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admko
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sembr2023-distilbert-base-cased

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

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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: 0.7607354542155558
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  - name: Recall
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  type: recall
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- value: 0.800432735140639
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  - name: F1
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  type: f1
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- value: 0.7800793847680476
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  - name: Accuracy
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  type: accuracy
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- value: 0.962351092519058
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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 [distilbert-base-cased](https://huggingface.co/distilbert-base-cased) on the sembr2023 dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.2173
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- - Precision: 0.7607
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- - Recall: 0.8004
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- - F1: 0.7801
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- - Iou: 0.6395
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- - Accuracy: 0.9624
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- - Balanced Accuracy: 0.8888
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- - Overall Accuracy: 0.9497
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  ## Model description
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@@ -70,518 +70,118 @@ More information needed
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
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- - learning_rate: 1e-05
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  - train_batch_size: 64
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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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- | 0.4829 | 0.07 | 10 | 0.4984 | 0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.5 | 0.9166 |
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- | 0.3792 | 0.13 | 20 | 0.3844 | 0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.5 | 0.9166 |
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- | 0.3485 | 0.2 | 30 | 0.3596 | 0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.5 | 0.9166 |
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- | 0.3319 | 0.26 | 40 | 0.3354 | 0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.5 | 0.9166 |
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- | 0.3187 | 0.33 | 50 | 0.2924 | 0.8494 | 0.0416 | 0.0793 | 0.0413 | 0.9194 | 0.5205 | 0.9190 |
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- | 0.2596 | 0.4 | 60 | 0.2743 | 0.8060 | 0.2358 | 0.3649 | 0.2232 | 0.9315 | 0.6153 | 0.9267 |
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- | 0.2383 | 0.46 | 70 | 0.2525 | 0.8326 | 0.3350 | 0.4778 | 0.3139 | 0.9389 | 0.6644 | 0.9299 |
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- | 0.2448 | 0.53 | 80 | 0.2394 | 0.7944 | 0.4736 | 0.5934 | 0.4219 | 0.9459 | 0.7312 | 0.9339 |
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- | 0.2135 | 0.6 | 90 | 0.2274 | 0.7672 | 0.5596 | 0.6472 | 0.4784 | 0.9491 | 0.7721 | 0.9361 |
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- | 0.1859 | 0.66 | 100 | 0.2174 | 0.7529 | 0.5928 | 0.6633 | 0.4963 | 0.9498 | 0.7876 | 0.9363 |
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- | 0.1809 | 0.73 | 110 | 0.2120 | 0.7596 | 0.6081 | 0.6755 | 0.5100 | 0.9513 | 0.7953 | 0.9373 |
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- | 0.1992 | 0.79 | 120 | 0.2087 | 0.7322 | 0.6496 | 0.6884 | 0.5249 | 0.9509 | 0.8140 | 0.9368 |
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- | 0.1727 | 0.86 | 130 | 0.2007 | 0.7836 | 0.6305 | 0.6988 | 0.5370 | 0.9547 | 0.8073 | 0.9405 |
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- | 0.2045 | 0.93 | 140 | 0.1978 | 0.7611 | 0.6723 | 0.7139 | 0.5551 | 0.9551 | 0.8265 | 0.9402 |
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- | 0.1784 | 0.99 | 150 | 0.1996 | 0.7615 | 0.6788 | 0.7178 | 0.5598 | 0.9555 | 0.8297 | 0.9401 |
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- | 0.1694 | 1.06 | 160 | 0.1916 | 0.7557 | 0.6903 | 0.7216 | 0.5644 | 0.9556 | 0.8350 | 0.9405 |
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- | 0.1689 | 1.13 | 170 | 0.1884 | 0.7990 | 0.6525 | 0.7184 | 0.5605 | 0.9573 | 0.8188 | 0.9430 |
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- | 0.188 | 1.19 | 180 | 0.1901 | 0.7486 | 0.7087 | 0.7281 | 0.5724 | 0.9558 | 0.8435 | 0.9397 |
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- | 0.1667 | 1.26 | 190 | 0.1910 | 0.7262 | 0.7297 | 0.7279 | 0.5722 | 0.9545 | 0.8523 | 0.9386 |
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- | 0.1514 | 1.32 | 200 | 0.1824 | 0.8031 | 0.6726 | 0.7321 | 0.5774 | 0.9589 | 0.8288 | 0.9444 |
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- | 0.1586 | 1.39 | 210 | 0.1811 | 0.7650 | 0.7183 | 0.7409 | 0.5885 | 0.9581 | 0.8491 | 0.9429 |
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- | 0.1326 | 1.46 | 220 | 0.1774 | 0.7819 | 0.7042 | 0.7410 | 0.5886 | 0.9589 | 0.8432 | 0.9452 |
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- | 0.1492 | 1.52 | 230 | 0.1821 | 0.7718 | 0.7155 | 0.7426 | 0.5906 | 0.9586 | 0.8481 | 0.9427 |
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- | 0.1477 | 1.59 | 240 | 0.1745 | 0.7834 | 0.7144 | 0.7473 | 0.5966 | 0.9597 | 0.8482 | 0.9452 |
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- | 0.1558 | 1.66 | 250 | 0.1740 | 0.7934 | 0.7084 | 0.7485 | 0.5981 | 0.9603 | 0.8458 | 0.9461 |
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- | 0.1434 | 1.72 | 260 | 0.1756 | 0.7646 | 0.7279 | 0.7458 | 0.5946 | 0.9586 | 0.8537 | 0.9439 |
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- | 0.1091 | 1.79 | 270 | 0.1764 | 0.7860 | 0.7177 | 0.7503 | 0.6004 | 0.9602 | 0.8500 | 0.9447 |
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- | 0.1419 | 1.85 | 280 | 0.1852 | 0.7223 | 0.7639 | 0.7425 | 0.5905 | 0.9558 | 0.8686 | 0.9393 |
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- | 0.1285 | 1.92 | 290 | 0.1734 | 0.7602 | 0.7381 | 0.7490 | 0.5987 | 0.9587 | 0.8584 | 0.9445 |
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- | 0.1289 | 1.99 | 300 | 0.1728 | 0.7571 | 0.7460 | 0.7515 | 0.6019 | 0.9588 | 0.8621 | 0.9437 |
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- | 0.119 | 2.05 | 310 | 0.1671 | 0.8172 | 0.6957 | 0.7515 | 0.6020 | 0.9616 | 0.8408 | 0.9495 |
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- | 0.1294 | 2.12 | 320 | 0.1725 | 0.7641 | 0.7420 | 0.7529 | 0.6037 | 0.9594 | 0.8606 | 0.9450 |
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- | 0.1238 | 2.19 | 330 | 0.1724 | 0.7705 | 0.7304 | 0.7500 | 0.5999 | 0.9594 | 0.8553 | 0.9448 |
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- | 0.1295 | 2.25 | 340 | 0.1701 | 0.7683 | 0.7379 | 0.7528 | 0.6036 | 0.9596 | 0.8588 | 0.9456 |
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- | 0.1344 | 2.32 | 350 | 0.1646 | 0.8160 | 0.6986 | 0.7527 | 0.6035 | 0.9617 | 0.8421 | 0.9485 |
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- | 0.1253 | 2.38 | 360 | 0.1619 | 0.7784 | 0.7345 | 0.7558 | 0.6075 | 0.9604 | 0.8577 | 0.9476 |
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- | 0.1144 | 2.45 | 370 | 0.1623 | 0.7772 | 0.7365 | 0.7563 | 0.6081 | 0.9604 | 0.8587 | 0.9471 |
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- | 0.127 | 2.52 | 380 | 0.1623 | 0.7713 | 0.7453 | 0.7581 | 0.6104 | 0.9603 | 0.8626 | 0.9482 |
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- | 0.1364 | 2.58 | 390 | 0.1668 | 0.7691 | 0.7426 | 0.7556 | 0.6072 | 0.9599 | 0.8612 | 0.9458 |
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- | 0.122 | 2.65 | 400 | 0.1641 | 0.7459 | 0.7645 | 0.7551 | 0.6066 | 0.9586 | 0.8704 | 0.9444 |
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- | 0.1233 | 2.72 | 410 | 0.1623 | 0.7671 | 0.7507 | 0.7588 | 0.6113 | 0.9602 | 0.8650 | 0.9468 |
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- | 0.1149 | 2.78 | 420 | 0.1703 | 0.7494 | 0.7564 | 0.7529 | 0.6037 | 0.9586 | 0.8667 | 0.9441 |
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- | 0.1056 | 2.85 | 430 | 0.1643 | 0.7421 | 0.7667 | 0.7542 | 0.6054 | 0.9583 | 0.8712 | 0.9446 |
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- | 0.1048 | 2.91 | 440 | 0.1582 | 0.7854 | 0.7346 | 0.7592 | 0.6118 | 0.9611 | 0.8582 | 0.9500 |
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- | 0.1046 | 2.98 | 450 | 0.1553 | 0.8097 | 0.7153 | 0.7596 | 0.6123 | 0.9622 | 0.8500 | 0.9513 |
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- | 0.1089 | 3.05 | 460 | 0.1628 | 0.7658 | 0.7489 | 0.7573 | 0.6094 | 0.9600 | 0.8640 | 0.9470 |
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- | 0.0968 | 3.11 | 470 | 0.1611 | 0.7425 | 0.7687 | 0.7554 | 0.6069 | 0.9585 | 0.8722 | 0.9460 |
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- | 0.1274 | 3.18 | 480 | 0.1656 | 0.7548 | 0.7592 | 0.7570 | 0.6090 | 0.9593 | 0.8684 | 0.9454 |
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- | 0.1107 | 3.25 | 490 | 0.1614 | 0.7652 | 0.7564 | 0.7608 | 0.6139 | 0.9603 | 0.8676 | 0.9472 |
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- | 0.0915 | 3.31 | 500 | 0.1548 | 0.7688 | 0.7536 | 0.7611 | 0.6143 | 0.9605 | 0.8665 | 0.9505 |
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- | 0.1218 | 3.38 | 510 | 0.1557 | 0.7604 | 0.7565 | 0.7585 | 0.6109 | 0.9598 | 0.8674 | 0.9484 |
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- | 0.1071 | 3.44 | 520 | 0.1602 | 0.7553 | 0.7568 | 0.7561 | 0.6078 | 0.9593 | 0.8672 | 0.9462 |
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- | 0.1048 | 3.51 | 530 | 0.1625 | 0.7489 | 0.7676 | 0.7581 | 0.6105 | 0.9591 | 0.8721 | 0.9464 |
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- | 0.1075 | 3.58 | 540 | 0.1628 | 0.7559 | 0.7653 | 0.7606 | 0.6136 | 0.9598 | 0.8714 | 0.9461 |
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- | 0.1027 | 3.64 | 550 | 0.1567 | 0.7816 | 0.7443 | 0.7625 | 0.6162 | 0.9613 | 0.8627 | 0.9496 |
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- | 0.0851 | 3.71 | 560 | 0.1643 | 0.7323 | 0.7831 | 0.7569 | 0.6088 | 0.9580 | 0.8785 | 0.9448 |
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- | 0.0934 | 3.77 | 570 | 0.1536 | 0.7977 | 0.7396 | 0.7675 | 0.6228 | 0.9626 | 0.8613 | 0.9515 |
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- | 0.1058 | 3.84 | 580 | 0.1620 | 0.7754 | 0.7536 | 0.7643 | 0.6186 | 0.9612 | 0.8669 | 0.9478 |
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- | 0.1155 | 3.91 | 590 | 0.1625 | 0.7346 | 0.7839 | 0.7585 | 0.6109 | 0.9583 | 0.8791 | 0.9457 |
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- | 0.0959 | 3.97 | 600 | 0.1613 | 0.7823 | 0.7500 | 0.7658 | 0.6205 | 0.9617 | 0.8655 | 0.9485 |
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- | 0.1032 | 4.04 | 610 | 0.1594 | 0.7775 | 0.7522 | 0.7647 | 0.6190 | 0.9614 | 0.8663 | 0.9488 |
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- | 0.1023 | 4.11 | 620 | 0.1631 | 0.7357 | 0.7909 | 0.7623 | 0.6159 | 0.9589 | 0.8825 | 0.9463 |
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- | 0.1062 | 4.17 | 630 | 0.1548 | 0.7627 | 0.7699 | 0.7663 | 0.6211 | 0.9608 | 0.8740 | 0.9500 |
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- | 0.1034 | 4.24 | 640 | 0.1558 | 0.7870 | 0.7568 | 0.7716 | 0.6281 | 0.9626 | 0.8691 | 0.9507 |
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- | 0.0929 | 4.3 | 650 | 0.1518 | 0.7786 | 0.7631 | 0.7708 | 0.6271 | 0.9621 | 0.8717 | 0.9521 |
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- | 0.1098 | 4.37 | 660 | 0.1564 | 0.7693 | 0.7654 | 0.7673 | 0.6225 | 0.9613 | 0.8723 | 0.9495 |
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- | 0.0988 | 4.44 | 670 | 0.1551 | 0.7742 | 0.7681 | 0.7711 | 0.6275 | 0.9620 | 0.8739 | 0.9507 |
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- | 0.0887 | 4.5 | 680 | 0.1551 | 0.7569 | 0.7787 | 0.7676 | 0.6229 | 0.9607 | 0.8780 | 0.9498 |
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- | 0.075 | 4.57 | 690 | 0.1640 | 0.7675 | 0.7671 | 0.7673 | 0.6224 | 0.9612 | 0.8730 | 0.9476 |
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- | 0.0876 | 4.64 | 700 | 0.1607 | 0.7686 | 0.7629 | 0.7657 | 0.6204 | 0.9611 | 0.8710 | 0.9486 |
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- | 0.0831 | 4.7 | 710 | 0.1623 | 0.7506 | 0.7801 | 0.7650 | 0.6195 | 0.9600 | 0.8782 | 0.9473 |
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- | 0.0982 | 4.77 | 720 | 0.1540 | 0.7648 | 0.7737 | 0.7692 | 0.6250 | 0.9613 | 0.8760 | 0.9506 |
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- | 0.0992 | 4.83 | 730 | 0.1578 | 0.7704 | 0.7682 | 0.7693 | 0.6251 | 0.9616 | 0.8737 | 0.9496 |
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- | 0.1006 | 4.9 | 740 | 0.1592 | 0.7445 | 0.7862 | 0.7648 | 0.6191 | 0.9597 | 0.8808 | 0.9478 |
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- | 0.0707 | 4.97 | 750 | 0.1506 | 0.7974 | 0.7474 | 0.7716 | 0.6281 | 0.9631 | 0.8650 | 0.9529 |
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- | 0.0885 | 5.03 | 760 | 0.1554 | 0.7871 | 0.7567 | 0.7716 | 0.6281 | 0.9626 | 0.8690 | 0.9513 |
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- | 0.085 | 5.1 | 770 | 0.1624 | 0.7377 | 0.7908 | 0.7633 | 0.6172 | 0.9591 | 0.8826 | 0.9476 |
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- | 0.0865 | 5.17 | 780 | 0.1635 | 0.7550 | 0.7816 | 0.7681 | 0.6235 | 0.9606 | 0.8793 | 0.9480 |
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- | 0.0807 | 5.23 | 790 | 0.1576 | 0.7705 | 0.7681 | 0.7693 | 0.6251 | 0.9616 | 0.8736 | 0.9501 |
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- | 0.0943 | 5.3 | 800 | 0.1632 | 0.7311 | 0.7980 | 0.7631 | 0.6169 | 0.9587 | 0.8857 | 0.9473 |
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- | 0.0694 | 5.36 | 810 | 0.1615 | 0.7635 | 0.7768 | 0.7701 | 0.6261 | 0.9613 | 0.8774 | 0.9484 |
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- | 0.1003 | 5.43 | 820 | 0.1624 | 0.7575 | 0.7749 | 0.7661 | 0.6208 | 0.9605 | 0.8761 | 0.9482 |
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- | 0.0945 | 5.5 | 830 | 0.1542 | 0.7821 | 0.7695 | 0.7758 | 0.6337 | 0.9629 | 0.8750 | 0.9522 |
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- | 0.0763 | 5.56 | 840 | 0.1615 | 0.7531 | 0.7854 | 0.7689 | 0.6246 | 0.9606 | 0.8810 | 0.9477 |
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- | 0.0844 | 5.63 | 850 | 0.1583 | 0.7532 | 0.7908 | 0.7715 | 0.6280 | 0.9609 | 0.8836 | 0.9489 |
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- | 0.0987 | 5.7 | 860 | 0.1602 | 0.7926 | 0.7592 | 0.7755 | 0.6334 | 0.9633 | 0.8706 | 0.9510 |
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- | 0.0826 | 5.76 | 870 | 0.1619 | 0.7460 | 0.7948 | 0.7697 | 0.6256 | 0.9603 | 0.8851 | 0.9482 |
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- | 0.0776 | 5.83 | 880 | 0.1550 | 0.7624 | 0.7840 | 0.7730 | 0.6301 | 0.9616 | 0.8809 | 0.9511 |
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- | 0.084 | 5.89 | 890 | 0.1572 | 0.7819 | 0.7666 | 0.7742 | 0.6315 | 0.9627 | 0.8736 | 0.9511 |
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- | 0.0734 | 5.96 | 900 | 0.1600 | 0.7786 | 0.7658 | 0.7722 | 0.6289 | 0.9623 | 0.8730 | 0.9506 |
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- | 0.0855 | 6.03 | 910 | 0.1683 | 0.7421 | 0.7947 | 0.7675 | 0.6227 | 0.9598 | 0.8848 | 0.9464 |
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- | 0.0808 | 6.09 | 920 | 0.1648 | 0.7522 | 0.7901 | 0.7707 | 0.6269 | 0.9608 | 0.8832 | 0.9481 |
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- | 0.0919 | 6.16 | 930 | 0.1574 | 0.7748 | 0.7741 | 0.7744 | 0.6319 | 0.9624 | 0.8768 | 0.9512 |
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- | 0.0803 | 6.23 | 940 | 0.1605 | 0.7702 | 0.7798 | 0.7750 | 0.6326 | 0.9622 | 0.8793 | 0.9497 |
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- | 0.0878 | 6.29 | 950 | 0.1605 | 0.7587 | 0.7885 | 0.7733 | 0.6304 | 0.9614 | 0.8828 | 0.9495 |
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- | 0.0782 | 6.36 | 960 | 0.1580 | 0.7780 | 0.7768 | 0.7774 | 0.6359 | 0.9629 | 0.8783 | 0.9510 |
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- | 0.0707 | 6.42 | 970 | 0.1639 | 0.7563 | 0.7903 | 0.7729 | 0.6298 | 0.9613 | 0.8835 | 0.9488 |
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- | 0.0726 | 6.49 | 980 | 0.1564 | 0.7706 | 0.7782 | 0.7744 | 0.6318 | 0.9622 | 0.8785 | 0.9515 |
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- | 0.0805 | 6.56 | 990 | 0.1583 | 0.7719 | 0.7789 | 0.7754 | 0.6332 | 0.9624 | 0.8790 | 0.9507 |
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- | 0.0793 | 6.62 | 1000 | 0.1597 | 0.7587 | 0.7934 | 0.7757 | 0.6335 | 0.9617 | 0.8852 | 0.9503 |
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- | 0.0796 | 6.69 | 1010 | 0.1602 | 0.7594 | 0.7783 | 0.7687 | 0.6244 | 0.9609 | 0.8779 | 0.9499 |
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- | 0.0828 | 6.75 | 1020 | 0.1655 | 0.7735 | 0.7839 | 0.7786 | 0.6375 | 0.9628 | 0.8815 | 0.9495 |
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- | 0.0751 | 6.82 | 1030 | 0.1617 | 0.7575 | 0.7914 | 0.7741 | 0.6314 | 0.9615 | 0.8842 | 0.9496 |
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- | 0.0871 | 6.89 | 1040 | 0.1598 | 0.7816 | 0.7714 | 0.7765 | 0.6346 | 0.9629 | 0.8759 | 0.9509 |
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- | 0.0834 | 6.95 | 1050 | 0.1588 | 0.7824 | 0.7787 | 0.7805 | 0.6400 | 0.9635 | 0.8795 | 0.9521 |
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- | 0.0693 | 7.02 | 1060 | 0.1529 | 0.7858 | 0.7722 | 0.7789 | 0.6379 | 0.9634 | 0.8765 | 0.9535 |
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- | 0.0834 | 7.09 | 1070 | 0.1595 | 0.7771 | 0.7805 | 0.7788 | 0.6377 | 0.9630 | 0.8800 | 0.9507 |
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- | 0.0744 | 7.15 | 1080 | 0.1748 | 0.7339 | 0.7989 | 0.7650 | 0.6195 | 0.9591 | 0.8863 | 0.9456 |
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- | 0.0876 | 7.22 | 1090 | 0.1589 | 0.7820 | 0.7666 | 0.7742 | 0.6316 | 0.9627 | 0.8736 | 0.9519 |
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- | 0.0729 | 7.28 | 1100 | 0.1622 | 0.7536 | 0.8004 | 0.7763 | 0.6344 | 0.9615 | 0.8883 | 0.9498 |
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- | 0.0811 | 7.35 | 1110 | 0.1625 | 0.7558 | 0.7929 | 0.7739 | 0.6312 | 0.9614 | 0.8848 | 0.9500 |
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- | 0.0688 | 7.42 | 1120 | 0.1664 | 0.7626 | 0.7918 | 0.7769 | 0.6352 | 0.9621 | 0.8847 | 0.9495 |
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- | 0.077 | 7.48 | 1130 | 0.1663 | 0.7674 | 0.7843 | 0.7757 | 0.6336 | 0.9622 | 0.8813 | 0.9502 |
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- | 0.0712 | 7.55 | 1140 | 0.1650 | 0.7669 | 0.7838 | 0.7752 | 0.6330 | 0.9621 | 0.8810 | 0.9503 |
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- | 0.0676 | 7.62 | 1150 | 0.1564 | 0.7797 | 0.7769 | 0.7783 | 0.6370 | 0.9631 | 0.8785 | 0.9527 |
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- | 0.0734 | 7.68 | 1160 | 0.1649 | 0.7524 | 0.7962 | 0.7737 | 0.6309 | 0.9611 | 0.8862 | 0.9494 |
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- | 0.0858 | 7.75 | 1170 | 0.1659 | 0.7607 | 0.7923 | 0.7762 | 0.6342 | 0.9619 | 0.8848 | 0.9499 |
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- | 0.0664 | 7.81 | 1180 | 0.1600 | 0.7620 | 0.7933 | 0.7773 | 0.6358 | 0.9621 | 0.8854 | 0.9509 |
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- | 0.0739 | 7.88 | 1190 | 0.1562 | 0.7856 | 0.7726 | 0.7790 | 0.6380 | 0.9634 | 0.8767 | 0.9532 |
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- | 0.0831 | 7.95 | 1200 | 0.1648 | 0.7573 | 0.7887 | 0.7727 | 0.6296 | 0.9613 | 0.8829 | 0.9495 |
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- | 0.0684 | 8.01 | 1210 | 0.1649 | 0.7889 | 0.7713 | 0.7800 | 0.6393 | 0.9637 | 0.8762 | 0.9519 |
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- | 0.0653 | 8.08 | 1220 | 0.1659 | 0.7523 | 0.7939 | 0.7726 | 0.6294 | 0.9610 | 0.8851 | 0.9501 |
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- | 0.0706 | 8.15 | 1230 | 0.1694 | 0.7722 | 0.7763 | 0.7742 | 0.6316 | 0.9622 | 0.8777 | 0.9499 |
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- | 0.0691 | 8.21 | 1240 | 0.1683 | 0.7546 | 0.7933 | 0.7735 | 0.6306 | 0.9612 | 0.8849 | 0.9494 |
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- | 0.0668 | 8.28 | 1250 | 0.1734 | 0.7613 | 0.7861 | 0.7735 | 0.6307 | 0.9616 | 0.8818 | 0.9489 |
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- | 0.0605 | 8.34 | 1260 | 0.1687 | 0.7742 | 0.7833 | 0.7787 | 0.6376 | 0.9629 | 0.8812 | 0.9511 |
211
- | 0.0588 | 8.41 | 1270 | 0.1731 | 0.7561 | 0.7997 | 0.7773 | 0.6357 | 0.9618 | 0.8881 | 0.9490 |
212
- | 0.0776 | 8.48 | 1280 | 0.1685 | 0.7793 | 0.7729 | 0.7761 | 0.6341 | 0.9628 | 0.8765 | 0.9505 |
213
- | 0.0655 | 8.54 | 1290 | 0.1657 | 0.7709 | 0.7822 | 0.7765 | 0.6347 | 0.9624 | 0.8805 | 0.9508 |
214
- | 0.0548 | 8.61 | 1300 | 0.1723 | 0.7478 | 0.8007 | 0.7733 | 0.6304 | 0.9608 | 0.8881 | 0.9492 |
215
- | 0.076 | 8.68 | 1310 | 0.1657 | 0.7789 | 0.7824 | 0.7806 | 0.6402 | 0.9633 | 0.8811 | 0.9519 |
216
- | 0.0672 | 8.74 | 1320 | 0.1690 | 0.7671 | 0.7895 | 0.7781 | 0.6369 | 0.9624 | 0.8838 | 0.9510 |
217
- | 0.0534 | 8.81 | 1330 | 0.1715 | 0.7660 | 0.7891 | 0.7774 | 0.6358 | 0.9623 | 0.8836 | 0.9494 |
218
- | 0.0709 | 8.87 | 1340 | 0.1681 | 0.7591 | 0.7987 | 0.7784 | 0.6372 | 0.9621 | 0.8878 | 0.9500 |
219
- | 0.0653 | 8.94 | 1350 | 0.1666 | 0.7581 | 0.7906 | 0.7740 | 0.6314 | 0.9615 | 0.8838 | 0.9504 |
220
- | 0.0616 | 9.01 | 1360 | 0.1654 | 0.7784 | 0.7843 | 0.7813 | 0.6411 | 0.9634 | 0.8820 | 0.9520 |
221
- | 0.0647 | 9.07 | 1370 | 0.1762 | 0.7649 | 0.7868 | 0.7757 | 0.6336 | 0.9620 | 0.8824 | 0.9495 |
222
- | 0.0492 | 9.14 | 1380 | 0.1791 | 0.7580 | 0.7923 | 0.7748 | 0.6324 | 0.9616 | 0.8846 | 0.9491 |
223
- | 0.0812 | 9.21 | 1390 | 0.1718 | 0.7526 | 0.8029 | 0.7769 | 0.6352 | 0.9615 | 0.8894 | 0.9497 |
224
- | 0.0628 | 9.27 | 1400 | 0.1681 | 0.7571 | 0.7959 | 0.7760 | 0.6340 | 0.9617 | 0.8863 | 0.9505 |
225
- | 0.0711 | 9.34 | 1410 | 0.1728 | 0.7696 | 0.7808 | 0.7752 | 0.6329 | 0.9622 | 0.8798 | 0.9504 |
226
- | 0.0618 | 9.4 | 1420 | 0.1685 | 0.7600 | 0.7894 | 0.7744 | 0.6319 | 0.9616 | 0.8833 | 0.9504 |
227
- | 0.0652 | 9.47 | 1430 | 0.1820 | 0.7538 | 0.8023 | 0.7773 | 0.6357 | 0.9617 | 0.8892 | 0.9482 |
228
- | 0.0656 | 9.54 | 1440 | 0.1704 | 0.7811 | 0.7803 | 0.7807 | 0.6403 | 0.9634 | 0.8802 | 0.9519 |
229
- | 0.0654 | 9.6 | 1450 | 0.1736 | 0.7602 | 0.7942 | 0.7768 | 0.6351 | 0.9619 | 0.8857 | 0.9494 |
230
- | 0.0572 | 9.67 | 1460 | 0.1698 | 0.7584 | 0.7951 | 0.7763 | 0.6344 | 0.9618 | 0.8860 | 0.9505 |
231
- | 0.0512 | 9.74 | 1470 | 0.1682 | 0.7669 | 0.7894 | 0.7780 | 0.6366 | 0.9624 | 0.8838 | 0.9510 |
232
- | 0.0754 | 9.8 | 1480 | 0.1712 | 0.7635 | 0.7947 | 0.7788 | 0.6377 | 0.9623 | 0.8862 | 0.9501 |
233
- | 0.0552 | 9.87 | 1490 | 0.1682 | 0.7703 | 0.7890 | 0.7795 | 0.6387 | 0.9628 | 0.8838 | 0.9514 |
234
- | 0.0602 | 9.93 | 1500 | 0.1769 | 0.7584 | 0.7984 | 0.7779 | 0.6365 | 0.9620 | 0.8876 | 0.9495 |
235
- | 0.0767 | 10.0 | 1510 | 0.1735 | 0.7704 | 0.7871 | 0.7786 | 0.6375 | 0.9627 | 0.8829 | 0.9501 |
236
- | 0.065 | 10.07 | 1520 | 0.1735 | 0.7684 | 0.7899 | 0.7790 | 0.6380 | 0.9626 | 0.8841 | 0.9504 |
237
- | 0.0579 | 10.13 | 1530 | 0.1730 | 0.7717 | 0.7890 | 0.7802 | 0.6397 | 0.9629 | 0.8839 | 0.9511 |
238
- | 0.0527 | 10.2 | 1540 | 0.1702 | 0.7766 | 0.7831 | 0.7798 | 0.6391 | 0.9631 | 0.8813 | 0.9514 |
239
- | 0.0643 | 10.26 | 1550 | 0.1724 | 0.7593 | 0.7957 | 0.7771 | 0.6354 | 0.9619 | 0.8864 | 0.9504 |
240
- | 0.0636 | 10.33 | 1560 | 0.1756 | 0.7639 | 0.7922 | 0.7778 | 0.6363 | 0.9622 | 0.8849 | 0.9500 |
241
- | 0.0602 | 10.4 | 1570 | 0.1717 | 0.7594 | 0.7960 | 0.7773 | 0.6357 | 0.9619 | 0.8865 | 0.9506 |
242
- | 0.0561 | 10.46 | 1580 | 0.1724 | 0.7779 | 0.7754 | 0.7766 | 0.6348 | 0.9628 | 0.8776 | 0.9512 |
243
- | 0.0687 | 10.53 | 1590 | 0.1783 | 0.7602 | 0.7979 | 0.7786 | 0.6374 | 0.9621 | 0.8875 | 0.9498 |
244
- | 0.0627 | 10.6 | 1600 | 0.1713 | 0.7828 | 0.7849 | 0.7839 | 0.6445 | 0.9639 | 0.8825 | 0.9520 |
245
- | 0.0588 | 10.66 | 1610 | 0.1739 | 0.7734 | 0.7905 | 0.7818 | 0.6418 | 0.9632 | 0.8847 | 0.9512 |
246
- | 0.0617 | 10.73 | 1620 | 0.1745 | 0.7656 | 0.7925 | 0.7788 | 0.6378 | 0.9624 | 0.8852 | 0.9505 |
247
- | 0.0532 | 10.79 | 1630 | 0.1785 | 0.7586 | 0.7970 | 0.7773 | 0.6357 | 0.9619 | 0.8870 | 0.9504 |
248
- | 0.0559 | 10.86 | 1640 | 0.1755 | 0.7634 | 0.7918 | 0.7773 | 0.6358 | 0.9622 | 0.8847 | 0.9504 |
249
- | 0.0508 | 10.93 | 1650 | 0.1755 | 0.7533 | 0.8009 | 0.7764 | 0.6345 | 0.9615 | 0.8885 | 0.9504 |
250
- | 0.0616 | 10.99 | 1660 | 0.1794 | 0.7504 | 0.8041 | 0.7764 | 0.6345 | 0.9614 | 0.8899 | 0.9496 |
251
- | 0.0652 | 11.06 | 1670 | 0.1683 | 0.7793 | 0.7859 | 0.7826 | 0.6428 | 0.9636 | 0.8828 | 0.9526 |
252
- | 0.0584 | 11.13 | 1680 | 0.1819 | 0.7700 | 0.7908 | 0.7802 | 0.6397 | 0.9628 | 0.8846 | 0.9499 |
253
- | 0.0605 | 11.19 | 1690 | 0.1796 | 0.7695 | 0.7922 | 0.7807 | 0.6403 | 0.9629 | 0.8853 | 0.9506 |
254
- | 0.0514 | 11.26 | 1700 | 0.1751 | 0.7723 | 0.7901 | 0.7811 | 0.6409 | 0.9631 | 0.8845 | 0.9517 |
255
- | 0.0625 | 11.32 | 1710 | 0.1762 | 0.7679 | 0.7922 | 0.7799 | 0.6391 | 0.9627 | 0.8852 | 0.9510 |
256
- | 0.0542 | 11.39 | 1720 | 0.1734 | 0.7542 | 0.7976 | 0.7753 | 0.6331 | 0.9614 | 0.8870 | 0.9511 |
257
- | 0.0652 | 11.46 | 1730 | 0.1752 | 0.7616 | 0.7915 | 0.7763 | 0.6343 | 0.9619 | 0.8845 | 0.9507 |
258
- | 0.0598 | 11.52 | 1740 | 0.1742 | 0.7686 | 0.7914 | 0.7798 | 0.6391 | 0.9627 | 0.8849 | 0.9516 |
259
- | 0.0554 | 11.59 | 1750 | 0.1808 | 0.7531 | 0.8004 | 0.7760 | 0.6340 | 0.9615 | 0.8883 | 0.9500 |
260
- | 0.0629 | 11.66 | 1760 | 0.1773 | 0.7652 | 0.7950 | 0.7798 | 0.6390 | 0.9625 | 0.8864 | 0.9509 |
261
- | 0.0484 | 11.72 | 1770 | 0.1796 | 0.7637 | 0.7971 | 0.7800 | 0.6394 | 0.9625 | 0.8873 | 0.9500 |
262
- | 0.0579 | 11.79 | 1780 | 0.1939 | 0.7451 | 0.8082 | 0.7754 | 0.6332 | 0.9609 | 0.8915 | 0.9477 |
263
- | 0.0539 | 11.85 | 1790 | 0.1806 | 0.7578 | 0.7970 | 0.7769 | 0.6352 | 0.9618 | 0.8869 | 0.9506 |
264
- | 0.0581 | 11.92 | 1800 | 0.1795 | 0.7591 | 0.7955 | 0.7769 | 0.6352 | 0.9619 | 0.8862 | 0.9505 |
265
- | 0.0491 | 11.99 | 1810 | 0.1754 | 0.7764 | 0.7826 | 0.7795 | 0.6387 | 0.9631 | 0.8810 | 0.9520 |
266
- | 0.0554 | 12.05 | 1820 | 0.1765 | 0.7701 | 0.7925 | 0.7812 | 0.6409 | 0.9630 | 0.8855 | 0.9517 |
267
- | 0.0543 | 12.12 | 1830 | 0.1840 | 0.7574 | 0.7994 | 0.7778 | 0.6364 | 0.9619 | 0.8881 | 0.9501 |
268
- | 0.0525 | 12.19 | 1840 | 0.1789 | 0.7771 | 0.7867 | 0.7819 | 0.6418 | 0.9634 | 0.8831 | 0.9520 |
269
- | 0.0539 | 12.25 | 1850 | 0.1759 | 0.7683 | 0.7932 | 0.7806 | 0.6401 | 0.9628 | 0.8857 | 0.9519 |
270
- | 0.0613 | 12.32 | 1860 | 0.1829 | 0.7599 | 0.7952 | 0.7772 | 0.6355 | 0.9620 | 0.8862 | 0.9500 |
271
- | 0.0598 | 12.38 | 1870 | 0.1814 | 0.7649 | 0.7924 | 0.7784 | 0.6372 | 0.9624 | 0.8851 | 0.9505 |
272
- | 0.0552 | 12.45 | 1880 | 0.1762 | 0.7715 | 0.7877 | 0.7795 | 0.6387 | 0.9628 | 0.8832 | 0.9522 |
273
- | 0.0512 | 12.52 | 1890 | 0.1799 | 0.7736 | 0.7881 | 0.7808 | 0.6404 | 0.9631 | 0.8835 | 0.9514 |
274
- | 0.06 | 12.58 | 1900 | 0.1831 | 0.7555 | 0.8012 | 0.7777 | 0.6362 | 0.9618 | 0.8888 | 0.9493 |
275
- | 0.0553 | 12.65 | 1910 | 0.1794 | 0.7560 | 0.8011 | 0.7779 | 0.6365 | 0.9618 | 0.8888 | 0.9505 |
276
- | 0.0602 | 12.72 | 1920 | 0.1783 | 0.7687 | 0.7895 | 0.7790 | 0.6380 | 0.9626 | 0.8839 | 0.9512 |
277
- | 0.0523 | 12.78 | 1930 | 0.1823 | 0.7722 | 0.7858 | 0.7790 | 0.6379 | 0.9628 | 0.8824 | 0.9511 |
278
- | 0.0504 | 12.85 | 1940 | 0.1784 | 0.7731 | 0.7850 | 0.7790 | 0.6380 | 0.9629 | 0.8820 | 0.9515 |
279
- | 0.0553 | 12.91 | 1950 | 0.1868 | 0.7607 | 0.7976 | 0.7787 | 0.6376 | 0.9622 | 0.8874 | 0.9502 |
280
- | 0.0539 | 12.98 | 1960 | 0.1839 | 0.7591 | 0.7973 | 0.7777 | 0.6363 | 0.9620 | 0.8871 | 0.9496 |
281
- | 0.0473 | 13.05 | 1970 | 0.1853 | 0.7564 | 0.8035 | 0.7792 | 0.6383 | 0.9620 | 0.8900 | 0.9500 |
282
- | 0.0532 | 13.11 | 1980 | 0.1803 | 0.7640 | 0.7932 | 0.7783 | 0.6371 | 0.9623 | 0.8854 | 0.9509 |
283
- | 0.049 | 13.18 | 1990 | 0.1780 | 0.7709 | 0.7876 | 0.7791 | 0.6382 | 0.9628 | 0.8831 | 0.9519 |
284
- | 0.0494 | 13.25 | 2000 | 0.1823 | 0.7676 | 0.7920 | 0.7796 | 0.6388 | 0.9626 | 0.8851 | 0.9512 |
285
- | 0.0454 | 13.31 | 2010 | 0.1856 | 0.7634 | 0.7943 | 0.7786 | 0.6374 | 0.9623 | 0.8860 | 0.9504 |
286
- | 0.0587 | 13.38 | 2020 | 0.1810 | 0.7744 | 0.7875 | 0.7809 | 0.6405 | 0.9631 | 0.8833 | 0.9518 |
287
- | 0.0496 | 13.44 | 2030 | 0.1782 | 0.7834 | 0.7820 | 0.7827 | 0.6429 | 0.9638 | 0.8811 | 0.9522 |
288
- | 0.0446 | 13.51 | 2040 | 0.1842 | 0.7740 | 0.7868 | 0.7804 | 0.6398 | 0.9631 | 0.8830 | 0.9516 |
289
- | 0.0494 | 13.58 | 2050 | 0.1868 | 0.7637 | 0.7929 | 0.7780 | 0.6367 | 0.9623 | 0.8853 | 0.9503 |
290
- | 0.0467 | 13.64 | 2060 | 0.1816 | 0.7678 | 0.7952 | 0.7812 | 0.6410 | 0.9629 | 0.8867 | 0.9514 |
291
- | 0.0505 | 13.71 | 2070 | 0.1847 | 0.7746 | 0.7871 | 0.7808 | 0.6404 | 0.9631 | 0.8831 | 0.9514 |
292
- | 0.0518 | 13.77 | 2080 | 0.1800 | 0.7781 | 0.7784 | 0.7783 | 0.6370 | 0.9630 | 0.8791 | 0.9523 |
293
- | 0.0492 | 13.84 | 2090 | 0.1877 | 0.7571 | 0.7966 | 0.7764 | 0.6345 | 0.9617 | 0.8867 | 0.9500 |
294
- | 0.0406 | 13.91 | 2100 | 0.1937 | 0.7490 | 0.8016 | 0.7744 | 0.6318 | 0.9610 | 0.8886 | 0.9487 |
295
- | 0.0481 | 13.97 | 2110 | 0.1929 | 0.7575 | 0.8012 | 0.7787 | 0.6377 | 0.9620 | 0.8889 | 0.9492 |
296
- | 0.0448 | 14.04 | 2120 | 0.1960 | 0.7480 | 0.8021 | 0.7741 | 0.6315 | 0.9609 | 0.8887 | 0.9480 |
297
- | 0.0474 | 14.11 | 2130 | 0.1961 | 0.7538 | 0.8036 | 0.7779 | 0.6366 | 0.9617 | 0.8899 | 0.9483 |
298
- | 0.0514 | 14.17 | 2140 | 0.1881 | 0.7688 | 0.7890 | 0.7788 | 0.6377 | 0.9626 | 0.8837 | 0.9507 |
299
- | 0.0493 | 14.24 | 2150 | 0.1944 | 0.7549 | 0.7997 | 0.7766 | 0.6348 | 0.9616 | 0.8880 | 0.9493 |
300
- | 0.0482 | 14.3 | 2160 | 0.1872 | 0.7625 | 0.7923 | 0.7771 | 0.6355 | 0.9621 | 0.8849 | 0.9505 |
301
- | 0.048 | 14.37 | 2170 | 0.1929 | 0.7609 | 0.7967 | 0.7784 | 0.6372 | 0.9622 | 0.8870 | 0.9498 |
302
- | 0.0472 | 14.44 | 2180 | 0.1903 | 0.7662 | 0.7885 | 0.7772 | 0.6356 | 0.9623 | 0.8833 | 0.9500 |
303
- | 0.0531 | 14.5 | 2190 | 0.1864 | 0.7662 | 0.7901 | 0.7780 | 0.6367 | 0.9624 | 0.8841 | 0.9506 |
304
- | 0.0468 | 14.57 | 2200 | 0.1919 | 0.7538 | 0.8004 | 0.7764 | 0.6345 | 0.9615 | 0.8883 | 0.9493 |
305
- | 0.0429 | 14.64 | 2210 | 0.1956 | 0.7551 | 0.8008 | 0.7773 | 0.6357 | 0.9617 | 0.8886 | 0.9492 |
306
- | 0.0529 | 14.7 | 2220 | 0.1960 | 0.7511 | 0.8045 | 0.7769 | 0.6351 | 0.9614 | 0.8901 | 0.9492 |
307
- | 0.0527 | 14.77 | 2230 | 0.1922 | 0.7541 | 0.8011 | 0.7769 | 0.6352 | 0.9616 | 0.8886 | 0.9496 |
308
- | 0.0384 | 14.83 | 2240 | 0.1953 | 0.7449 | 0.8071 | 0.7747 | 0.6323 | 0.9608 | 0.8909 | 0.9481 |
309
- | 0.0377 | 14.9 | 2250 | 0.1972 | 0.7516 | 0.8059 | 0.7778 | 0.6364 | 0.9616 | 0.8908 | 0.9490 |
310
- | 0.0511 | 14.97 | 2260 | 0.1942 | 0.7608 | 0.8012 | 0.7805 | 0.6400 | 0.9624 | 0.8891 | 0.9500 |
311
- | 0.0508 | 15.03 | 2270 | 0.1867 | 0.7746 | 0.7845 | 0.7795 | 0.6387 | 0.9630 | 0.8819 | 0.9511 |
312
- | 0.0424 | 15.1 | 2280 | 0.1954 | 0.7576 | 0.7985 | 0.7775 | 0.6361 | 0.9619 | 0.8876 | 0.9498 |
313
- | 0.0504 | 15.17 | 2290 | 0.1908 | 0.7607 | 0.7964 | 0.7781 | 0.6368 | 0.9621 | 0.8868 | 0.9506 |
314
- | 0.0524 | 15.23 | 2300 | 0.1891 | 0.7685 | 0.7924 | 0.7802 | 0.6397 | 0.9628 | 0.8853 | 0.9509 |
315
- | 0.0502 | 15.3 | 2310 | 0.1908 | 0.7587 | 0.7969 | 0.7773 | 0.6358 | 0.9619 | 0.8869 | 0.9499 |
316
- | 0.0465 | 15.36 | 2320 | 0.1852 | 0.7647 | 0.7960 | 0.7800 | 0.6394 | 0.9626 | 0.8868 | 0.9512 |
317
- | 0.0447 | 15.43 | 2330 | 0.1898 | 0.7674 | 0.7939 | 0.7804 | 0.6399 | 0.9627 | 0.8860 | 0.9510 |
318
- | 0.0494 | 15.5 | 2340 | 0.1946 | 0.7617 | 0.7983 | 0.7796 | 0.6388 | 0.9623 | 0.8878 | 0.9499 |
319
- | 0.0506 | 15.56 | 2350 | 0.1879 | 0.7686 | 0.7913 | 0.7798 | 0.6390 | 0.9627 | 0.8848 | 0.9508 |
320
- | 0.0502 | 15.63 | 2360 | 0.1929 | 0.7640 | 0.7924 | 0.7780 | 0.6366 | 0.9623 | 0.8851 | 0.9507 |
321
- | 0.0425 | 15.7 | 2370 | 0.1966 | 0.7632 | 0.7967 | 0.7796 | 0.6388 | 0.9624 | 0.8871 | 0.9496 |
322
- | 0.0476 | 15.76 | 2380 | 0.1891 | 0.7690 | 0.7908 | 0.7797 | 0.6390 | 0.9627 | 0.8846 | 0.9506 |
323
- | 0.0457 | 15.83 | 2390 | 0.1950 | 0.7582 | 0.8001 | 0.7785 | 0.6374 | 0.9620 | 0.8884 | 0.9501 |
324
- | 0.0371 | 15.89 | 2400 | 0.1971 | 0.7587 | 0.7987 | 0.7781 | 0.6369 | 0.9620 | 0.8878 | 0.9498 |
325
- | 0.0511 | 15.96 | 2410 | 0.1970 | 0.7534 | 0.8057 | 0.7786 | 0.6375 | 0.9618 | 0.8908 | 0.9493 |
326
- | 0.0401 | 16.03 | 2420 | 0.1981 | 0.7488 | 0.8099 | 0.7781 | 0.6368 | 0.9615 | 0.8926 | 0.9485 |
327
- | 0.048 | 16.09 | 2430 | 0.1965 | 0.7520 | 0.8087 | 0.7793 | 0.6385 | 0.9618 | 0.8922 | 0.9491 |
328
- | 0.05 | 16.16 | 2440 | 0.1956 | 0.7512 | 0.8064 | 0.7779 | 0.6365 | 0.9616 | 0.8911 | 0.9492 |
329
- | 0.0497 | 16.23 | 2450 | 0.1952 | 0.7539 | 0.8008 | 0.7766 | 0.6349 | 0.9616 | 0.8885 | 0.9493 |
330
- | 0.0438 | 16.29 | 2460 | 0.1961 | 0.7627 | 0.7999 | 0.7809 | 0.6405 | 0.9626 | 0.8886 | 0.9505 |
331
- | 0.0482 | 16.36 | 2470 | 0.1943 | 0.7595 | 0.7994 | 0.7789 | 0.6379 | 0.9621 | 0.8882 | 0.9502 |
332
- | 0.0414 | 16.42 | 2480 | 0.1960 | 0.7624 | 0.7987 | 0.7801 | 0.6395 | 0.9624 | 0.8880 | 0.9501 |
333
- | 0.0445 | 16.49 | 2490 | 0.2015 | 0.7525 | 0.8015 | 0.7762 | 0.6343 | 0.9614 | 0.8887 | 0.9489 |
334
- | 0.0506 | 16.56 | 2500 | 0.2023 | 0.7557 | 0.8034 | 0.7788 | 0.6377 | 0.9619 | 0.8899 | 0.9492 |
335
- | 0.0481 | 16.62 | 2510 | 0.1995 | 0.7552 | 0.8059 | 0.7797 | 0.6390 | 0.9620 | 0.8911 | 0.9494 |
336
- | 0.0435 | 16.69 | 2520 | 0.2040 | 0.7464 | 0.8081 | 0.7760 | 0.6340 | 0.9611 | 0.8915 | 0.9485 |
337
- | 0.0431 | 16.75 | 2530 | 0.1977 | 0.7472 | 0.8116 | 0.7781 | 0.6368 | 0.9614 | 0.8933 | 0.9487 |
338
- | 0.046 | 16.82 | 2540 | 0.2016 | 0.7445 | 0.8105 | 0.7761 | 0.6341 | 0.9610 | 0.8926 | 0.9485 |
339
- | 0.0406 | 16.89 | 2550 | 0.1980 | 0.7577 | 0.7998 | 0.7782 | 0.6369 | 0.9620 | 0.8883 | 0.9494 |
340
- | 0.0401 | 16.95 | 2560 | 0.2002 | 0.7508 | 0.8039 | 0.7764 | 0.6346 | 0.9614 | 0.8898 | 0.9490 |
341
- | 0.048 | 17.02 | 2570 | 0.2040 | 0.7512 | 0.8021 | 0.7758 | 0.6337 | 0.9613 | 0.8890 | 0.9490 |
342
- | 0.0425 | 17.09 | 2580 | 0.2043 | 0.7582 | 0.7992 | 0.7781 | 0.6368 | 0.9620 | 0.8880 | 0.9491 |
343
- | 0.0475 | 17.15 | 2590 | 0.1963 | 0.7628 | 0.7952 | 0.7787 | 0.6376 | 0.9623 | 0.8864 | 0.9503 |
344
- | 0.0366 | 17.22 | 2600 | 0.1957 | 0.7793 | 0.7838 | 0.7815 | 0.6414 | 0.9634 | 0.8818 | 0.9512 |
345
- | 0.0388 | 17.28 | 2610 | 0.1966 | 0.7635 | 0.7950 | 0.7789 | 0.6379 | 0.9624 | 0.8863 | 0.9504 |
346
- | 0.0376 | 17.35 | 2620 | 0.1982 | 0.7701 | 0.7934 | 0.7816 | 0.6415 | 0.9630 | 0.8859 | 0.9508 |
347
- | 0.0452 | 17.42 | 2630 | 0.1970 | 0.7693 | 0.7961 | 0.7825 | 0.6427 | 0.9631 | 0.8872 | 0.9508 |
348
- | 0.0376 | 17.48 | 2640 | 0.1986 | 0.7592 | 0.7998 | 0.7790 | 0.6380 | 0.9621 | 0.8884 | 0.9498 |
349
- | 0.0394 | 17.55 | 2650 | 0.2016 | 0.7626 | 0.7988 | 0.7803 | 0.6397 | 0.9625 | 0.8881 | 0.9499 |
350
- | 0.0349 | 17.62 | 2660 | 0.2026 | 0.7602 | 0.7976 | 0.7785 | 0.6373 | 0.9621 | 0.8874 | 0.9493 |
351
- | 0.0394 | 17.68 | 2670 | 0.1981 | 0.7585 | 0.7988 | 0.7781 | 0.6368 | 0.9620 | 0.8878 | 0.9496 |
352
- | 0.0471 | 17.75 | 2680 | 0.2053 | 0.7518 | 0.8035 | 0.7768 | 0.6350 | 0.9615 | 0.8897 | 0.9490 |
353
- | 0.0374 | 17.81 | 2690 | 0.1994 | 0.7652 | 0.7953 | 0.7800 | 0.6393 | 0.9626 | 0.8866 | 0.9506 |
354
- | 0.0492 | 17.88 | 2700 | 0.1985 | 0.7591 | 0.7987 | 0.7784 | 0.6372 | 0.9621 | 0.8878 | 0.9501 |
355
- | 0.0458 | 17.95 | 2710 | 0.1997 | 0.7669 | 0.7931 | 0.7798 | 0.6390 | 0.9626 | 0.8856 | 0.9501 |
356
- | 0.0481 | 18.01 | 2720 | 0.1996 | 0.7648 | 0.7918 | 0.7781 | 0.6367 | 0.9623 | 0.8848 | 0.9502 |
357
- | 0.042 | 18.08 | 2730 | 0.1944 | 0.7739 | 0.7864 | 0.7801 | 0.6395 | 0.9630 | 0.8828 | 0.9516 |
358
- | 0.0399 | 18.15 | 2740 | 0.2025 | 0.7639 | 0.7943 | 0.7788 | 0.6377 | 0.9624 | 0.8860 | 0.9498 |
359
- | 0.044 | 18.21 | 2750 | 0.2030 | 0.7596 | 0.7994 | 0.7790 | 0.6380 | 0.9622 | 0.8882 | 0.9496 |
360
- | 0.0415 | 18.28 | 2760 | 0.2061 | 0.7616 | 0.7965 | 0.7786 | 0.6375 | 0.9622 | 0.8869 | 0.9493 |
361
- | 0.0428 | 18.34 | 2770 | 0.2027 | 0.7612 | 0.7992 | 0.7797 | 0.6390 | 0.9623 | 0.8882 | 0.9491 |
362
- | 0.034 | 18.41 | 2780 | 0.2003 | 0.7623 | 0.7951 | 0.7783 | 0.6371 | 0.9622 | 0.8863 | 0.9500 |
363
- | 0.0413 | 18.48 | 2790 | 0.2027 | 0.7610 | 0.8003 | 0.7801 | 0.6395 | 0.9624 | 0.8887 | 0.9497 |
364
- | 0.0392 | 18.54 | 2800 | 0.2023 | 0.7570 | 0.8011 | 0.7784 | 0.6372 | 0.9620 | 0.8888 | 0.9494 |
365
- | 0.0414 | 18.61 | 2810 | 0.2016 | 0.7606 | 0.8003 | 0.7800 | 0.6393 | 0.9623 | 0.8887 | 0.9497 |
366
- | 0.0406 | 18.68 | 2820 | 0.2079 | 0.7521 | 0.8065 | 0.7784 | 0.6371 | 0.9617 | 0.8912 | 0.9489 |
367
- | 0.037 | 18.74 | 2830 | 0.1995 | 0.7592 | 0.7980 | 0.7781 | 0.6368 | 0.9620 | 0.8875 | 0.9499 |
368
- | 0.0386 | 18.81 | 2840 | 0.2018 | 0.7558 | 0.7995 | 0.7770 | 0.6354 | 0.9617 | 0.8880 | 0.9495 |
369
- | 0.0395 | 18.87 | 2850 | 0.2090 | 0.7561 | 0.8023 | 0.7785 | 0.6373 | 0.9619 | 0.8894 | 0.9489 |
370
- | 0.0495 | 18.94 | 2860 | 0.2072 | 0.7552 | 0.8029 | 0.7783 | 0.6370 | 0.9618 | 0.8896 | 0.9488 |
371
- | 0.046 | 19.01 | 2870 | 0.2034 | 0.7672 | 0.7941 | 0.7804 | 0.6399 | 0.9627 | 0.8861 | 0.9501 |
372
- | 0.0423 | 19.07 | 2880 | 0.2050 | 0.7575 | 0.8020 | 0.7791 | 0.6381 | 0.9621 | 0.8893 | 0.9494 |
373
- | 0.0377 | 19.14 | 2890 | 0.1998 | 0.7714 | 0.7923 | 0.7817 | 0.6416 | 0.9631 | 0.8855 | 0.9505 |
374
- | 0.0365 | 19.21 | 2900 | 0.2025 | 0.7544 | 0.8032 | 0.7780 | 0.6367 | 0.9618 | 0.8897 | 0.9496 |
375
- | 0.0419 | 19.27 | 2910 | 0.2043 | 0.7615 | 0.8012 | 0.7808 | 0.6405 | 0.9625 | 0.8892 | 0.9497 |
376
- | 0.043 | 19.34 | 2920 | 0.2080 | 0.7465 | 0.8092 | 0.7766 | 0.6348 | 0.9612 | 0.8921 | 0.9485 |
377
- | 0.0348 | 19.4 | 2930 | 0.2067 | 0.7521 | 0.8015 | 0.7760 | 0.6339 | 0.9614 | 0.8887 | 0.9492 |
378
- | 0.0411 | 19.47 | 2940 | 0.2015 | 0.7641 | 0.7946 | 0.7791 | 0.6381 | 0.9624 | 0.8861 | 0.9505 |
379
- | 0.0378 | 19.54 | 2950 | 0.2089 | 0.7595 | 0.7992 | 0.7788 | 0.6378 | 0.9621 | 0.8881 | 0.9493 |
380
- | 0.035 | 19.6 | 2960 | 0.2039 | 0.7622 | 0.7960 | 0.7787 | 0.6376 | 0.9623 | 0.8867 | 0.9499 |
381
- | 0.045 | 19.67 | 2970 | 0.2037 | 0.7614 | 0.7999 | 0.7802 | 0.6396 | 0.9624 | 0.8886 | 0.9500 |
382
- | 0.0418 | 19.74 | 2980 | 0.2077 | 0.7580 | 0.7994 | 0.7782 | 0.6369 | 0.9620 | 0.8881 | 0.9494 |
383
- | 0.0436 | 19.8 | 2990 | 0.2027 | 0.7583 | 0.7994 | 0.7783 | 0.6371 | 0.9620 | 0.8881 | 0.9499 |
384
- | 0.0361 | 19.87 | 3000 | 0.2056 | 0.7589 | 0.7993 | 0.7786 | 0.6374 | 0.9621 | 0.8881 | 0.9493 |
385
- | 0.0458 | 19.93 | 3010 | 0.2095 | 0.7485 | 0.8060 | 0.7762 | 0.6343 | 0.9612 | 0.8907 | 0.9485 |
386
- | 0.0315 | 20.0 | 3020 | 0.2084 | 0.7528 | 0.8046 | 0.7779 | 0.6365 | 0.9617 | 0.8903 | 0.9489 |
387
- | 0.0422 | 20.07 | 3030 | 0.2098 | 0.7498 | 0.8051 | 0.7765 | 0.6346 | 0.9613 | 0.8903 | 0.9485 |
388
- | 0.039 | 20.13 | 3040 | 0.2122 | 0.7599 | 0.7994 | 0.7791 | 0.6382 | 0.9622 | 0.8882 | 0.9493 |
389
- | 0.0349 | 20.2 | 3050 | 0.2037 | 0.7656 | 0.7959 | 0.7805 | 0.6400 | 0.9626 | 0.8868 | 0.9507 |
390
- | 0.0318 | 20.26 | 3060 | 0.2033 | 0.7641 | 0.7960 | 0.7797 | 0.6389 | 0.9625 | 0.8868 | 0.9503 |
391
- | 0.0378 | 20.33 | 3070 | 0.2114 | 0.7556 | 0.8026 | 0.7784 | 0.6372 | 0.9619 | 0.8895 | 0.9489 |
392
- | 0.0353 | 20.4 | 3080 | 0.2109 | 0.7530 | 0.8050 | 0.7781 | 0.6368 | 0.9617 | 0.8905 | 0.9489 |
393
- | 0.0394 | 20.46 | 3090 | 0.2088 | 0.7510 | 0.8040 | 0.7766 | 0.6347 | 0.9614 | 0.8899 | 0.9489 |
394
- | 0.0417 | 20.53 | 3100 | 0.2022 | 0.7638 | 0.7959 | 0.7795 | 0.6386 | 0.9624 | 0.8867 | 0.9504 |
395
- | 0.0455 | 20.6 | 3110 | 0.2084 | 0.7548 | 0.8030 | 0.7782 | 0.6369 | 0.9618 | 0.8896 | 0.9491 |
396
- | 0.0377 | 20.66 | 3120 | 0.2055 | 0.7556 | 0.8001 | 0.7772 | 0.6356 | 0.9617 | 0.8883 | 0.9496 |
397
- | 0.0325 | 20.73 | 3130 | 0.2071 | 0.7622 | 0.7988 | 0.7801 | 0.6394 | 0.9624 | 0.8880 | 0.9503 |
398
- | 0.0394 | 20.79 | 3140 | 0.2101 | 0.7630 | 0.8012 | 0.7816 | 0.6416 | 0.9627 | 0.8893 | 0.9498 |
399
- | 0.0409 | 20.86 | 3150 | 0.2086 | 0.7589 | 0.8007 | 0.7792 | 0.6383 | 0.9621 | 0.8888 | 0.9494 |
400
- | 0.031 | 20.93 | 3160 | 0.2055 | 0.7620 | 0.7973 | 0.7792 | 0.6383 | 0.9623 | 0.8873 | 0.9499 |
401
- | 0.0361 | 20.99 | 3170 | 0.2129 | 0.7592 | 0.8013 | 0.7797 | 0.6389 | 0.9622 | 0.8891 | 0.9492 |
402
- | 0.0384 | 21.06 | 3180 | 0.2081 | 0.7671 | 0.7932 | 0.7799 | 0.6392 | 0.9627 | 0.8856 | 0.9502 |
403
- | 0.0383 | 21.13 | 3190 | 0.2087 | 0.7603 | 0.8001 | 0.7797 | 0.6389 | 0.9623 | 0.8885 | 0.9496 |
404
- | 0.0346 | 21.19 | 3200 | 0.2055 | 0.7573 | 0.8008 | 0.7785 | 0.6373 | 0.9620 | 0.8887 | 0.9497 |
405
- | 0.0325 | 21.26 | 3210 | 0.2068 | 0.7538 | 0.8043 | 0.7782 | 0.6369 | 0.9618 | 0.8902 | 0.9497 |
406
- | 0.0377 | 21.32 | 3220 | 0.2094 | 0.7600 | 0.8006 | 0.7798 | 0.6390 | 0.9623 | 0.8888 | 0.9497 |
407
- | 0.0366 | 21.39 | 3230 | 0.2107 | 0.7577 | 0.7997 | 0.7781 | 0.6368 | 0.9620 | 0.8882 | 0.9493 |
408
- | 0.0379 | 21.46 | 3240 | 0.2085 | 0.7579 | 0.8023 | 0.7795 | 0.6386 | 0.9621 | 0.8895 | 0.9496 |
409
- | 0.0419 | 21.52 | 3250 | 0.2104 | 0.7551 | 0.8022 | 0.7780 | 0.6366 | 0.9618 | 0.8893 | 0.9493 |
410
- | 0.0394 | 21.59 | 3260 | 0.2105 | 0.7579 | 0.7987 | 0.7778 | 0.6363 | 0.9619 | 0.8877 | 0.9493 |
411
- | 0.0321 | 21.66 | 3270 | 0.2155 | 0.7506 | 0.8077 | 0.7781 | 0.6368 | 0.9616 | 0.8916 | 0.9485 |
412
- | 0.0427 | 21.72 | 3280 | 0.2091 | 0.7587 | 0.8002 | 0.7789 | 0.6379 | 0.9621 | 0.8885 | 0.9497 |
413
- | 0.0384 | 21.79 | 3290 | 0.2104 | 0.7552 | 0.8016 | 0.7777 | 0.6362 | 0.9618 | 0.8890 | 0.9491 |
414
- | 0.0483 | 21.85 | 3300 | 0.2097 | 0.7545 | 0.8036 | 0.7783 | 0.6370 | 0.9618 | 0.8899 | 0.9492 |
415
- | 0.0383 | 21.92 | 3310 | 0.2134 | 0.7529 | 0.8063 | 0.7787 | 0.6376 | 0.9618 | 0.8911 | 0.9487 |
416
- | 0.0399 | 21.99 | 3320 | 0.2059 | 0.7660 | 0.7942 | 0.7799 | 0.6391 | 0.9626 | 0.8861 | 0.9504 |
417
- | 0.0363 | 22.05 | 3330 | 0.2094 | 0.7595 | 0.8013 | 0.7798 | 0.6391 | 0.9623 | 0.8891 | 0.9496 |
418
- | 0.035 | 22.12 | 3340 | 0.2108 | 0.7670 | 0.7973 | 0.7818 | 0.6418 | 0.9629 | 0.8876 | 0.9503 |
419
- | 0.0396 | 22.19 | 3350 | 0.2111 | 0.7586 | 0.7997 | 0.7786 | 0.6375 | 0.9621 | 0.8883 | 0.9496 |
420
- | 0.0343 | 22.25 | 3360 | 0.2150 | 0.7629 | 0.7995 | 0.7808 | 0.6404 | 0.9626 | 0.8885 | 0.9496 |
421
- | 0.0389 | 22.32 | 3370 | 0.2070 | 0.7632 | 0.7993 | 0.7808 | 0.6404 | 0.9626 | 0.8884 | 0.9503 |
422
- | 0.0344 | 22.38 | 3380 | 0.2118 | 0.7579 | 0.8012 | 0.7789 | 0.6379 | 0.9621 | 0.8890 | 0.9493 |
423
- | 0.0305 | 22.45 | 3390 | 0.2123 | 0.7566 | 0.8020 | 0.7786 | 0.6375 | 0.9620 | 0.8892 | 0.9490 |
424
- | 0.035 | 22.52 | 3400 | 0.2107 | 0.7580 | 0.8018 | 0.7793 | 0.6384 | 0.9621 | 0.8893 | 0.9494 |
425
- | 0.0414 | 22.58 | 3410 | 0.2074 | 0.7661 | 0.7942 | 0.7799 | 0.6392 | 0.9626 | 0.8861 | 0.9502 |
426
- | 0.0418 | 22.65 | 3420 | 0.2094 | 0.7570 | 0.8018 | 0.7788 | 0.6377 | 0.9620 | 0.8892 | 0.9493 |
427
- | 0.045 | 22.72 | 3430 | 0.2138 | 0.7586 | 0.8007 | 0.7791 | 0.6381 | 0.9621 | 0.8887 | 0.9492 |
428
- | 0.0306 | 22.78 | 3440 | 0.2116 | 0.7600 | 0.7964 | 0.7778 | 0.6363 | 0.9620 | 0.8867 | 0.9492 |
429
- | 0.0359 | 22.85 | 3450 | 0.2094 | 0.7551 | 0.8039 | 0.7787 | 0.6376 | 0.9619 | 0.8901 | 0.9494 |
430
- | 0.0315 | 22.91 | 3460 | 0.2112 | 0.7639 | 0.7960 | 0.7796 | 0.6388 | 0.9625 | 0.8868 | 0.9500 |
431
- | 0.0366 | 22.98 | 3470 | 0.2167 | 0.7505 | 0.8063 | 0.7774 | 0.6359 | 0.9615 | 0.8909 | 0.9486 |
432
- | 0.0394 | 23.05 | 3480 | 0.2085 | 0.7665 | 0.7947 | 0.7804 | 0.6398 | 0.9627 | 0.8863 | 0.9501 |
433
- | 0.036 | 23.11 | 3490 | 0.2150 | 0.7573 | 0.8040 | 0.7799 | 0.6392 | 0.9621 | 0.8903 | 0.9494 |
434
- | 0.0348 | 23.18 | 3500 | 0.2140 | 0.7549 | 0.8039 | 0.7786 | 0.6375 | 0.9619 | 0.8901 | 0.9489 |
435
- | 0.0355 | 23.25 | 3510 | 0.2123 | 0.7613 | 0.7978 | 0.7791 | 0.6382 | 0.9623 | 0.8875 | 0.9497 |
436
- | 0.0383 | 23.31 | 3520 | 0.2112 | 0.7610 | 0.7997 | 0.7799 | 0.6392 | 0.9623 | 0.8884 | 0.9497 |
437
- | 0.04 | 23.38 | 3530 | 0.2107 | 0.7627 | 0.7987 | 0.7803 | 0.6397 | 0.9625 | 0.8880 | 0.9497 |
438
- | 0.0376 | 23.44 | 3540 | 0.2112 | 0.7616 | 0.7984 | 0.7795 | 0.6387 | 0.9623 | 0.8878 | 0.9499 |
439
- | 0.0274 | 23.51 | 3550 | 0.2151 | 0.7562 | 0.8007 | 0.7778 | 0.6364 | 0.9618 | 0.8886 | 0.9492 |
440
- | 0.0332 | 23.58 | 3560 | 0.2131 | 0.7617 | 0.7983 | 0.7796 | 0.6388 | 0.9623 | 0.8878 | 0.9497 |
441
- | 0.0399 | 23.64 | 3570 | 0.2176 | 0.7548 | 0.8051 | 0.7792 | 0.6382 | 0.9619 | 0.8907 | 0.9490 |
442
- | 0.0317 | 23.71 | 3580 | 0.2091 | 0.7639 | 0.7983 | 0.7807 | 0.6403 | 0.9626 | 0.8879 | 0.9504 |
443
- | 0.0399 | 23.77 | 3590 | 0.2149 | 0.7525 | 0.8023 | 0.7766 | 0.6348 | 0.9615 | 0.8892 | 0.9488 |
444
- | 0.0283 | 23.84 | 3600 | 0.2139 | 0.7585 | 0.8011 | 0.7792 | 0.6383 | 0.9621 | 0.8889 | 0.9492 |
445
- | 0.037 | 23.91 | 3610 | 0.2112 | 0.7657 | 0.7961 | 0.7806 | 0.6402 | 0.9627 | 0.8870 | 0.9502 |
446
- | 0.0305 | 23.97 | 3620 | 0.2118 | 0.7634 | 0.7981 | 0.7804 | 0.6398 | 0.9625 | 0.8878 | 0.9500 |
447
- | 0.0375 | 24.04 | 3630 | 0.2183 | 0.7586 | 0.8018 | 0.7796 | 0.6388 | 0.9622 | 0.8893 | 0.9490 |
448
- | 0.0388 | 24.11 | 3640 | 0.2115 | 0.7650 | 0.7966 | 0.7805 | 0.6400 | 0.9626 | 0.8872 | 0.9501 |
449
- | 0.04 | 24.17 | 3650 | 0.2146 | 0.7526 | 0.8059 | 0.7784 | 0.6372 | 0.9617 | 0.8909 | 0.9488 |
450
- | 0.0283 | 24.24 | 3660 | 0.2092 | 0.7642 | 0.7959 | 0.7797 | 0.6390 | 0.9625 | 0.8868 | 0.9503 |
451
- | 0.0371 | 24.3 | 3670 | 0.2181 | 0.7614 | 0.7999 | 0.7802 | 0.6396 | 0.9624 | 0.8886 | 0.9494 |
452
- | 0.0392 | 24.37 | 3680 | 0.2097 | 0.7607 | 0.8007 | 0.7802 | 0.6396 | 0.9624 | 0.8889 | 0.9498 |
453
- | 0.0394 | 24.44 | 3690 | 0.2130 | 0.7562 | 0.8006 | 0.7777 | 0.6363 | 0.9618 | 0.8885 | 0.9494 |
454
- | 0.0305 | 24.5 | 3700 | 0.2142 | 0.7613 | 0.7987 | 0.7795 | 0.6387 | 0.9623 | 0.8879 | 0.9496 |
455
- | 0.0388 | 24.57 | 3710 | 0.2136 | 0.7531 | 0.8059 | 0.7786 | 0.6375 | 0.9618 | 0.8909 | 0.9492 |
456
- | 0.031 | 24.64 | 3720 | 0.2157 | 0.7627 | 0.7962 | 0.7791 | 0.6382 | 0.9623 | 0.8868 | 0.9498 |
457
- | 0.0335 | 24.7 | 3730 | 0.2105 | 0.7622 | 0.7985 | 0.7800 | 0.6393 | 0.9624 | 0.8879 | 0.9501 |
458
- | 0.033 | 24.77 | 3740 | 0.2159 | 0.7604 | 0.7984 | 0.7789 | 0.6379 | 0.9622 | 0.8877 | 0.9496 |
459
- | 0.0439 | 24.83 | 3750 | 0.2153 | 0.7594 | 0.8002 | 0.7793 | 0.6383 | 0.9622 | 0.8886 | 0.9498 |
460
- | 0.0416 | 24.9 | 3760 | 0.2155 | 0.7625 | 0.7988 | 0.7802 | 0.6396 | 0.9625 | 0.8881 | 0.9498 |
461
- | 0.036 | 24.97 | 3770 | 0.2189 | 0.7481 | 0.8068 | 0.7763 | 0.6344 | 0.9612 | 0.8910 | 0.9484 |
462
- | 0.0363 | 25.03 | 3780 | 0.2124 | 0.7607 | 0.7970 | 0.7784 | 0.6372 | 0.9621 | 0.8871 | 0.9496 |
463
- | 0.036 | 25.1 | 3790 | 0.2130 | 0.7576 | 0.8016 | 0.7790 | 0.6380 | 0.9621 | 0.8891 | 0.9493 |
464
- | 0.031 | 25.17 | 3800 | 0.2113 | 0.7603 | 0.7990 | 0.7792 | 0.6383 | 0.9622 | 0.8881 | 0.9499 |
465
- | 0.0331 | 25.23 | 3810 | 0.2133 | 0.7585 | 0.8007 | 0.7790 | 0.6380 | 0.9621 | 0.8887 | 0.9496 |
466
- | 0.0333 | 25.3 | 3820 | 0.2136 | 0.7634 | 0.7989 | 0.7808 | 0.6404 | 0.9626 | 0.8882 | 0.9501 |
467
- | 0.0371 | 25.36 | 3830 | 0.2200 | 0.7546 | 0.8063 | 0.7796 | 0.6388 | 0.9620 | 0.8912 | 0.9490 |
468
- | 0.0372 | 25.43 | 3840 | 0.2169 | 0.7611 | 0.8011 | 0.7806 | 0.6401 | 0.9624 | 0.8891 | 0.9496 |
469
- | 0.036 | 25.5 | 3850 | 0.2199 | 0.7540 | 0.8049 | 0.7786 | 0.6375 | 0.9618 | 0.8905 | 0.9488 |
470
- | 0.0428 | 25.56 | 3860 | 0.2140 | 0.7629 | 0.7984 | 0.7802 | 0.6396 | 0.9625 | 0.8879 | 0.9498 |
471
- | 0.0309 | 25.63 | 3870 | 0.2166 | 0.7590 | 0.8021 | 0.7800 | 0.6393 | 0.9622 | 0.8895 | 0.9494 |
472
- | 0.032 | 25.7 | 3880 | 0.2124 | 0.7653 | 0.7966 | 0.7807 | 0.6402 | 0.9627 | 0.8872 | 0.9501 |
473
- | 0.0347 | 25.76 | 3890 | 0.2154 | 0.7569 | 0.8025 | 0.7790 | 0.6380 | 0.9620 | 0.8895 | 0.9493 |
474
- | 0.0373 | 25.83 | 3900 | 0.2131 | 0.7607 | 0.7995 | 0.7796 | 0.6389 | 0.9623 | 0.8883 | 0.9498 |
475
- | 0.0398 | 25.89 | 3910 | 0.2146 | 0.7605 | 0.8007 | 0.7801 | 0.6395 | 0.9623 | 0.8889 | 0.9495 |
476
- | 0.0353 | 25.96 | 3920 | 0.2131 | 0.7598 | 0.8015 | 0.7801 | 0.6394 | 0.9623 | 0.8892 | 0.9496 |
477
- | 0.0306 | 26.03 | 3930 | 0.2151 | 0.7607 | 0.7989 | 0.7793 | 0.6384 | 0.9623 | 0.8880 | 0.9495 |
478
- | 0.0352 | 26.09 | 3940 | 0.2146 | 0.7626 | 0.7975 | 0.7796 | 0.6389 | 0.9624 | 0.8875 | 0.9495 |
479
- | 0.0326 | 26.16 | 3950 | 0.2155 | 0.7577 | 0.8003 | 0.7784 | 0.6372 | 0.9620 | 0.8885 | 0.9491 |
480
- | 0.0374 | 26.23 | 3960 | 0.2160 | 0.7558 | 0.8018 | 0.7781 | 0.6368 | 0.9619 | 0.8891 | 0.9494 |
481
- | 0.0315 | 26.29 | 3970 | 0.2175 | 0.7559 | 0.8023 | 0.7784 | 0.6372 | 0.9619 | 0.8894 | 0.9492 |
482
- | 0.0331 | 26.36 | 3980 | 0.2177 | 0.7560 | 0.8035 | 0.7790 | 0.6381 | 0.9620 | 0.8899 | 0.9491 |
483
- | 0.028 | 26.42 | 3990 | 0.2129 | 0.7610 | 0.7990 | 0.7795 | 0.6387 | 0.9623 | 0.8881 | 0.9498 |
484
- | 0.0394 | 26.49 | 4000 | 0.2160 | 0.7546 | 0.8029 | 0.7780 | 0.6367 | 0.9618 | 0.8895 | 0.9492 |
485
- | 0.0345 | 26.56 | 4010 | 0.2175 | 0.7604 | 0.7992 | 0.7793 | 0.6384 | 0.9622 | 0.8881 | 0.9494 |
486
- | 0.0335 | 26.62 | 4020 | 0.2139 | 0.7586 | 0.8011 | 0.7792 | 0.6383 | 0.9621 | 0.8889 | 0.9496 |
487
- | 0.0303 | 26.69 | 4030 | 0.2138 | 0.7637 | 0.7971 | 0.7800 | 0.6394 | 0.9625 | 0.8873 | 0.9498 |
488
- | 0.0278 | 26.75 | 4040 | 0.2150 | 0.7558 | 0.8025 | 0.7784 | 0.6373 | 0.9619 | 0.8894 | 0.9494 |
489
- | 0.0378 | 26.82 | 4050 | 0.2164 | 0.7584 | 0.8009 | 0.7791 | 0.6381 | 0.9621 | 0.8889 | 0.9493 |
490
- | 0.0306 | 26.89 | 4060 | 0.2139 | 0.7623 | 0.7985 | 0.7800 | 0.6394 | 0.9624 | 0.8879 | 0.9499 |
491
- | 0.0421 | 26.95 | 4070 | 0.2155 | 0.7591 | 0.8003 | 0.7791 | 0.6382 | 0.9621 | 0.8886 | 0.9496 |
492
- | 0.0369 | 27.02 | 4080 | 0.2163 | 0.7575 | 0.8012 | 0.7787 | 0.6377 | 0.9620 | 0.8889 | 0.9492 |
493
- | 0.0343 | 27.09 | 4090 | 0.2138 | 0.7661 | 0.7960 | 0.7808 | 0.6404 | 0.9627 | 0.8869 | 0.9500 |
494
- | 0.0355 | 27.15 | 4100 | 0.2193 | 0.7518 | 0.8078 | 0.7788 | 0.6378 | 0.9617 | 0.8918 | 0.9488 |
495
- | 0.0324 | 27.22 | 4110 | 0.2144 | 0.7660 | 0.7955 | 0.7805 | 0.6400 | 0.9627 | 0.8867 | 0.9500 |
496
- | 0.0334 | 27.28 | 4120 | 0.2182 | 0.7574 | 0.8021 | 0.7791 | 0.6381 | 0.9621 | 0.8894 | 0.9493 |
497
- | 0.0346 | 27.35 | 4130 | 0.2186 | 0.7581 | 0.8023 | 0.7796 | 0.6388 | 0.9621 | 0.8895 | 0.9494 |
498
- | 0.0392 | 27.42 | 4140 | 0.2167 | 0.7617 | 0.7998 | 0.7803 | 0.6397 | 0.9624 | 0.8885 | 0.9498 |
499
- | 0.0348 | 27.48 | 4150 | 0.2158 | 0.7636 | 0.7979 | 0.7804 | 0.6398 | 0.9625 | 0.8877 | 0.9499 |
500
- | 0.0313 | 27.55 | 4160 | 0.2174 | 0.7594 | 0.8006 | 0.7794 | 0.6386 | 0.9622 | 0.8887 | 0.9493 |
501
- | 0.0406 | 27.62 | 4170 | 0.2147 | 0.7628 | 0.7978 | 0.7799 | 0.6392 | 0.9624 | 0.8876 | 0.9497 |
502
- | 0.0307 | 27.68 | 4180 | 0.2155 | 0.7656 | 0.7957 | 0.7804 | 0.6399 | 0.9626 | 0.8868 | 0.9500 |
503
- | 0.039 | 27.75 | 4190 | 0.2210 | 0.7540 | 0.8043 | 0.7783 | 0.6371 | 0.9618 | 0.8902 | 0.9487 |
504
- | 0.0358 | 27.81 | 4200 | 0.2208 | 0.7579 | 0.8015 | 0.7790 | 0.6381 | 0.9621 | 0.8891 | 0.9491 |
505
- | 0.0313 | 27.88 | 4210 | 0.2154 | 0.7625 | 0.7975 | 0.7796 | 0.6388 | 0.9624 | 0.8874 | 0.9498 |
506
- | 0.0379 | 27.95 | 4220 | 0.2159 | 0.7590 | 0.7989 | 0.7784 | 0.6373 | 0.9621 | 0.8879 | 0.9493 |
507
- | 0.0386 | 28.01 | 4230 | 0.2184 | 0.7594 | 0.7995 | 0.7790 | 0.6380 | 0.9621 | 0.8882 | 0.9492 |
508
- | 0.0364 | 28.08 | 4240 | 0.2182 | 0.7580 | 0.8003 | 0.7786 | 0.6375 | 0.9620 | 0.8885 | 0.9493 |
509
- | 0.0338 | 28.15 | 4250 | 0.2180 | 0.7613 | 0.7989 | 0.7797 | 0.6389 | 0.9623 | 0.8881 | 0.9495 |
510
- | 0.0331 | 28.21 | 4260 | 0.2194 | 0.7583 | 0.8012 | 0.7791 | 0.6382 | 0.9621 | 0.8890 | 0.9492 |
511
- | 0.0302 | 28.28 | 4270 | 0.2167 | 0.7607 | 0.7994 | 0.7796 | 0.6388 | 0.9623 | 0.8883 | 0.9497 |
512
- | 0.0375 | 28.34 | 4280 | 0.2193 | 0.7565 | 0.8026 | 0.7789 | 0.6378 | 0.9620 | 0.8895 | 0.9491 |
513
- | 0.0324 | 28.41 | 4290 | 0.2189 | 0.7557 | 0.8030 | 0.7786 | 0.6375 | 0.9619 | 0.8897 | 0.9490 |
514
- | 0.0325 | 28.48 | 4300 | 0.2168 | 0.7602 | 0.7997 | 0.7794 | 0.6386 | 0.9622 | 0.8884 | 0.9497 |
515
- | 0.0336 | 28.54 | 4310 | 0.2182 | 0.7590 | 0.8007 | 0.7793 | 0.6384 | 0.9622 | 0.8888 | 0.9495 |
516
- | 0.041 | 28.61 | 4320 | 0.2180 | 0.7565 | 0.8016 | 0.7784 | 0.6372 | 0.9619 | 0.8890 | 0.9493 |
517
- | 0.0303 | 28.68 | 4330 | 0.2170 | 0.7587 | 0.7998 | 0.7787 | 0.6376 | 0.9621 | 0.8883 | 0.9495 |
518
- | 0.0362 | 28.74 | 4340 | 0.2150 | 0.7620 | 0.7969 | 0.7791 | 0.6381 | 0.9623 | 0.8871 | 0.9497 |
519
- | 0.0272 | 28.81 | 4350 | 0.2165 | 0.7598 | 0.7989 | 0.7789 | 0.6378 | 0.9622 | 0.8880 | 0.9496 |
520
- | 0.0347 | 28.87 | 4360 | 0.2192 | 0.7585 | 0.8007 | 0.7790 | 0.6380 | 0.9621 | 0.8887 | 0.9494 |
521
- | 0.0405 | 28.94 | 4370 | 0.2206 | 0.7557 | 0.8031 | 0.7787 | 0.6376 | 0.9619 | 0.8897 | 0.9491 |
522
- | 0.0305 | 29.01 | 4380 | 0.2172 | 0.7588 | 0.8009 | 0.7793 | 0.6384 | 0.9622 | 0.8889 | 0.9495 |
523
- | 0.032 | 29.07 | 4390 | 0.2152 | 0.7600 | 0.7994 | 0.7792 | 0.6382 | 0.9622 | 0.8882 | 0.9498 |
524
- | 0.0332 | 29.14 | 4400 | 0.2177 | 0.7575 | 0.8017 | 0.7790 | 0.6380 | 0.9621 | 0.8892 | 0.9494 |
525
- | 0.0331 | 29.21 | 4410 | 0.2183 | 0.7578 | 0.8016 | 0.7791 | 0.6381 | 0.9621 | 0.8891 | 0.9493 |
526
- | 0.0375 | 29.27 | 4420 | 0.2174 | 0.7601 | 0.7994 | 0.7793 | 0.6384 | 0.9622 | 0.8882 | 0.9495 |
527
- | 0.0352 | 29.34 | 4430 | 0.2181 | 0.7597 | 0.8004 | 0.7795 | 0.6387 | 0.9622 | 0.8887 | 0.9495 |
528
- | 0.037 | 29.4 | 4440 | 0.2162 | 0.7621 | 0.7983 | 0.7798 | 0.6390 | 0.9624 | 0.8878 | 0.9497 |
529
- | 0.0337 | 29.47 | 4450 | 0.2164 | 0.7607 | 0.7995 | 0.7796 | 0.6389 | 0.9623 | 0.8883 | 0.9496 |
530
- | 0.024 | 29.54 | 4460 | 0.2178 | 0.7598 | 0.8004 | 0.7796 | 0.6388 | 0.9622 | 0.8887 | 0.9495 |
531
- | 0.0351 | 29.6 | 4470 | 0.2184 | 0.7602 | 0.8002 | 0.7797 | 0.6389 | 0.9623 | 0.8886 | 0.9494 |
532
- | 0.032 | 29.67 | 4480 | 0.2168 | 0.7616 | 0.7990 | 0.7799 | 0.6392 | 0.9624 | 0.8881 | 0.9498 |
533
- | 0.028 | 29.74 | 4490 | 0.2176 | 0.7583 | 0.8018 | 0.7795 | 0.6386 | 0.9621 | 0.8893 | 0.9495 |
534
- | 0.0313 | 29.8 | 4500 | 0.2186 | 0.7570 | 0.8026 | 0.7791 | 0.6382 | 0.9620 | 0.8896 | 0.9494 |
535
- | 0.036 | 29.87 | 4510 | 0.2191 | 0.7572 | 0.8027 | 0.7793 | 0.6384 | 0.9621 | 0.8897 | 0.9493 |
536
- | 0.0344 | 29.93 | 4520 | 0.2176 | 0.7595 | 0.8007 | 0.7796 | 0.6387 | 0.9622 | 0.8888 | 0.9495 |
537
- | 0.0556 | 30.0 | 4530 | 0.2161 | 0.7602 | 0.8004 | 0.7798 | 0.6391 | 0.9623 | 0.8887 | 0.9497 |
538
- | 0.0433 | 30.07 | 4540 | 0.2171 | 0.7582 | 0.8013 | 0.7792 | 0.6382 | 0.9621 | 0.8890 | 0.9494 |
539
- | 0.0353 | 30.13 | 4550 | 0.2177 | 0.7586 | 0.8012 | 0.7793 | 0.6384 | 0.9621 | 0.8890 | 0.9493 |
540
- | 0.0402 | 30.2 | 4560 | 0.2170 | 0.7601 | 0.7999 | 0.7795 | 0.6387 | 0.9622 | 0.8885 | 0.9495 |
541
- | 0.0365 | 30.26 | 4570 | 0.2174 | 0.7595 | 0.7999 | 0.7792 | 0.6383 | 0.9622 | 0.8884 | 0.9494 |
542
- | 0.0402 | 30.33 | 4580 | 0.2179 | 0.7589 | 0.7999 | 0.7789 | 0.6378 | 0.9621 | 0.8884 | 0.9493 |
543
- | 0.0354 | 30.4 | 4590 | 0.2182 | 0.7581 | 0.8006 | 0.7788 | 0.6377 | 0.9621 | 0.8887 | 0.9493 |
544
- | 0.0359 | 30.46 | 4600 | 0.2178 | 0.7592 | 0.8002 | 0.7792 | 0.6382 | 0.9622 | 0.8885 | 0.9494 |
545
- | 0.0269 | 30.53 | 4610 | 0.2183 | 0.7594 | 0.7997 | 0.7790 | 0.6380 | 0.9621 | 0.8883 | 0.9493 |
546
- | 0.0328 | 30.6 | 4620 | 0.2185 | 0.7596 | 0.7995 | 0.7791 | 0.6381 | 0.9622 | 0.8883 | 0.9494 |
547
- | 0.0385 | 30.66 | 4630 | 0.2187 | 0.7576 | 0.8016 | 0.7790 | 0.6380 | 0.9621 | 0.8891 | 0.9493 |
548
- | 0.0342 | 30.73 | 4640 | 0.2190 | 0.7567 | 0.8027 | 0.7790 | 0.6380 | 0.9620 | 0.8896 | 0.9492 |
549
- | 0.0335 | 30.79 | 4650 | 0.2184 | 0.7590 | 0.8007 | 0.7793 | 0.6384 | 0.9622 | 0.8888 | 0.9494 |
550
- | 0.0282 | 30.86 | 4660 | 0.2180 | 0.7603 | 0.7998 | 0.7796 | 0.6387 | 0.9623 | 0.8884 | 0.9495 |
551
- | 0.0368 | 30.93 | 4670 | 0.2180 | 0.7601 | 0.7998 | 0.7795 | 0.6386 | 0.9622 | 0.8884 | 0.9495 |
552
- | 0.0316 | 30.99 | 4680 | 0.2182 | 0.7587 | 0.8011 | 0.7793 | 0.6384 | 0.9621 | 0.8889 | 0.9494 |
553
- | 0.0283 | 31.06 | 4690 | 0.2182 | 0.7599 | 0.8003 | 0.7796 | 0.6388 | 0.9622 | 0.8886 | 0.9495 |
554
- | 0.0368 | 31.13 | 4700 | 0.2179 | 0.7600 | 0.8002 | 0.7796 | 0.6388 | 0.9623 | 0.8886 | 0.9495 |
555
- | 0.0341 | 31.19 | 4710 | 0.2180 | 0.7590 | 0.8011 | 0.7794 | 0.6386 | 0.9622 | 0.8890 | 0.9494 |
556
- | 0.0302 | 31.26 | 4720 | 0.2178 | 0.7592 | 0.8011 | 0.7796 | 0.6388 | 0.9622 | 0.8890 | 0.9495 |
557
- | 0.0349 | 31.32 | 4730 | 0.2177 | 0.7602 | 0.8003 | 0.7798 | 0.6390 | 0.9623 | 0.8887 | 0.9496 |
558
- | 0.038 | 31.39 | 4740 | 0.2177 | 0.7600 | 0.8008 | 0.7799 | 0.6392 | 0.9623 | 0.8889 | 0.9496 |
559
- | 0.0331 | 31.46 | 4750 | 0.2178 | 0.7584 | 0.8015 | 0.7793 | 0.6384 | 0.9621 | 0.8891 | 0.9494 |
560
- | 0.0337 | 31.52 | 4760 | 0.2176 | 0.7598 | 0.8013 | 0.7800 | 0.6394 | 0.9623 | 0.8891 | 0.9496 |
561
- | 0.0347 | 31.59 | 4770 | 0.2174 | 0.7604 | 0.8004 | 0.7799 | 0.6392 | 0.9623 | 0.8887 | 0.9496 |
562
- | 0.0326 | 31.66 | 4780 | 0.2172 | 0.7607 | 0.8001 | 0.7799 | 0.6392 | 0.9623 | 0.8886 | 0.9496 |
563
- | 0.0323 | 31.72 | 4790 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6394 | 0.9623 | 0.8888 | 0.9496 |
564
- | 0.0419 | 31.79 | 4800 | 0.2175 | 0.7602 | 0.8011 | 0.7801 | 0.6395 | 0.9623 | 0.8890 | 0.9496 |
565
- | 0.0398 | 31.85 | 4810 | 0.2177 | 0.7602 | 0.8012 | 0.7801 | 0.6395 | 0.9623 | 0.8891 | 0.9496 |
566
- | 0.0373 | 31.92 | 4820 | 0.2176 | 0.7604 | 0.8012 | 0.7803 | 0.6397 | 0.9624 | 0.8891 | 0.9496 |
567
- | 0.0313 | 31.99 | 4830 | 0.2176 | 0.7604 | 0.8012 | 0.7803 | 0.6397 | 0.9624 | 0.8891 | 0.9496 |
568
- | 0.0379 | 32.05 | 4840 | 0.2176 | 0.7604 | 0.8012 | 0.7802 | 0.6397 | 0.9624 | 0.8891 | 0.9496 |
569
- | 0.0318 | 32.12 | 4850 | 0.2176 | 0.7598 | 0.8012 | 0.7800 | 0.6393 | 0.9623 | 0.8891 | 0.9496 |
570
- | 0.0327 | 32.19 | 4860 | 0.2176 | 0.7597 | 0.8011 | 0.7798 | 0.6391 | 0.9623 | 0.8890 | 0.9496 |
571
- | 0.029 | 32.25 | 4870 | 0.2174 | 0.7602 | 0.8008 | 0.7800 | 0.6393 | 0.9623 | 0.8889 | 0.9496 |
572
- | 0.0378 | 32.32 | 4880 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6393 | 0.9623 | 0.8887 | 0.9497 |
573
- | 0.0323 | 32.38 | 4890 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6394 | 0.9623 | 0.8888 | 0.9497 |
574
- | 0.0345 | 32.45 | 4900 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6394 | 0.9623 | 0.8888 | 0.9497 |
575
- | 0.0359 | 32.52 | 4910 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6394 | 0.9623 | 0.8888 | 0.9497 |
576
- | 0.0279 | 32.58 | 4920 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6394 | 0.9623 | 0.8888 | 0.9497 |
577
- | 0.037 | 32.65 | 4930 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
578
- | 0.031 | 32.72 | 4940 | 0.2173 | 0.7606 | 0.8004 | 0.7800 | 0.6394 | 0.9623 | 0.8888 | 0.9497 |
579
- | 0.0353 | 32.78 | 4950 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
580
- | 0.0353 | 32.85 | 4960 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
581
- | 0.0397 | 32.91 | 4970 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
582
- | 0.0312 | 32.98 | 4980 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
583
- | 0.036 | 33.05 | 4990 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
584
- | 0.031 | 33.11 | 5000 | 0.2173 | 0.7607 | 0.8004 | 0.7801 | 0.6395 | 0.9624 | 0.8888 | 0.9497 |
585
 
586
 
587
  ### Framework versions
 
25
  metrics:
26
  - name: Precision
27
  type: precision
28
+ value: 0.7634175691937425
29
  - name: Recall
30
  type: recall
31
+ value: 0.8074328624156802
32
  - name: F1
33
  type: f1
34
+ value: 0.784808560648234
35
  - name: Accuracy
36
  type: accuracy
37
+ value: 0.9630624508950375
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 [distilbert-base-cased](https://huggingface.co/distilbert-base-cased) on the sembr2023 dataset.
46
  It achieves the following results on the evaluation set:
47
+ - Loss: 0.2429
48
+ - Precision: 0.7634
49
+ - Recall: 0.8074
50
+ - F1: 0.7848
51
+ - Iou: 0.6458
52
+ - Accuracy: 0.9631
53
+ - Balanced Accuracy: 0.8923
54
+ - Overall Accuracy: 0.9517
55
 
56
  ## Model description
57
 
 
70
  ### Training hyperparameters
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
+ | 0.3674 | 0.07 | 10 | 0.3596 | 0 | 0.0 | 0.0 | 0.0 | 0.9166 | 0.5 | 0.9166 |
86
+ | 0.2807 | 0.13 | 20 | 0.2911 | 0.9062 | 0.0185 | 0.0362 | 0.0184 | 0.9180 | 0.5091 | 0.9177 |
87
+ | 0.2034 | 0.2 | 30 | 0.2341 | 0.6952 | 0.6530 | 0.6734 | 0.5077 | 0.9472 | 0.8135 | 0.9306 |
88
+ | 0.159 | 0.26 | 40 | 0.1985 | 0.7406 | 0.6996 | 0.7195 | 0.5620 | 0.9545 | 0.8387 | 0.9384 |
89
+ | 0.1649 | 0.33 | 50 | 0.1878 | 0.7439 | 0.7206 | 0.7321 | 0.5774 | 0.9560 | 0.8490 | 0.9404 |
90
+ | 0.1355 | 0.4 | 60 | 0.1698 | 0.8897 | 0.6131 | 0.7259 | 0.5698 | 0.9614 | 0.8031 | 0.9496 |
91
+ | 0.1278 | 0.46 | 70 | 0.1616 | 0.8216 | 0.6898 | 0.7500 | 0.6000 | 0.9616 | 0.8381 | 0.9505 |
92
+ | 0.1432 | 0.53 | 80 | 0.1658 | 0.7837 | 0.7452 | 0.7640 | 0.6181 | 0.9616 | 0.8632 | 0.9464 |
93
+ | 0.1238 | 0.6 | 90 | 0.1728 | 0.7376 | 0.7696 | 0.7533 | 0.6042 | 0.9579 | 0.8724 | 0.9432 |
94
+ | 0.1103 | 0.66 | 100 | 0.1587 | 0.8166 | 0.7374 | 0.7750 | 0.6327 | 0.9643 | 0.8612 | 0.9498 |
95
+ | 0.1031 | 0.73 | 110 | 0.1615 | 0.8108 | 0.7365 | 0.7719 | 0.6285 | 0.9637 | 0.8605 | 0.9482 |
96
+ | 0.1097 | 0.79 | 120 | 0.1623 | 0.8007 | 0.7428 | 0.7706 | 0.6269 | 0.9631 | 0.8630 | 0.9494 |
97
+ | 0.09 | 0.86 | 130 | 0.1486 | 0.8092 | 0.7393 | 0.7727 | 0.6296 | 0.9637 | 0.8617 | 0.9517 |
98
+ | 0.11 | 0.93 | 140 | 0.1466 | 0.8085 | 0.7424 | 0.7740 | 0.6313 | 0.9638 | 0.8632 | 0.9522 |
99
+ | 0.0982 | 0.99 | 150 | 0.1547 | 0.8049 | 0.7328 | 0.7672 | 0.6223 | 0.9629 | 0.8583 | 0.9513 |
100
+ | 0.083 | 1.06 | 160 | 0.1637 | 0.8175 | 0.7421 | 0.7780 | 0.6366 | 0.9647 | 0.8635 | 0.9517 |
101
+ | 0.0829 | 1.13 | 170 | 0.1706 | 0.7825 | 0.7667 | 0.7745 | 0.6320 | 0.9628 | 0.8737 | 0.9472 |
102
+ | 0.0943 | 1.19 | 180 | 0.1664 | 0.7734 | 0.7768 | 0.7751 | 0.6328 | 0.9624 | 0.8780 | 0.9480 |
103
+ | 0.0797 | 1.26 | 190 | 0.1607 | 0.7912 | 0.7652 | 0.7780 | 0.6366 | 0.9636 | 0.8734 | 0.9494 |
104
+ | 0.0765 | 1.32 | 200 | 0.1577 | 0.8128 | 0.7586 | 0.7847 | 0.6457 | 0.9653 | 0.8713 | 0.9515 |
105
+ | 0.0857 | 1.39 | 210 | 0.1755 | 0.7616 | 0.7903 | 0.7756 | 0.6335 | 0.9619 | 0.8839 | 0.9477 |
106
+ | 0.0593 | 1.46 | 220 | 0.1633 | 0.7577 | 0.7922 | 0.7746 | 0.6321 | 0.9615 | 0.8846 | 0.9487 |
107
+ | 0.074 | 1.52 | 230 | 0.1576 | 0.7979 | 0.7586 | 0.7777 | 0.6363 | 0.9638 | 0.8705 | 0.9522 |
108
+ | 0.0769 | 1.59 | 240 | 0.1700 | 0.7858 | 0.7778 | 0.7818 | 0.6417 | 0.9638 | 0.8792 | 0.9517 |
109
+ | 0.0711 | 1.66 | 250 | 0.1643 | 0.8073 | 0.7671 | 0.7867 | 0.6483 | 0.9653 | 0.8752 | 0.9535 |
110
+ | 0.0695 | 1.72 | 260 | 0.1831 | 0.7507 | 0.7985 | 0.7739 | 0.6312 | 0.9611 | 0.8872 | 0.9479 |
111
+ | 0.0505 | 1.79 | 270 | 0.1646 | 0.8040 | 0.7569 | 0.7797 | 0.6390 | 0.9643 | 0.8701 | 0.9526 |
112
+ | 0.0661 | 1.85 | 280 | 0.1848 | 0.7423 | 0.8012 | 0.7706 | 0.6269 | 0.9602 | 0.8879 | 0.9472 |
113
+ | 0.0529 | 1.92 | 290 | 0.1723 | 0.7637 | 0.7868 | 0.7751 | 0.6328 | 0.9619 | 0.8823 | 0.9497 |
114
+ | 0.0593 | 1.99 | 300 | 0.1738 | 0.7399 | 0.8134 | 0.7749 | 0.6325 | 0.9606 | 0.8937 | 0.9496 |
115
+ | 0.0485 | 2.05 | 310 | 0.1840 | 0.7713 | 0.7848 | 0.7780 | 0.6367 | 0.9626 | 0.8818 | 0.9499 |
116
+ | 0.0467 | 2.12 | 320 | 0.1728 | 0.7688 | 0.7840 | 0.7763 | 0.6344 | 0.9623 | 0.8813 | 0.9516 |
117
+ | 0.048 | 2.19 | 330 | 0.1878 | 0.7804 | 0.7766 | 0.7785 | 0.6374 | 0.9631 | 0.8784 | 0.9507 |
118
+ | 0.0498 | 2.25 | 340 | 0.2083 | 0.7469 | 0.8031 | 0.7740 | 0.6313 | 0.9609 | 0.8892 | 0.9471 |
119
+ | 0.0449 | 2.32 | 350 | 0.1915 | 0.7802 | 0.7761 | 0.7782 | 0.6369 | 0.9631 | 0.8781 | 0.9498 |
120
+ | 0.0514 | 2.38 | 360 | 0.1964 | 0.7385 | 0.8157 | 0.7752 | 0.6329 | 0.9605 | 0.8947 | 0.9479 |
121
+ | 0.038 | 2.45 | 370 | 0.2044 | 0.7504 | 0.7995 | 0.7742 | 0.6316 | 0.9611 | 0.8877 | 0.9481 |
122
+ | 0.0505 | 2.52 | 380 | 0.2051 | 0.7433 | 0.8111 | 0.7757 | 0.6336 | 0.9609 | 0.8928 | 0.9479 |
123
+ | 0.0513 | 2.58 | 390 | 0.1966 | 0.7569 | 0.8016 | 0.7786 | 0.6374 | 0.9620 | 0.8891 | 0.9497 |
124
+ | 0.0366 | 2.65 | 400 | 0.1925 | 0.7479 | 0.8105 | 0.7779 | 0.6365 | 0.9614 | 0.8928 | 0.9491 |
125
+ | 0.0484 | 2.72 | 410 | 0.1848 | 0.7694 | 0.7947 | 0.7819 | 0.6419 | 0.9630 | 0.8865 | 0.9520 |
126
+ | 0.0406 | 2.78 | 420 | 0.2001 | 0.7712 | 0.7915 | 0.7812 | 0.6410 | 0.9630 | 0.8851 | 0.9508 |
127
+ | 0.0355 | 2.85 | 430 | 0.1898 | 0.7611 | 0.8023 | 0.7812 | 0.6409 | 0.9625 | 0.8897 | 0.9525 |
128
+ | 0.0368 | 2.91 | 440 | 0.2015 | 0.7627 | 0.7919 | 0.7770 | 0.6354 | 0.9621 | 0.8847 | 0.9497 |
129
+ | 0.0331 | 2.98 | 450 | 0.2005 | 0.7674 | 0.7966 | 0.7817 | 0.6417 | 0.9629 | 0.8873 | 0.9499 |
130
+ | 0.033 | 3.05 | 460 | 0.2134 | 0.7487 | 0.8051 | 0.7759 | 0.6339 | 0.9612 | 0.8903 | 0.9493 |
131
+ | 0.0294 | 3.11 | 470 | 0.2022 | 0.7706 | 0.7900 | 0.7802 | 0.6396 | 0.9629 | 0.8843 | 0.9520 |
132
+ | 0.036 | 3.18 | 480 | 0.2119 | 0.7775 | 0.7956 | 0.7864 | 0.6480 | 0.9640 | 0.8874 | 0.9513 |
133
+ | 0.0296 | 3.25 | 490 | 0.2050 | 0.7541 | 0.8095 | 0.7808 | 0.6404 | 0.9621 | 0.8927 | 0.9510 |
134
+ | 0.0226 | 3.31 | 500 | 0.1876 | 0.7930 | 0.7784 | 0.7857 | 0.6470 | 0.9646 | 0.8800 | 0.9547 |
135
+ | 0.0347 | 3.38 | 510 | 0.2098 | 0.7780 | 0.7919 | 0.7849 | 0.6460 | 0.9638 | 0.8857 | 0.9519 |
136
+ | 0.0301 | 3.44 | 520 | 0.2264 | 0.7570 | 0.8079 | 0.7816 | 0.6415 | 0.9623 | 0.8922 | 0.9496 |
137
+ | 0.0286 | 3.51 | 530 | 0.2127 | 0.7544 | 0.8088 | 0.7807 | 0.6402 | 0.9621 | 0.8924 | 0.9504 |
138
+ | 0.0246 | 3.58 | 540 | 0.2144 | 0.7637 | 0.8007 | 0.7818 | 0.6417 | 0.9627 | 0.8891 | 0.9513 |
139
+ | 0.0289 | 3.64 | 550 | 0.2028 | 0.7762 | 0.7929 | 0.7845 | 0.6454 | 0.9637 | 0.8861 | 0.9529 |
140
+ | 0.0201 | 3.71 | 560 | 0.2142 | 0.7676 | 0.8016 | 0.7842 | 0.6450 | 0.9632 | 0.8897 | 0.9512 |
141
+ | 0.0261 | 3.77 | 570 | 0.2016 | 0.7727 | 0.7953 | 0.7839 | 0.6446 | 0.9634 | 0.8870 | 0.9525 |
142
+ | 0.0267 | 3.84 | 580 | 0.2111 | 0.7606 | 0.8111 | 0.7850 | 0.6462 | 0.9629 | 0.8939 | 0.9506 |
143
+ | 0.0256 | 3.91 | 590 | 0.2286 | 0.7477 | 0.8225 | 0.7833 | 0.6438 | 0.9620 | 0.8986 | 0.9500 |
144
+ | 0.0288 | 3.97 | 600 | 0.2129 | 0.7634 | 0.8026 | 0.7825 | 0.6427 | 0.9628 | 0.8900 | 0.9518 |
145
+ | 0.0228 | 4.04 | 610 | 0.2246 | 0.7781 | 0.7941 | 0.7860 | 0.6475 | 0.9639 | 0.8867 | 0.9519 |
146
+ | 0.0228 | 4.11 | 620 | 0.2207 | 0.7674 | 0.8053 | 0.7859 | 0.6473 | 0.9634 | 0.8915 | 0.9518 |
147
+ | 0.0246 | 4.17 | 630 | 0.2288 | 0.7573 | 0.8132 | 0.7843 | 0.6451 | 0.9627 | 0.8947 | 0.9505 |
148
+ | 0.0239 | 4.24 | 640 | 0.2267 | 0.7695 | 0.8087 | 0.7886 | 0.6510 | 0.9638 | 0.8933 | 0.9520 |
149
+ | 0.0217 | 4.3 | 650 | 0.2236 | 0.7734 | 0.8020 | 0.7874 | 0.6494 | 0.9639 | 0.8903 | 0.9515 |
150
+ | 0.0247 | 4.37 | 660 | 0.2230 | 0.7619 | 0.8104 | 0.7854 | 0.6466 | 0.9631 | 0.8937 | 0.9520 |
151
+ | 0.0236 | 4.44 | 670 | 0.2174 | 0.7675 | 0.8041 | 0.7854 | 0.6466 | 0.9633 | 0.8910 | 0.9521 |
152
+ | 0.0188 | 4.5 | 680 | 0.2209 | 0.7710 | 0.8006 | 0.7855 | 0.6468 | 0.9635 | 0.8895 | 0.9524 |
153
+ | 0.0123 | 4.57 | 690 | 0.2370 | 0.7737 | 0.7992 | 0.7862 | 0.6477 | 0.9637 | 0.8889 | 0.9506 |
154
+ | 0.0182 | 4.64 | 700 | 0.2313 | 0.7724 | 0.8040 | 0.7879 | 0.6500 | 0.9639 | 0.8912 | 0.9511 |
155
+ | 0.0131 | 4.7 | 710 | 0.2354 | 0.7581 | 0.8134 | 0.7848 | 0.6458 | 0.9628 | 0.8949 | 0.9507 |
156
+ | 0.0186 | 4.77 | 720 | 0.2312 | 0.7615 | 0.8051 | 0.7827 | 0.6430 | 0.9627 | 0.8911 | 0.9515 |
157
+ | 0.0188 | 4.83 | 730 | 0.2328 | 0.7551 | 0.8109 | 0.7820 | 0.6420 | 0.9623 | 0.8935 | 0.9503 |
158
+ | 0.0214 | 4.9 | 740 | 0.2333 | 0.7667 | 0.8021 | 0.7840 | 0.6447 | 0.9631 | 0.8899 | 0.9512 |
159
+ | 0.0137 | 4.97 | 750 | 0.2314 | 0.7642 | 0.8054 | 0.7842 | 0.6451 | 0.9630 | 0.8914 | 0.9518 |
160
+ | 0.0152 | 5.03 | 760 | 0.2347 | 0.7681 | 0.8067 | 0.7869 | 0.6487 | 0.9636 | 0.8923 | 0.9520 |
161
+ | 0.0193 | 5.1 | 770 | 0.2426 | 0.7536 | 0.8189 | 0.7849 | 0.6459 | 0.9626 | 0.8973 | 0.9510 |
162
+ | 0.0155 | 5.17 | 780 | 0.2356 | 0.7668 | 0.8078 | 0.7868 | 0.6485 | 0.9635 | 0.8927 | 0.9519 |
163
+ | 0.0144 | 5.23 | 790 | 0.2339 | 0.7644 | 0.8078 | 0.7855 | 0.6468 | 0.9632 | 0.8926 | 0.9518 |
164
+ | 0.0199 | 5.3 | 800 | 0.2380 | 0.7623 | 0.8090 | 0.7849 | 0.6460 | 0.9630 | 0.8930 | 0.9517 |
165
+ | 0.0127 | 5.36 | 810 | 0.2391 | 0.7660 | 0.8064 | 0.7857 | 0.6470 | 0.9633 | 0.8920 | 0.9518 |
166
+ | 0.0197 | 5.43 | 820 | 0.2384 | 0.7629 | 0.8092 | 0.7854 | 0.6466 | 0.9631 | 0.8932 | 0.9518 |
167
+ | 0.0147 | 5.5 | 830 | 0.2385 | 0.7650 | 0.8065 | 0.7852 | 0.6464 | 0.9632 | 0.8920 | 0.9517 |
168
+ | 0.0168 | 5.56 | 840 | 0.2344 | 0.7652 | 0.8055 | 0.7848 | 0.6459 | 0.9632 | 0.8915 | 0.9519 |
169
+ | 0.0168 | 5.63 | 850 | 0.2352 | 0.7659 | 0.8045 | 0.7847 | 0.6457 | 0.9632 | 0.8911 | 0.9519 |
170
+ | 0.0193 | 5.7 | 860 | 0.2399 | 0.7592 | 0.8114 | 0.7844 | 0.6453 | 0.9628 | 0.8940 | 0.9514 |
171
+ | 0.0152 | 5.76 | 870 | 0.2418 | 0.7577 | 0.8115 | 0.7837 | 0.6443 | 0.9626 | 0.8939 | 0.9510 |
172
+ | 0.013 | 5.83 | 880 | 0.2386 | 0.7645 | 0.8057 | 0.7845 | 0.6455 | 0.9631 | 0.8915 | 0.9516 |
173
+ | 0.0142 | 5.89 | 890 | 0.2423 | 0.7606 | 0.8093 | 0.7842 | 0.6451 | 0.9629 | 0.8931 | 0.9512 |
174
+ | 0.0118 | 5.96 | 900 | 0.2419 | 0.7625 | 0.8076 | 0.7844 | 0.6453 | 0.9630 | 0.8923 | 0.9514 |
175
+ | 0.0174 | 6.03 | 910 | 0.2428 | 0.7616 | 0.8078 | 0.7840 | 0.6448 | 0.9629 | 0.8924 | 0.9515 |
176
+ | 0.0152 | 6.09 | 920 | 0.2442 | 0.7604 | 0.8093 | 0.7841 | 0.6449 | 0.9628 | 0.8931 | 0.9512 |
177
+ | 0.0174 | 6.16 | 930 | 0.2450 | 0.7592 | 0.8109 | 0.7842 | 0.6450 | 0.9628 | 0.8937 | 0.9510 |
178
+ | 0.0181 | 6.23 | 940 | 0.2449 | 0.7599 | 0.8104 | 0.7843 | 0.6452 | 0.9628 | 0.8935 | 0.9511 |
179
+ | 0.0162 | 6.29 | 950 | 0.2440 | 0.7617 | 0.8085 | 0.7844 | 0.6453 | 0.9629 | 0.8927 | 0.9514 |
180
+ | 0.0183 | 6.36 | 960 | 0.2431 | 0.7634 | 0.8073 | 0.7847 | 0.6457 | 0.9631 | 0.8923 | 0.9517 |
181
+ | 0.0142 | 6.42 | 970 | 0.2430 | 0.7634 | 0.8074 | 0.7848 | 0.6458 | 0.9631 | 0.8923 | 0.9517 |
182
+ | 0.0121 | 6.49 | 980 | 0.2430 | 0.7632 | 0.8074 | 0.7847 | 0.6457 | 0.9630 | 0.8923 | 0.9517 |
183
+ | 0.017 | 6.56 | 990 | 0.2429 | 0.7634 | 0.8074 | 0.7848 | 0.6458 | 0.9631 | 0.8923 | 0.9517 |
184
+ | 0.0155 | 6.62 | 1000 | 0.2429 | 0.7634 | 0.8074 | 0.7848 | 0.6458 | 0.9631 | 0.8923 | 0.9517 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
185
 
186
 
187
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