 0.9457 |
358
- | 0.0016 | 38.06 | 2740 | 0.4713 | 0.7497 | 0.8139 | 0.7805 | 0.6400 | 0.9595 | 0.8938 | 0.9438 |
359
- | 0.0018 | 38.19 | 2750 | 0.4561 | 0.7679 | 0.7933 | 0.7804 | 0.6399 | 0.9605 | 0.8850 | 0.9454 |
360
- | 0.0011 | 38.33 | 2760 | 0.4611 | 0.7587 | 0.8086 | 0.7829 | 0.6432 | 0.9603 | 0.8918 | 0.9447 |
361
- | 0.002 | 38.47 | 2770 | 0.4591 | 0.7514 | 0.8153 | 0.7821 | 0.6422 | 0.9598 | 0.8946 | 0.9442 |
362
- | 0.0012 | 38.61 | 2780 | 0.4515 | 0.7699 | 0.7974 | 0.7834 | 0.6439 | 0.9610 | 0.8871 | 0.9456 |
363
- | 0.0017 | 38.75 | 2790 | 0.4641 | 0.7567 | 0.8099 | 0.7824 | 0.6426 | 0.9601 | 0.8923 | 0.9445 |
364
- | 0.0014 | 38.89 | 2800 | 0.4570 | 0.7562 | 0.8119 | 0.7831 | 0.6435 | 0.9602 | 0.8933 | 0.9444 |
365
- | 0.0012 | 39.03 | 2810 | 0.4639 | 0.7622 | 0.8054 | 0.7833 | 0.6437 | 0.9606 | 0.8905 | 0.9449 |
366
- | 0.0011 | 39.17 | 2820 | 0.4634 | 0.7587 | 0.8073 | 0.7822 | 0.6424 | 0.9602 | 0.8912 | 0.9447 |
367
- | 0.0012 | 39.31 | 2830 | 0.4532 | 0.7551 | 0.8138 | 0.7833 | 0.6438 | 0.9602 | 0.8941 | 0.9444 |
368
- | 0.0017 | 39.44 | 2840 | 0.4660 | 0.7611 | 0.8013 | 0.7807 | 0.6403 | 0.9602 | 0.8885 | 0.9447 |
369
- | 0.0016 | 39.58 | 2850 | 0.4634 | 0.7571 | 0.8101 | 0.7827 | 0.6429 | 0.9602 | 0.8924 | 0.9445 |
370
- | 0.0012 | 39.72 | 2860 | 0.4518 | 0.7621 | 0.8074 | 0.7841 | 0.6449 | 0.9607 | 0.8915 | 0.9452 |
371
- | 0.0008 | 39.86 | 2870 | 0.4517 | 0.7728 | 0.7959 | 0.7842 | 0.6450 | 0.9612 | 0.8866 | 0.9458 |
372
- | 0.0006 | 40.0 | 2880 | 0.4617 | 0.7580 | 0.8107 | 0.7835 | 0.6440 | 0.9603 | 0.8928 | 0.9447 |
373
- | 0.0012 | 40.14 | 2890 | 0.4620 | 0.7660 | 0.7984 | 0.7819 | 0.6419 | 0.9606 | 0.8874 | 0.9454 |
374
- | 0.0013 | 40.28 | 2900 | 0.4609 | 0.7666 | 0.7975 | 0.7818 | 0.6417 | 0.9606 | 0.8870 | 0.9454 |
375
- | 0.001 | 40.42 | 2910 | 0.4668 | 0.7554 | 0.8090 | 0.7813 | 0.6411 | 0.9599 | 0.8918 | 0.9443 |
376
- | 0.0011 | 40.56 | 2920 | 0.4627 | 0.7594 | 0.8021 | 0.7802 | 0.6396 | 0.9600 | 0.8887 | 0.9448 |
377
- | 0.0017 | 40.69 | 2930 | 0.4712 | 0.7545 | 0.8102 | 0.7814 | 0.6412 | 0.9599 | 0.8923 | 0.9444 |
378
- | 0.0009 | 40.83 | 2940 | 0.4636 | 0.7546 | 0.8128 | 0.7827 | 0.6429 | 0.9601 | 0.8936 | 0.9445 |
379
- | 0.001 | 40.97 | 2950 | 0.4509 | 0.7646 | 0.8060 | 0.7847 | 0.6457 | 0.9609 | 0.8909 | 0.9454 |
380
- | 0.0012 | 41.11 | 2960 | 0.4641 | 0.7534 | 0.8148 | 0.7829 | 0.6433 | 0.9600 | 0.8945 | 0.9444 |
381
- | 0.0008 | 41.25 | 2970 | 0.4536 | 0.7652 | 0.8073 | 0.7857 | 0.6470 | 0.9610 | 0.8916 | 0.9453 |
382
- | 0.0008 | 41.39 | 2980 | 0.4604 | 0.7579 | 0.8119 | 0.7840 | 0.6447 | 0.9604 | 0.8934 | 0.9447 |
383
- | 0.0008 | 41.53 | 2990 | 0.4614 | 0.7545 | 0.8161 | 0.7841 | 0.6449 | 0.9602 | 0.8952 | 0.9448 |
384
- | 0.001 | 41.67 | 3000 | 0.4504 | 0.7628 | 0.8091 | 0.7853 | 0.6465 | 0.9609 | 0.8924 | 0.9453 |
385
- | 0.0015 | 41.81 | 3010 | 0.4539 | 0.7559 | 0.8161 | 0.7849 | 0.6459 | 0.9604 | 0.8953 | 0.9448 |
386
- | 0.0008 | 41.94 | 3020 | 0.4563 | 0.7643 | 0.8033 | 0.7833 | 0.6438 | 0.9607 | 0.8896 | 0.9453 |
387
- | 0.001 | 42.08 | 3030 | 0.4593 | 0.7648 | 0.8029 | 0.7834 | 0.6439 | 0.9607 | 0.8895 | 0.9454 |
388
- | 0.001 | 42.22 | 3040 | 0.4632 | 0.7543 | 0.8155 | 0.7837 | 0.6443 | 0.9602 | 0.8948 | 0.9445 |
389
- | 0.0016 | 42.36 | 3050 | 0.4559 | 0.7611 | 0.8049 | 0.7824 | 0.6426 | 0.9604 | 0.8902 | 0.9451 |
390
- | 0.0014 | 42.5 | 3060 | 0.4700 | 0.7553 | 0.8152 | 0.7841 | 0.6449 | 0.9603 | 0.8948 | 0.9445 |
391
- | 0.0014 | 42.64 | 3070 | 0.4624 | 0.7586 | 0.8107 | 0.7838 | 0.6445 | 0.9604 | 0.8928 | 0.9449 |
392
- | 0.0015 | 42.78 | 3080 | 0.4527 | 0.7604 | 0.8074 | 0.7832 | 0.6437 | 0.9605 | 0.8914 | 0.9449 |
393
- | 0.0024 | 42.92 | 3090 | 0.4593 | 0.7617 | 0.8061 | 0.7833 | 0.6438 | 0.9605 | 0.8908 | 0.9450 |
394
- | 0.0012 | 43.06 | 3100 | 0.4572 | 0.7667 | 0.8021 | 0.7840 | 0.6448 | 0.9609 | 0.8892 | 0.9456 |
395
- | 0.0008 | 43.19 | 3110 | 0.4629 | 0.7577 | 0.8111 | 0.7835 | 0.6440 | 0.9603 | 0.8930 | 0.9448 |
396
- | 0.0015 | 43.33 | 3120 | 0.4549 | 0.7696 | 0.8013 | 0.7852 | 0.6463 | 0.9612 | 0.8890 | 0.9460 |
397
- | 0.0007 | 43.47 | 3130 | 0.4673 | 0.7514 | 0.8127 | 0.7808 | 0.6405 | 0.9596 | 0.8933 | 0.9441 |
398
- | 0.0016 | 43.61 | 3140 | 0.4619 | 0.7599 | 0.8068 | 0.7826 | 0.6429 | 0.9603 | 0.8910 | 0.9451 |
399
- | 0.0006 | 43.75 | 3150 | 0.4593 | 0.7562 | 0.8122 | 0.7832 | 0.6437 | 0.9602 | 0.8934 | 0.9449 |
400
- | 0.0011 | 43.89 | 3160 | 0.4594 | 0.7588 | 0.8118 | 0.7844 | 0.6452 | 0.9605 | 0.8934 | 0.9450 |
401
- | 0.0005 | 44.03 | 3170 | 0.4611 | 0.7620 | 0.8081 | 0.7844 | 0.6452 | 0.9607 | 0.8918 | 0.9452 |
402
- | 0.0012 | 44.17 | 3180 | 0.4464 | 0.7615 | 0.8062 | 0.7832 | 0.6437 | 0.9605 | 0.8909 | 0.9454 |
403
- | 0.0009 | 44.31 | 3190 | 0.4587 | 0.7587 | 0.8078 | 0.7825 | 0.6427 | 0.9603 | 0.8914 | 0.9451 |
404
- | 0.0009 | 44.44 | 3200 | 0.4530 | 0.7609 | 0.8031 | 0.7814 | 0.6412 | 0.9602 | 0.8893 | 0.9451 |
405
- | 0.0008 | 44.58 | 3210 | 0.4622 | 0.7571 | 0.8083 | 0.7819 | 0.6419 | 0.9601 | 0.8916 | 0.9449 |
406
- | 0.0007 | 44.72 | 3220 | 0.4599 | 0.7610 | 0.8048 | 0.7823 | 0.6424 | 0.9604 | 0.8901 | 0.9455 |
407
- | 0.0008 | 44.86 | 3230 | 0.4549 | 0.7692 | 0.7987 | 0.7837 | 0.6443 | 0.9610 | 0.8877 | 0.9460 |
408
- | 0.0008 | 45.0 | 3240 | 0.4659 | 0.7546 | 0.8138 | 0.7830 | 0.6434 | 0.9601 | 0.8940 | 0.9443 |
409
- | 0.0007 | 45.14 | 3250 | 0.4627 | 0.7588 | 0.8091 | 0.7832 | 0.6436 | 0.9604 | 0.8921 | 0.9447 |
410
- | 0.0009 | 45.28 | 3260 | 0.4635 | 0.7579 | 0.8069 | 0.7817 | 0.6416 | 0.9601 | 0.8909 | 0.9448 |
411
- | 0.0007 | 45.42 | 3270 | 0.4630 | 0.7624 | 0.8039 | 0.7826 | 0.6428 | 0.9605 | 0.8898 | 0.9452 |
412
- | 0.0013 | 45.56 | 3280 | 0.4644 | 0.7631 | 0.8041 | 0.7831 | 0.6435 | 0.9606 | 0.8899 | 0.9453 |
413
- | 0.0012 | 45.69 | 3290 | 0.4650 | 0.7635 | 0.8031 | 0.7828 | 0.6431 | 0.9606 | 0.8895 | 0.9454 |
414
- | 0.001 | 45.83 | 3300 | 0.4698 | 0.7550 | 0.8130 | 0.7829 | 0.6433 | 0.9601 | 0.8937 | 0.9447 |
415
- | 0.0015 | 45.97 | 3310 | 0.4726 | 0.7560 | 0.8103 | 0.7822 | 0.6423 | 0.9601 | 0.8925 | 0.9447 |
416
- | 0.0005 | 46.11 | 3320 | 0.4683 | 0.7555 | 0.8103 | 0.7820 | 0.6420 | 0.9600 | 0.8924 | 0.9447 |
417
- | 0.0008 | 46.25 | 3330 | 0.4776 | 0.7584 | 0.8086 | 0.7827 | 0.6430 | 0.9603 | 0.8918 | 0.9449 |
418
- | 0.0015 | 46.39 | 3340 | 0.4612 | 0.7579 | 0.8109 | 0.7835 | 0.6440 | 0.9603 | 0.8929 | 0.9450 |
419
- | 0.0008 | 46.53 | 3350 | 0.4710 | 0.7584 | 0.8064 | 0.7816 | 0.6416 | 0.9601 | 0.8907 | 0.9447 |
420
- | 0.001 | 46.67 | 3360 | 0.4631 | 0.7619 | 0.8065 | 0.7836 | 0.6442 | 0.9606 | 0.8910 | 0.9455 |
421
- | 0.0011 | 46.81 | 3370 | 0.4702 | 0.7605 | 0.8048 | 0.7820 | 0.6420 | 0.9603 | 0.8901 | 0.9452 |
422
- | 0.0009 | 46.94 | 3380 | 0.4683 | 0.7550 | 0.8115 | 0.7822 | 0.6423 | 0.9600 | 0.8930 | 0.9446 |
423
- | 0.001 | 47.08 | 3390 | 0.4623 | 0.7633 | 0.8069 | 0.7845 | 0.6454 | 0.9608 | 0.8913 | 0.9454 |
424
- | 0.0011 | 47.22 | 3400 | 0.4697 | 0.7585 | 0.8116 | 0.7842 | 0.6449 | 0.9605 | 0.8933 | 0.9451 |
425
- | 0.001 | 47.36 | 3410 | 0.4681 | 0.7627 | 0.8077 | 0.7845 | 0.6455 | 0.9607 | 0.8916 | 0.9455 |
426
- | 0.0007 | 47.5 | 3420 | 0.4726 | 0.7594 | 0.8107 | 0.7842 | 0.6450 | 0.9605 | 0.8929 | 0.9452 |
427
- | 0.0006 | 47.64 | 3430 | 0.4712 | 0.7600 | 0.8110 | 0.7847 | 0.6456 | 0.9606 | 0.8931 | 0.9453 |
428
- | 0.0011 | 47.78 | 3440 | 0.4681 | 0.7582 | 0.8095 | 0.7830 | 0.6434 | 0.9603 | 0.8922 | 0.9451 |
429
- | 0.0013 | 47.92 | 3450 | 0.4715 | 0.7613 | 0.8076 | 0.7837 | 0.6444 | 0.9606 | 0.8915 | 0.9451 |
430
- | 0.0007 | 48.06 | 3460 | 0.4618 | 0.7685 | 0.8011 | 0.7845 | 0.6454 | 0.9610 | 0.8888 | 0.9460 |
431
- | 0.0007 | 48.19 | 3470 | 0.4772 | 0.7486 | 0.8159 | 0.7808 | 0.6404 | 0.9595 | 0.8946 | 0.9442 |
432
- | 0.0007 | 48.33 | 3480 | 0.4677 | 0.7677 | 0.7998 | 0.7834 | 0.6439 | 0.9609 | 0.8881 | 0.9459 |
433
- | 0.0013 | 48.47 | 3490 | 0.4709 | 0.7603 | 0.8078 | 0.7833 | 0.6439 | 0.9605 | 0.8916 | 0.9452 |
434
- | 0.0008 | 48.61 | 3500 | 0.4729 | 0.7603 | 0.8085 | 0.7836 | 0.6442 | 0.9605 | 0.8919 | 0.9453 |
435
- | 0.0011 | 48.75 | 3510 | 0.4832 | 0.7580 | 0.8114 | 0.7838 | 0.6445 | 0.9604 | 0.8931 | 0.9449 |
436
- | 0.0008 | 48.89 | 3520 | 0.4657 | 0.7634 | 0.8078 | 0.7850 | 0.6460 | 0.9608 | 0.8918 | 0.9456 |
437
- | 0.0006 | 49.03 | 3530 | 0.4637 | 0.7652 | 0.8061 | 0.7851 | 0.6462 | 0.9610 | 0.8910 | 0.9457 |
438
- | 0.0011 | 49.17 | 3540 | 0.4713 | 0.7659 | 0.8039 | 0.7844 | 0.6453 | 0.9609 | 0.8900 | 0.9458 |
439
- | 0.0009 | 49.31 | 3550 | 0.4760 | 0.7543 | 0.8159 | 0.7839 | 0.6446 | 0.9602 | 0.8950 | 0.9447 |
440
- | 0.0013 | 49.44 | 3560 | 0.4613 | 0.7644 | 0.8070 | 0.7851 | 0.6463 | 0.9609 | 0.8914 | 0.9456 |
441
- | 0.0007 | 49.58 | 3570 | 0.4743 | 0.7621 | 0.8080 | 0.7843 | 0.6452 | 0.9607 | 0.8917 | 0.9454 |
442
- | 0.0007 | 49.72 | 3580 | 0.4682 | 0.7645 | 0.8043 | 0.7839 | 0.6445 | 0.9608 | 0.8901 | 0.9456 |
443
- | 0.0008 | 49.86 | 3590 | 0.4767 | 0.7628 | 0.8069 | 0.7842 | 0.6450 | 0.9607 | 0.8913 | 0.9454 |
444
- | 0.001 | 50.0 | 3600 | 0.4808 | 0.7621 | 0.8069 | 0.7839 | 0.6445 | 0.9606 | 0.8912 | 0.9453 |
445
- | 0.001 | 50.14 | 3610 | 0.4747 | 0.7652 | 0.8016 | 0.7830 | 0.6434 | 0.9607 | 0.8889 | 0.9458 |
446
- | 0.0008 | 50.28 | 3620 | 0.4792 | 0.7600 | 0.8082 | 0.7834 | 0.6439 | 0.9605 | 0.8917 | 0.9453 |
447
- | 0.0005 | 50.42 | 3630 | 0.4726 | 0.7613 | 0.8052 | 0.7826 | 0.6429 | 0.9604 | 0.8903 | 0.9453 |
448
- | 0.0008 | 50.56 | 3640 | 0.4707 | 0.7703 | 0.7988 | 0.7843 | 0.6452 | 0.9611 | 0.8879 | 0.9461 |
449
- | 0.0009 | 50.69 | 3650 | 0.4779 | 0.7650 | 0.8041 | 0.7841 | 0.6448 | 0.9608 | 0.8901 | 0.9457 |
450
- | 0.0009 | 50.83 | 3660 | 0.4793 | 0.7640 | 0.8050 | 0.7840 | 0.6447 | 0.9607 | 0.8905 | 0.9456 |
451
- | 0.0005 | 50.97 | 3670 | 0.4799 | 0.7597 | 0.8106 | 0.7843 | 0.6452 | 0.9606 | 0.8929 | 0.9453 |
452
- | 0.0011 | 51.11 | 3680 | 0.4687 | 0.7670 | 0.8002 | 0.7832 | 0.6437 | 0.9608 | 0.8883 | 0.9458 |
453
- | 0.001 | 51.25 | 3690 | 0.4739 | 0.7561 | 0.8081 | 0.7813 | 0.6410 | 0.9600 | 0.8914 | 0.9448 |
454
- | 0.0006 | 51.39 | 3700 | 0.4707 | 0.7617 | 0.8058 | 0.7831 | 0.6436 | 0.9605 | 0.8907 | 0.9454 |
455
- | 0.0012 | 51.53 | 3710 | 0.4706 | 0.7643 | 0.8054 | 0.7843 | 0.6452 | 0.9608 | 0.8907 | 0.9457 |
456
- | 0.0011 | 51.67 | 3720 | 0.4718 | 0.7649 | 0.8046 | 0.7843 | 0.6451 | 0.9608 | 0.8903 | 0.9458 |
457
- | 0.0009 | 51.81 | 3730 | 0.4828 | 0.7576 | 0.8089 | 0.7824 | 0.6426 | 0.9602 | 0.8919 | 0.9451 |
458
- | 0.0009 | 51.94 | 3740 | 0.4778 | 0.7596 | 0.8086 | 0.7833 | 0.6438 | 0.9604 | 0.8919 | 0.9452 |
459
- | 0.0011 | 52.08 | 3750 | 0.4742 | 0.7645 | 0.8020 | 0.7828 | 0.6432 | 0.9606 | 0.8890 | 0.9455 |
460
- | 0.0007 | 52.22 | 3760 | 0.4866 | 0.7622 | 0.8017 | 0.7815 | 0.6413 | 0.9603 | 0.8887 | 0.9453 |
461
- | 0.0008 | 52.36 | 3770 | 0.4849 | 0.7569 | 0.8091 | 0.7821 | 0.6422 | 0.9601 | 0.8920 | 0.9448 |
462
- | 0.0005 | 52.5 | 3780 | 0.4819 | 0.7532 | 0.8131 | 0.7820 | 0.6421 | 0.9599 | 0.8936 | 0.9444 |
463
- | 0.0011 | 52.64 | 3790 | 0.4740 | 0.7670 | 0.8006 | 0.7834 | 0.6440 | 0.9608 | 0.8885 | 0.9458 |
464
- | 0.001 | 52.78 | 3800 | 0.4794 | 0.7625 | 0.8070 | 0.7841 | 0.6449 | 0.9607 | 0.8913 | 0.9455 |
465
- | 0.0011 | 52.92 | 3810 | 0.4771 | 0.7662 | 0.8010 | 0.7832 | 0.6437 | 0.9608 | 0.8886 | 0.9457 |
466
- | 0.0008 | 53.06 | 3820 | 0.4798 | 0.7616 | 0.8049 | 0.7826 | 0.6429 | 0.9604 | 0.8902 | 0.9453 |
467
- | 0.0005 | 53.19 | 3830 | 0.4847 | 0.7612 | 0.8044 | 0.7822 | 0.6423 | 0.9604 | 0.8899 | 0.9452 |
468
- | 0.0006 | 53.33 | 3840 | 0.4842 | 0.7616 | 0.8025 | 0.7815 | 0.6414 | 0.9603 | 0.8891 | 0.9452 |
469
- | 0.0006 | 53.47 | 3850 | 0.4834 | 0.7614 | 0.8040 | 0.7821 | 0.6422 | 0.9604 | 0.8898 | 0.9453 |
470
- | 0.0005 | 53.61 | 3860 | 0.4788 | 0.7646 | 0.8011 | 0.7824 | 0.6426 | 0.9606 | 0.8886 | 0.9455 |
471
- | 0.0005 | 53.75 | 3870 | 0.4796 | 0.7637 | 0.8037 | 0.7832 | 0.6436 | 0.9606 | 0.8898 | 0.9454 |
472
- | 0.001 | 53.89 | 3880 | 0.4820 | 0.7628 | 0.8039 | 0.7828 | 0.6431 | 0.9605 | 0.8898 | 0.9453 |
473
- | 0.0005 | 54.03 | 3890 | 0.4804 | 0.7643 | 0.8029 | 0.7831 | 0.6436 | 0.9607 | 0.8894 | 0.9456 |
474
- | 0.0004 | 54.17 | 3900 | 0.4758 | 0.7678 | 0.8029 | 0.7850 | 0.6461 | 0.9611 | 0.8897 | 0.9460 |
475
- | 0.0011 | 54.31 | 3910 | 0.4813 | 0.7648 | 0.8060 | 0.7848 | 0.6459 | 0.9609 | 0.8910 | 0.9457 |
476
- | 0.0009 | 54.44 | 3920 | 0.4866 | 0.7611 | 0.8077 | 0.7837 | 0.6444 | 0.9606 | 0.8915 | 0.9452 |
477
- | 0.0007 | 54.58 | 3930 | 0.4757 | 0.7677 | 0.8015 | 0.7842 | 0.6451 | 0.9610 | 0.8890 | 0.9459 |
478
- | 0.0006 | 54.72 | 3940 | 0.4744 | 0.7678 | 0.8006 | 0.7838 | 0.6445 | 0.9609 | 0.8885 | 0.9459 |
479
- | 0.0007 | 54.86 | 3950 | 0.4852 | 0.7621 | 0.8070 | 0.7839 | 0.6447 | 0.9606 | 0.8913 | 0.9454 |
480
- | 0.0009 | 55.0 | 3960 | 0.4860 | 0.7610 | 0.8077 | 0.7837 | 0.6443 | 0.9605 | 0.8915 | 0.9451 |
481
- | 0.0006 | 55.14 | 3970 | 0.4872 | 0.7619 | 0.8064 | 0.7835 | 0.6441 | 0.9606 | 0.8910 | 0.9453 |
482
- | 0.001 | 55.28 | 3980 | 0.4789 | 0.7681 | 0.8008 | 0.7841 | 0.6449 | 0.9610 | 0.8887 | 0.9459 |
483
- | 0.0005 | 55.42 | 3990 | 0.4780 | 0.7670 | 0.8025 | 0.7844 | 0.6452 | 0.9610 | 0.8894 | 0.9458 |
484
- | 0.0004 | 55.56 | 4000 | 0.4827 | 0.7647 | 0.8046 | 0.7841 | 0.6449 | 0.9608 | 0.8903 | 0.9456 |
485
- | 0.0007 | 55.69 | 4010 | 0.4862 | 0.7635 | 0.8046 | 0.7835 | 0.6441 | 0.9607 | 0.8902 | 0.9454 |
486
- | 0.0006 | 55.83 | 4020 | 0.4806 | 0.7673 | 0.7987 | 0.7827 | 0.6430 | 0.9608 | 0.8876 | 0.9458 |
487
- | 0.0008 | 55.97 | 4030 | 0.4771 | 0.7689 | 0.7970 | 0.7827 | 0.6429 | 0.9608 | 0.8869 | 0.9459 |
488
- | 0.0008 | 56.11 | 4040 | 0.4831 | 0.7628 | 0.8046 | 0.7832 | 0.6436 | 0.9606 | 0.8902 | 0.9455 |
489
- | 0.0009 | 56.25 | 4050 | 0.4816 | 0.7646 | 0.8039 | 0.7837 | 0.6444 | 0.9607 | 0.8899 | 0.9456 |
490
- | 0.0006 | 56.39 | 4060 | 0.4833 | 0.7640 | 0.8048 | 0.7839 | 0.6446 | 0.9607 | 0.8903 | 0.9456 |
491
- | 0.0008 | 56.53 | 4070 | 0.4838 | 0.7641 | 0.8056 | 0.7843 | 0.6451 | 0.9608 | 0.8907 | 0.9456 |
492
- | 0.0007 | 56.67 | 4080 | 0.4847 | 0.7641 | 0.8062 | 0.7846 | 0.6456 | 0.9608 | 0.8910 | 0.9456 |
493
- | 0.0009 | 56.81 | 4090 | 0.4868 | 0.7639 | 0.8072 | 0.7849 | 0.6460 | 0.9609 | 0.8915 | 0.9456 |
494
- | 0.0004 | 56.94 | 4100 | 0.4804 | 0.7709 | 0.7982 | 0.7843 | 0.6451 | 0.9612 | 0.8876 | 0.9462 |
495
- | 0.0009 | 57.08 | 4110 | 0.4818 | 0.7672 | 0.8033 | 0.7848 | 0.6459 | 0.9610 | 0.8898 | 0.9460 |
496
- | 0.0008 | 57.22 | 4120 | 0.4880 | 0.7603 | 0.8098 | 0.7843 | 0.6451 | 0.9606 | 0.8925 | 0.9454 |
497
- | 0.0006 | 57.36 | 4130 | 0.4803 | 0.7616 | 0.8090 | 0.7846 | 0.6456 | 0.9607 | 0.8922 | 0.9455 |
498
- | 0.0009 | 57.5 | 4140 | 0.4761 | 0.7664 | 0.8050 | 0.7852 | 0.6464 | 0.9610 | 0.8906 | 0.9458 |
499
- | 0.0008 | 57.64 | 4150 | 0.4761 | 0.7660 | 0.8061 | 0.7856 | 0.6468 | 0.9611 | 0.8911 | 0.9458 |
500
- | 0.0005 | 57.78 | 4160 | 0.4777 | 0.7635 | 0.8070 | 0.7846 | 0.6456 | 0.9608 | 0.8914 | 0.9455 |
501
- | 0.0006 | 57.92 | 4170 | 0.4778 | 0.7637 | 0.8065 | 0.7845 | 0.6455 | 0.9608 | 0.8911 | 0.9455 |
502
- | 0.0004 | 58.06 | 4180 | 0.4808 | 0.7621 | 0.8073 | 0.7840 | 0.6448 | 0.9607 | 0.8914 | 0.9454 |
503
- | 0.0006 | 58.19 | 4190 | 0.4828 | 0.7641 | 0.8068 | 0.7848 | 0.6459 | 0.9609 | 0.8913 | 0.9456 |
504
- | 0.0009 | 58.33 | 4200 | 0.4788 | 0.7687 | 0.8032 | 0.7856 | 0.6468 | 0.9612 | 0.8899 | 0.9460 |
505
- | 0.001 | 58.47 | 4210 | 0.4782 | 0.7680 | 0.8046 | 0.7859 | 0.6473 | 0.9612 | 0.8905 | 0.9459 |
506
- | 0.0008 | 58.61 | 4220 | 0.4803 | 0.7648 | 0.8069 | 0.7853 | 0.6465 | 0.9610 | 0.8914 | 0.9456 |
507
- | 0.0004 | 58.75 | 4230 | 0.4817 | 0.7647 | 0.8070 | 0.7853 | 0.6465 | 0.9610 | 0.8915 | 0.9456 |
508
- | 0.0007 | 58.89 | 4240 | 0.4808 | 0.7668 | 0.8045 | 0.7852 | 0.6464 | 0.9611 | 0.8904 | 0.9458 |
509
- | 0.0007 | 59.03 | 4250 | 0.4845 | 0.7647 | 0.8053 | 0.7845 | 0.6454 | 0.9609 | 0.8906 | 0.9455 |
510
- | 0.0006 | 59.17 | 4260 | 0.4853 | 0.7642 | 0.8061 | 0.7846 | 0.6455 | 0.9608 | 0.8910 | 0.9456 |
511
- | 0.0008 | 59.31 | 4270 | 0.4835 | 0.7645 | 0.8057 | 0.7846 | 0.6455 | 0.9609 | 0.8908 | 0.9456 |
512
- | 0.0006 | 59.44 | 4280 | 0.4819 | 0.7655 | 0.8040 | 0.7843 | 0.6451 | 0.9609 | 0.8900 | 0.9457 |
513
- | 0.0007 | 59.58 | 4290 | 0.4829 | 0.7642 | 0.8052 | 0.7842 | 0.6449 | 0.9608 | 0.8905 | 0.9456 |
514
- | 0.0007 | 59.72 | 4300 | 0.4850 | 0.7635 | 0.8060 | 0.7842 | 0.6450 | 0.9607 | 0.8909 | 0.9455 |
515
- | 0.0009 | 59.86 | 4310 | 0.4879 | 0.7616 | 0.8086 | 0.7844 | 0.6453 | 0.9607 | 0.8920 | 0.9455 |
516
- | 0.0005 | 60.0 | 4320 | 0.4872 | 0.7621 | 0.8080 | 0.7844 | 0.6453 | 0.9607 | 0.8917 | 0.9454 |
517
- | 0.0004 | 60.14 | 4330 | 0.4856 | 0.7625 | 0.8077 | 0.7844 | 0.6453 | 0.9607 | 0.8916 | 0.9455 |
518
- | 0.0006 | 60.28 | 4340 | 0.4826 | 0.7649 | 0.8061 | 0.7850 | 0.6460 | 0.9609 | 0.8910 | 0.9457 |
519
- | 0.0006 | 60.42 | 4350 | 0.4798 | 0.7660 | 0.8048 | 0.7849 | 0.6460 | 0.9610 | 0.8905 | 0.9458 |
520
- | 0.0003 | 60.56 | 4360 | 0.4809 | 0.7659 | 0.8057 | 0.7853 | 0.6465 | 0.9610 | 0.8909 | 0.9458 |
521
- | 0.0005 | 60.69 | 4370 | 0.4826 | 0.7651 | 0.8062 | 0.7851 | 0.6463 | 0.9610 | 0.8911 | 0.9458 |
522
- | 0.0005 | 60.83 | 4380 | 0.4817 | 0.7662 | 0.8056 | 0.7854 | 0.6466 | 0.9610 | 0.8909 | 0.9459 |
523
- | 0.0005 | 60.97 | 4390 | 0.4836 | 0.7633 | 0.8081 | 0.7851 | 0.6462 | 0.9609 | 0.8919 | 0.9456 |
524
- | 0.0006 | 61.11 | 4400 | 0.4847 | 0.7616 | 0.8103 | 0.7852 | 0.6464 | 0.9608 | 0.8929 | 0.9454 |
525
- | 0.0007 | 61.25 | 4410 | 0.4814 | 0.7643 | 0.8077 | 0.7854 | 0.6466 | 0.9609 | 0.8918 | 0.9458 |
526
- | 0.0004 | 61.39 | 4420 | 0.4807 | 0.7654 | 0.8048 | 0.7846 | 0.6455 | 0.9609 | 0.8904 | 0.9458 |
527
- | 0.0006 | 61.53 | 4430 | 0.4809 | 0.7651 | 0.8054 | 0.7848 | 0.6458 | 0.9609 | 0.8907 | 0.9458 |
528
- | 0.0007 | 61.67 | 4440 | 0.4796 | 0.7653 | 0.8057 | 0.7850 | 0.6460 | 0.9609 | 0.8909 | 0.9457 |
529
- | 0.0008 | 61.81 | 4450 | 0.4785 | 0.7646 | 0.8064 | 0.7849 | 0.6460 | 0.9609 | 0.8911 | 0.9457 |
530
- | 0.001 | 61.94 | 4460 | 0.4804 | 0.7643 | 0.8061 | 0.7846 | 0.6456 | 0.9609 | 0.8910 | 0.9456 |
531
- | 0.0006 | 62.08 | 4470 | 0.4826 | 0.7645 | 0.8061 | 0.7847 | 0.6458 | 0.9609 | 0.8910 | 0.9457 |
532
- | 0.0006 | 62.22 | 4480 | 0.4835 | 0.7642 | 0.8064 | 0.7847 | 0.6457 | 0.9609 | 0.8911 | 0.9457 |
533
- | 0.0008 | 62.36 | 4490 | 0.4845 | 0.7639 | 0.8072 | 0.7849 | 0.6460 | 0.9609 | 0.8915 | 0.9458 |
534
- | 0.0004 | 62.5 | 4500 | 0.4862 | 0.7619 | 0.8102 | 0.7853 | 0.6465 | 0.9608 | 0.8928 | 0.9456 |
535
- | 0.0007 | 62.64 | 4510 | 0.4852 | 0.7620 | 0.8090 | 0.7848 | 0.6458 | 0.9607 | 0.8922 | 0.9455 |
536
- | 0.0008 | 62.78 | 4520 | 0.4822 | 0.7644 | 0.8066 | 0.7850 | 0.6460 | 0.9609 | 0.8913 | 0.9457 |
537
- | 0.0007 | 62.92 | 4530 | 0.4828 | 0.7633 | 0.8073 | 0.7847 | 0.6457 | 0.9608 | 0.8915 | 0.9456 |
538
- | 0.0004 | 63.06 | 4540 | 0.4834 | 0.7633 | 0.8072 | 0.7846 | 0.6456 | 0.9608 | 0.8914 | 0.9456 |
539
- | 0.0007 | 63.19 | 4550 | 0.4819 | 0.7641 | 0.8058 | 0.7844 | 0.6453 | 0.9608 | 0.8908 | 0.9456 |
540
- | 0.0005 | 63.33 | 4560 | 0.4805 | 0.7654 | 0.8053 | 0.7848 | 0.6459 | 0.9609 | 0.8907 | 0.9457 |
541
- | 0.0008 | 63.47 | 4570 | 0.4799 | 0.7655 | 0.8056 | 0.7850 | 0.6461 | 0.9610 | 0.8908 | 0.9458 |
542
- | 0.0006 | 63.61 | 4580 | 0.4807 | 0.7652 | 0.8060 | 0.7851 | 0.6462 | 0.9610 | 0.8910 | 0.9457 |
543
- | 0.0008 | 63.75 | 4590 | 0.4832 | 0.7637 | 0.8077 | 0.7851 | 0.6462 | 0.9609 | 0.8917 | 0.9456 |
544
- | 0.0003 | 63.89 | 4600 | 0.4845 | 0.7632 | 0.8081 | 0.7850 | 0.6461 | 0.9608 | 0.8919 | 0.9456 |
545
- | 0.001 | 64.03 | 4610 | 0.4836 | 0.7636 | 0.8080 | 0.7851 | 0.6463 | 0.9609 | 0.8918 | 0.9456 |
546
- | 0.0006 | 64.17 | 4620 | 0.4831 | 0.7640 | 0.8076 | 0.7852 | 0.6463 | 0.9609 | 0.8917 | 0.9456 |
547
- | 0.0005 | 64.31 | 4630 | 0.4831 | 0.7638 | 0.8078 | 0.7852 | 0.6464 | 0.9609 | 0.8918 | 0.9456 |
548
- | 0.0006 | 64.44 | 4640 | 0.4831 | 0.7634 | 0.8078 | 0.7850 | 0.6460 | 0.9608 | 0.8918 | 0.9456 |
549
- | 0.0004 | 64.58 | 4650 | 0.4826 | 0.7641 | 0.8065 | 0.7847 | 0.6457 | 0.9609 | 0.8912 | 0.9456 |
550
- | 0.0005 | 64.72 | 4660 | 0.4823 | 0.7656 | 0.8061 | 0.7853 | 0.6465 | 0.9610 | 0.8911 | 0.9458 |
551
- | 0.0004 | 64.86 | 4670 | 0.4827 | 0.7650 | 0.8064 | 0.7852 | 0.6463 | 0.9610 | 0.8912 | 0.9457 |
552
- | 0.0003 | 65.0 | 4680 | 0.4838 | 0.7640 | 0.8077 | 0.7852 | 0.6464 | 0.9609 | 0.8917 | 0.9456 |
553
- | 0.0004 | 65.14 | 4690 | 0.4839 | 0.7645 | 0.8070 | 0.7852 | 0.6464 | 0.9609 | 0.8914 | 0.9457 |
554
- | 0.0006 | 65.28 | 4700 | 0.4829 | 0.7656 | 0.8061 | 0.7853 | 0.6465 | 0.9610 | 0.8911 | 0.9458 |
555
- | 0.0005 | 65.42 | 4710 | 0.4824 | 0.7666 | 0.8053 | 0.7855 | 0.6468 | 0.9611 | 0.8908 | 0.9458 |
556
- | 0.0005 | 65.56 | 4720 | 0.4829 | 0.7664 | 0.8056 | 0.7855 | 0.6468 | 0.9611 | 0.8909 | 0.9458 |
557
- | 0.0008 | 65.69 | 4730 | 0.4836 | 0.7655 | 0.8060 | 0.7852 | 0.6464 | 0.9610 | 0.8910 | 0.9457 |
558
- | 0.0008 | 65.83 | 4740 | 0.4834 | 0.7655 | 0.8061 | 0.7853 | 0.6464 | 0.9610 | 0.8911 | 0.9458 |
559
- | 0.0007 | 65.97 | 4750 | 0.4837 | 0.7660 | 0.8060 | 0.7855 | 0.6467 | 0.9610 | 0.8910 | 0.9458 |
560
- | 0.0007 | 66.11 | 4760 | 0.4842 | 0.7657 | 0.8057 | 0.7852 | 0.6463 | 0.9610 | 0.8909 | 0.9457 |
561
- | 0.0007 | 66.25 | 4770 | 0.4842 | 0.7661 | 0.8056 | 0.7853 | 0.6466 | 0.9610 | 0.8909 | 0.9458 |
562
- | 0.0005 | 66.39 | 4780 | 0.4842 | 0.7656 | 0.8057 | 0.7851 | 0.6463 | 0.9610 | 0.8909 | 0.9457 |
563
- | 0.0008 | 66.53 | 4790 | 0.4840 | 0.7657 | 0.8058 | 0.7853 | 0.6464 | 0.9610 | 0.8910 | 0.9458 |
564
- | 0.0006 | 66.67 | 4800 | 0.4838 | 0.7652 | 0.8066 | 0.7854 | 0.6466 | 0.9610 | 0.8913 | 0.9458 |
565
- | 0.0004 | 66.81 | 4810 | 0.4840 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
566
- | 0.0004 | 66.94 | 4820 | 0.4842 | 0.7650 | 0.8072 | 0.7855 | 0.6468 | 0.9610 | 0.8915 | 0.9458 |
567
- | 0.0005 | 67.08 | 4830 | 0.4841 | 0.7650 | 0.8073 | 0.7856 | 0.6468 | 0.9610 | 0.8916 | 0.9458 |
568
- | 0.0007 | 67.22 | 4840 | 0.4842 | 0.7649 | 0.8076 | 0.7857 | 0.6470 | 0.9610 | 0.8917 | 0.9457 |
569
- | 0.0003 | 67.36 | 4850 | 0.4842 | 0.7650 | 0.8076 | 0.7857 | 0.6471 | 0.9610 | 0.8917 | 0.9458 |
570
- | 0.0011 | 67.5 | 4860 | 0.4841 | 0.7650 | 0.8074 | 0.7856 | 0.6469 | 0.9610 | 0.8917 | 0.9458 |
571
- | 0.0003 | 67.64 | 4870 | 0.4840 | 0.7650 | 0.8074 | 0.7856 | 0.6469 | 0.9610 | 0.8917 | 0.9458 |
572
- | 0.0007 | 67.78 | 4880 | 0.4839 | 0.7650 | 0.8073 | 0.7856 | 0.6468 | 0.9610 | 0.8916 | 0.9457 |
573
- | 0.0007 | 67.92 | 4890 | 0.4839 | 0.7650 | 0.8073 | 0.7856 | 0.6468 | 0.9610 | 0.8916 | 0.9457 |
574
- | 0.0005 | 68.06 | 4900 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
575
- | 0.0008 | 68.19 | 4910 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
576
- | 0.0006 | 68.33 | 4920 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
577
- | 0.0006 | 68.47 | 4930 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
578
- | 0.0006 | 68.61 | 4940 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
579
- | 0.0004 | 68.75 | 4950 | 0.4839 | 0.7651 | 0.8073 | 0.7856 | 0.6469 | 0.9610 | 0.8916 | 0.9458 |
580
- | 0.0004 | 68.89 | 4960 | 0.4839 | 0.7650 | 0.8072 | 0.7855 | 0.6468 | 0.9610 | 0.8915 | 0.9457 |
581
- | 0.0007 | 69.03 | 4970 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
582
- | 0.0005 | 69.17 | 4980 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
583
- | 0.0006 | 69.31 | 4990 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
584
- | 0.0006 | 69.44 | 5000 | 0.4839 | 0.7650 | 0.8070 | 0.7854 | 0.6467 | 0.9610 | 0.8915 | 0.9457 |
585
 
586
 
587
  ### Framework versions
 
25
  metrics:
26
  - name: Precision
27
  type: precision
28
+ value: 0.7477250957854407
29
  - name: Recall
30
  type: recall
31
+ value: 0.8248580108308018
32
  - name: F1
33
  type: f1
34
+ value: 0.7843999246373171
35
  - name: Accuracy
36
  type: accuracy
37
+ value: 0.9598803304935198
38
  ---
39
 
40
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
 
44
 
45
  This model is a fine-tuned version of [prajjwal1/bert-small](https://huggingface.co/prajjwal1/bert-small) on the sembr2023 dataset.
46
  It achieves the following results on the evaluation set:
47
+ - Loss: 0.2330
48
+ - Precision: 0.7477
49
+ - Recall: 0.8249
50
+ - F1: 0.7844
51
+ - Iou: 0.6453
52
+ - Accuracy: 0.9599
53
+ - Balanced Accuracy: 0.8989
54
+ - Overall Accuracy: 0.9446
55
 
56
  ## Model description
57
 
 
71
 
72
  The following hyperparameters were used during training:
73
  - learning_rate: 0.0001
74
+ - train_batch_size: 64
75
  - eval_batch_size: 128
76
  - seed: 42
77
  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
78
  - lr_scheduler_type: cosine
79
+ - training_steps: 1000
80
 
81
  ### Training results
82
 
83
  | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy |
84
  |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:|
85
+ | 0.3749 | 0.07 | 10 | 0.3610 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
86
+ | 0.255 | 0.14 | 20 | 0.2741 | 0.7816 | 0.4170 | 0.5438 | 0.3735 | 0.9381 | 0.7028 | 0.9275 |
87
+ | 0.2228 | 0.21 | 30 | 0.2281 | 0.7475 | 0.6793 | 0.7118 | 0.5525 | 0.9513 | 0.8285 | 0.9341 |
88
+ | 0.1788 | 0.28 | 40 | 0.2079 | 0.8020 | 0.6789 | 0.7353 | 0.5814 | 0.9568 | 0.8313 | 0.9398 |
89
+ | 0.1754 | 0.35 | 50 | 0.2001 | 0.7468 | 0.7424 | 0.7446 | 0.5931 | 0.9549 | 0.8590 | 0.9373 |
90
+ | 0.1609 | 0.42 | 60 | 0.2016 | 0.7290 | 0.7657 | 0.7469 | 0.5960 | 0.9541 | 0.8690 | 0.9351 |
91
+ | 0.1576 | 0.49 | 70 | 0.1945 | 0.7318 | 0.7823 | 0.7562 | 0.6080 | 0.9554 | 0.8772 | 0.9370 |
92
+ | 0.1377 | 0.56 | 80 | 0.1861 | 0.7254 | 0.8006 | 0.7611 | 0.6144 | 0.9555 | 0.8856 | 0.9389 |
93
+ | 0.128 | 0.62 | 90 | 0.1873 | 0.7170 | 0.8183 | 0.7643 | 0.6185 | 0.9553 | 0.8935 | 0.9377 |
94
+ | 0.1182 | 0.69 | 100 | 0.1868 | 0.7272 | 0.8138 | 0.7681 | 0.6235 | 0.9565 | 0.8921 | 0.9380 |
95
+ | 0.1137 | 0.76 | 110 | 0.1759 | 0.7526 | 0.7975 | 0.7744 | 0.6319 | 0.9589 | 0.8860 | 0.9415 |
96
+ | 0.1232 | 0.83 | 120 | 0.1817 | 0.7489 | 0.8054 | 0.7761 | 0.6342 | 0.9589 | 0.8896 | 0.9411 |
97
+ | 0.0948 | 0.9 | 130 | 0.1809 | 0.7269 | 0.8161 | 0.7690 | 0.6246 | 0.9566 | 0.8932 | 0.9392 |
98
+ | 0.0877 | 0.97 | 140 | 0.1870 | 0.7260 | 0.8142 | 0.7676 | 0.6228 | 0.9564 | 0.8922 | 0.9388 |
99
+ | 0.0976 | 1.04 | 150 | 0.1868 | 0.7098 | 0.8365 | 0.7680 | 0.6233 | 0.9553 | 0.9016 | 0.9370 |
100
+ | 0.0855 | 1.11 | 160 | 0.1659 | 0.7728 | 0.7872 | 0.7800 | 0.6393 | 0.9607 | 0.8824 | 0.9442 |
101
+ | 0.0763 | 1.18 | 170 | 0.1939 | 0.7187 | 0.8305 | 0.7706 | 0.6268 | 0.9562 | 0.8995 | 0.9380 |
102
+ | 0.0821 | 1.25 | 180 | 0.1830 | 0.7560 | 0.7996 | 0.7772 | 0.6356 | 0.9594 | 0.8873 | 0.9410 |
103
+ | 0.0869 | 1.32 | 190 | 0.1814 | 0.7314 | 0.8220 | 0.7741 | 0.6314 | 0.9575 | 0.8963 | 0.9413 |
104
+ | 0.0896 | 1.39 | 200 | 0.1778 | 0.7480 | 0.7957 | 0.7711 | 0.6275 | 0.9582 | 0.8848 | 0.9415 |
105
+ | 0.0806 | 1.46 | 210 | 0.1749 | 0.7320 | 0.8270 | 0.7766 | 0.6348 | 0.9579 | 0.8988 | 0.9412 |
106
+ | 0.0678 | 1.53 | 220 | 0.1884 | 0.7537 | 0.8165 | 0.7839 | 0.6446 | 0.9602 | 0.8953 | 0.9417 |
107
+ | 0.0712 | 1.6 | 230 | 0.1663 | 0.7731 | 0.7930 | 0.7829 | 0.6433 | 0.9611 | 0.8852 | 0.9443 |
108
+ | 0.0672 | 1.67 | 240 | 0.1694 | 0.7670 | 0.8098 | 0.7878 | 0.6499 | 0.9614 | 0.8930 | 0.9447 |
109
+ | 0.0758 | 1.74 | 250 | 0.1855 | 0.7412 | 0.8155 | 0.7766 | 0.6347 | 0.9585 | 0.8939 | 0.9406 |
110
+ | 0.0642 | 1.81 | 260 | 0.1693 | 0.7590 | 0.8213 | 0.7889 | 0.6514 | 0.9611 | 0.8980 | 0.9437 |
111
+ | 0.0704 | 1.88 | 270 | 0.1721 | 0.7691 | 0.8028 | 0.7856 | 0.6469 | 0.9612 | 0.8897 | 0.9439 |
112
+ | 0.0747 | 1.94 | 280 | 0.1815 | 0.7363 | 0.8297 | 0.7802 | 0.6396 | 0.9586 | 0.9004 | 0.9422 |
113
+ | 0.0594 | 2.01 | 290 | 0.1812 | 0.7499 | 0.8206 | 0.7837 | 0.6443 | 0.9599 | 0.8970 | 0.9433 |
114
+ | 0.0545 | 2.08 | 300 | 0.1924 | 0.7392 | 0.8229 | 0.7788 | 0.6377 | 0.9586 | 0.8973 | 0.9412 |
115
+ | 0.0545 | 2.15 | 310 | 0.1965 | 0.7350 | 0.8221 | 0.7761 | 0.6341 | 0.9580 | 0.8967 | 0.9408 |
116
+ | 0.0519 | 2.22 | 320 | 0.1953 | 0.7420 | 0.8254 | 0.7815 | 0.6413 | 0.9592 | 0.8988 | 0.9428 |
117
+ | 0.0495 | 2.29 | 330 | 0.2124 | 0.7189 | 0.8387 | 0.7742 | 0.6316 | 0.9567 | 0.9034 | 0.9398 |
118
+ | 0.0551 | 2.36 | 340 | 0.1996 | 0.7388 | 0.8290 | 0.7813 | 0.6411 | 0.9589 | 0.9003 | 0.9431 |
119
+ | 0.0491 | 2.43 | 350 | 0.2030 | 0.7414 | 0.8275 | 0.7821 | 0.6422 | 0.9592 | 0.8997 | 0.9423 |
120
+ | 0.0393 | 2.5 | 360 | 0.1865 | 0.7538 | 0.8147 | 0.7830 | 0.6434 | 0.9601 | 0.8944 | 0.9437 |
121
+ | 0.0419 | 2.57 | 370 | 0.1983 | 0.7433 | 0.8259 | 0.7824 | 0.6426 | 0.9594 | 0.8991 | 0.9433 |
122
+ | 0.0487 | 2.64 | 380 | 0.1923 | 0.7321 | 0.8319 | 0.7788 | 0.6377 | 0.9582 | 0.9012 | 0.9427 |
123
+ | 0.0542 | 2.71 | 390 | 0.2059 | 0.7419 | 0.8243 | 0.7810 | 0.6406 | 0.9591 | 0.8982 | 0.9427 |
124
+ | 0.0423 | 2.78 | 400 | 0.1897 | 0.7546 | 0.8160 | 0.7841 | 0.6449 | 0.9602 | 0.8951 | 0.9446 |
125
+ | 0.0391 | 2.85 | 410 | 0.2074 | 0.7248 | 0.8334 | 0.7753 | 0.6331 | 0.9573 | 0.9014 | 0.9411 |
126
+ | 0.0473 | 2.92 | 420 | 0.1993 | 0.7317 | 0.8377 | 0.7811 | 0.6408 | 0.9585 | 0.9039 | 0.9425 |
127
+ | 0.0368 | 2.99 | 430 | 0.2029 | 0.7416 | 0.8307 | 0.7836 | 0.6442 | 0.9594 | 0.9013 | 0.9434 |
128
+ | 0.0516 | 3.06 | 440 | 0.2091 | 0.7466 | 0.8216 | 0.7823 | 0.6424 | 0.9595 | 0.8972 | 0.9441 |
129
+ | 0.0414 | 3.12 | 450 | 0.2095 | 0.7376 | 0.8309 | 0.7815 | 0.6413 | 0.9589 | 0.9011 | 0.9431 |
130
+ | 0.0463 | 3.19 | 460 | 0.2051 | 0.7419 | 0.8282 | 0.7827 | 0.6429 | 0.9593 | 0.9001 | 0.9439 |
131
+ | 0.0423 | 3.26 | 470 | 0.2066 | 0.7669 | 0.8102 | 0.7880 | 0.6501 | 0.9614 | 0.8931 | 0.9461 |
132
+ | 0.0384 | 3.33 | 480 | 0.2120 | 0.7427 | 0.8217 | 0.7802 | 0.6396 | 0.9590 | 0.8970 | 0.9436 |
133
+ | 0.0317 | 3.4 | 490 | 0.2084 | 0.7506 | 0.8192 | 0.7834 | 0.6439 | 0.9599 | 0.8964 | 0.9449 |
134
+ | 0.0309 | 3.47 | 500 | 0.2182 | 0.7489 | 0.8208 | 0.7832 | 0.6437 | 0.9598 | 0.8970 | 0.9441 |
135
+ | 0.0341 | 3.54 | 510 | 0.2110 | 0.7462 | 0.8239 | 0.7831 | 0.6436 | 0.9596 | 0.8984 | 0.9444 |
136
+ | 0.0322 | 3.61 | 520 | 0.2152 | 0.7409 | 0.8267 | 0.7814 | 0.6413 | 0.9591 | 0.8993 | 0.9444 |
137
+ | 0.0346 | 3.68 | 530 | 0.2195 | 0.7342 | 0.8341 | 0.7810 | 0.6407 | 0.9586 | 0.9024 | 0.9436 |
138
+ | 0.0364 | 3.75 | 540 | 0.2174 | 0.7434 | 0.8268 | 0.7829 | 0.6432 | 0.9594 | 0.8996 | 0.9438 |
139
+ | 0.0338 | 3.82 | 550 | 0.2081 | 0.7648 | 0.8105 | 0.7870 | 0.6488 | 0.9612 | 0.8931 | 0.9462 |
140
+ | 0.0364 | 3.89 | 560 | 0.2184 | 0.7493 | 0.8260 | 0.7858 | 0.6471 | 0.9601 | 0.8996 | 0.9446 |
141
+ | 0.0324 | 3.96 | 570 | 0.2094 | 0.7498 | 0.8192 | 0.7830 | 0.6434 | 0.9598 | 0.8963 | 0.9445 |
142
+ | 0.027 | 4.03 | 580 | 0.2070 | 0.7506 | 0.8225 | 0.7849 | 0.6460 | 0.9601 | 0.8980 | 0.9452 |
143
+ | 0.0319 | 4.1 | 590 | 0.2253 | 0.7484 | 0.8189 | 0.7821 | 0.6422 | 0.9596 | 0.8961 | 0.9446 |
144
+ | 0.0319 | 4.17 | 600 | 0.2308 | 0.7506 | 0.8167 | 0.7823 | 0.6424 | 0.9598 | 0.8952 | 0.9445 |
145
+ | 0.026 | 4.24 | 610 | 0.2249 | 0.7515 | 0.8247 | 0.7864 | 0.6480 | 0.9604 | 0.8991 | 0.9447 |
146
+ | 0.0314 | 4.31 | 620 | 0.2181 | 0.7570 | 0.8196 | 0.7870 | 0.6489 | 0.9608 | 0.8970 | 0.9457 |
147
+ | 0.0332 | 4.38 | 630 | 0.2272 | 0.7418 | 0.8287 | 0.7828 | 0.6432 | 0.9593 | 0.9003 | 0.9442 |
148
+ | 0.0327 | 4.44 | 640 | 0.2236 | 0.7519 | 0.8237 | 0.7861 | 0.6476 | 0.9603 | 0.8986 | 0.9445 |
149
+ | 0.029 | 4.51 | 650 | 0.2210 | 0.7517 | 0.8242 | 0.7863 | 0.6478 | 0.9604 | 0.8989 | 0.9449 |
150
+ | 0.0268 | 4.58 | 660 | 0.2347 | 0.7368 | 0.8356 | 0.7831 | 0.6435 | 0.9590 | 0.9033 | 0.9432 |
151
+ | 0.0312 | 4.65 | 670 | 0.2247 | 0.7460 | 0.8271 | 0.7845 | 0.6454 | 0.9598 | 0.8999 | 0.9442 |
152
+ | 0.0262 | 4.72 | 680 | 0.2246 | 0.7581 | 0.8176 | 0.7867 | 0.6484 | 0.9608 | 0.8961 | 0.9452 |
153
+ | 0.0277 | 4.79 | 690 | 0.2300 | 0.7528 | 0.8222 | 0.7860 | 0.6474 | 0.9604 | 0.8980 | 0.9447 |
154
+ | 0.0298 | 4.86 | 700 | 0.2239 | 0.7508 | 0.8250 | 0.7862 | 0.6477 | 0.9603 | 0.8992 | 0.9452 |
155
+ | 0.0345 | 4.93 | 710 | 0.2257 | 0.7499 | 0.8237 | 0.7850 | 0.6462 | 0.9601 | 0.8985 | 0.9447 |
156
+ | 0.0255 | 5.0 | 720 | 0.2223 | 0.7534 | 0.8213 | 0.7859 | 0.6473 | 0.9604 | 0.8976 | 0.9453 |
157
+ | 0.0296 | 5.07 | 730 | 0.2253 | 0.7496 | 0.8239 | 0.7850 | 0.6461 | 0.9601 | 0.8986 | 0.9449 |
158
+ | 0.0254 | 5.14 | 740 | 0.2290 | 0.7452 | 0.8270 | 0.7839 | 0.6447 | 0.9597 | 0.8998 | 0.9445 |
159
+ | 0.0264 | 5.21 | 750 | 0.2193 | 0.7627 | 0.8128 | 0.7870 | 0.6487 | 0.9611 | 0.8941 | 0.9460 |
160
+ | 0.0227 | 5.28 | 760 | 0.2332 | 0.7436 | 0.8246 | 0.7820 | 0.6420 | 0.9593 | 0.8985 | 0.9436 |
161
+ | 0.0299 | 5.35 | 770 | 0.2290 | 0.7536 | 0.8184 | 0.7847 | 0.6456 | 0.9603 | 0.8962 | 0.9448 |
162
+ | 0.0215 | 5.42 | 780 | 0.2302 | 0.7460 | 0.8274 | 0.7846 | 0.6455 | 0.9598 | 0.9000 | 0.9445 |
163
+ | 0.0221 | 5.49 | 790 | 0.2316 | 0.7496 | 0.8259 | 0.7859 | 0.6473 | 0.9602 | 0.8996 | 0.9444 |
164
+ | 0.0203 | 5.56 | 800 | 0.2322 | 0.7497 | 0.8223 | 0.7843 | 0.6452 | 0.9600 | 0.8978 | 0.9444 |
165
+ | 0.0273 | 5.62 | 810 | 0.2293 | 0.7513 | 0.8209 | 0.7846 | 0.6455 | 0.9601 | 0.8973 | 0.9448 |
166
+ | 0.022 | 5.69 | 820 | 0.2327 | 0.7442 | 0.8271 | 0.7835 | 0.6440 | 0.9596 | 0.8998 | 0.9440 |
167
+ | 0.0233 | 5.76 | 830 | 0.2333 | 0.7484 | 0.8263 | 0.7854 | 0.6467 | 0.9601 | 0.8997 | 0.9446 |
168
+ | 0.0297 | 5.83 | 840 | 0.2288 | 0.7463 | 0.8258 | 0.7840 | 0.6448 | 0.9598 | 0.8993 | 0.9445 |
169
+ | 0.0239 | 5.9 | 850 | 0.2296 | 0.7490 | 0.8233 | 0.7844 | 0.6452 | 0.9600 | 0.8982 | 0.9449 |
170
+ | 0.0256 | 5.97 | 860 | 0.2335 | 0.7485 | 0.8242 | 0.7845 | 0.6454 | 0.9599 | 0.8987 | 0.9446 |
171
+ | 0.0244 | 6.04 | 870 | 0.2325 | 0.7505 | 0.8227 | 0.7850 | 0.6460 | 0.9601 | 0.8981 | 0.9448 |
172
+ | 0.0191 | 6.11 | 880 | 0.2336 | 0.7511 | 0.8230 | 0.7854 | 0.6466 | 0.9602 | 0.8983 | 0.9448 |
173
+ | 0.0237 | 6.18 | 890 | 0.2330 | 0.7481 | 0.8251 | 0.7847 | 0.6458 | 0.9600 | 0.8991 | 0.9447 |
174
+ | 0.0216 | 6.25 | 900 | 0.2321 | 0.7476 | 0.8260 | 0.7849 | 0.6459 | 0.9599 | 0.8995 | 0.9447 |
175
+ | 0.0289 | 6.32 | 910 | 0.2307 | 0.7513 | 0.8220 | 0.7850 | 0.6461 | 0.9602 | 0.8978 | 0.9451 |
176
+ | 0.0305 | 6.39 | 920 | 0.2315 | 0.7508 | 0.8222 | 0.7849 | 0.6459 | 0.9601 | 0.8979 | 0.9449 |
177
+ | 0.0228 | 6.46 | 930 | 0.2320 | 0.7490 | 0.8231 | 0.7843 | 0.6452 | 0.9600 | 0.8982 | 0.9447 |
178
+ | 0.0249 | 6.53 | 940 | 0.2318 | 0.7482 | 0.8237 | 0.7841 | 0.6449 | 0.9599 | 0.8984 | 0.9447 |
179
+ | 0.022 | 6.6 | 950 | 0.2327 | 0.7476 | 0.8251 | 0.7845 | 0.6454 | 0.9599 | 0.8990 | 0.9446 |
180
+ | 0.0278 | 6.67 | 960 | 0.2333 | 0.7472 | 0.8253 | 0.7843 | 0.6451 | 0.9598 | 0.8991 | 0.9446 |
181
+ | 0.0228 | 6.74 | 970 | 0.2332 | 0.7473 | 0.8253 | 0.7843 | 0.6452 | 0.9598 | 0.8991 | 0.9446 |
182
+ | 0.0289 | 6.81 | 980 | 0.2331 | 0.7476 | 0.8249 | 0.7844 | 0.6452 | 0.9599 | 0.8989 | 0.9446 |
183
+ | 0.0228 | 6.88 | 990 | 0.2330 | 0.7477 | 0.8249 | 0.7844 | 0.6453 | 0.9599 | 0.8989 | 0.9446 |
184
+ | 0.0179 | 6.94 | 1000 | 0.2330 | 0.7477 | 0.8249 | 0.7844 | 0.6453 | 0.9599 | 0.8989 | 0.9446 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
185
 
186
 
187
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