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admko
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sembr2023-bert-tiny

Token Classification
Transformers
PyTorch
bert
Generated from Trainer
Inference Endpoints
Model card Files Community
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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: 0.7602950215119852
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  - name: Recall
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  type: recall
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- value: 0.6535464271562541
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  - name: F1
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  type: f1
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- value: 0.702890830314653
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  - name: Accuracy
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  type: accuracy
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- value: 0.9511154740618682
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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-tiny](https://huggingface.co/prajjwal1/bert-tiny) on the sembr2023 dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.3200
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- - Precision: 0.7603
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- - Recall: 0.6535
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- - F1: 0.7029
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- - Iou: 0.5419
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- - Accuracy: 0.9511
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- - Balanced Accuracy: 0.8168
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- - Overall Accuracy: 0.9361
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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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- | 1.2149 | 0.14 | 10 | 1.1475 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
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- | 0.7239 | 0.28 | 20 | 0.7067 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.5664 | 0.42 | 30 | 0.5508 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.4991 | 0.56 | 40 | 0.4895 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.45 | 0.69 | 50 | 0.4586 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.4481 | 0.83 | 60 | 0.4378 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.4275 | 0.97 | 70 | 0.4221 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.4027 | 1.11 | 80 | 0.4070 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.4185 | 1.25 | 90 | 0.3904 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.3712 | 1.39 | 100 | 0.3669 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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- | 0.3619 | 1.53 | 110 | 0.3467 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
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- | 0.3328 | 1.67 | 120 | 0.3316 | 0.5202 | 0.0136 | 0.0265 | 0.0134 | 0.9116 | 0.5062 | 0.9113 |
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- | 0.3365 | 1.81 | 130 | 0.3220 | 0.5558 | 0.1172 | 0.1935 | 0.1071 | 0.9136 | 0.5540 | 0.9119 |
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- | 0.3193 | 1.94 | 140 | 0.3129 | 0.6011 | 0.1527 | 0.2435 | 0.1386 | 0.9161 | 0.5714 | 0.9143 |
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- | 0.2998 | 2.08 | 150 | 0.3055 | 0.6327 | 0.1886 | 0.2906 | 0.17 | 0.9185 | 0.5890 | 0.9157 |
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- | 0.2985 | 2.22 | 160 | 0.3017 | 0.6338 | 0.2656 | 0.3743 | 0.2303 | 0.9214 | 0.6254 | 0.9156 |
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- | 0.2956 | 2.36 | 170 | 0.2940 | 0.6635 | 0.3151 | 0.4273 | 0.2717 | 0.9253 | 0.6498 | 0.9169 |
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- | 0.2699 | 2.5 | 180 | 0.2872 | 0.6919 | 0.3579 | 0.4718 | 0.3087 | 0.9291 | 0.6712 | 0.9198 |
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- | 0.2731 | 2.64 | 190 | 0.2813 | 0.6754 | 0.4311 | 0.5263 | 0.3571 | 0.9313 | 0.7055 | 0.9201 |
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- | 0.2537 | 2.78 | 200 | 0.2712 | 0.6823 | 0.4409 | 0.5357 | 0.3658 | 0.9324 | 0.7105 | 0.9215 |
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- | 0.2332 | 2.92 | 210 | 0.2650 | 0.6741 | 0.5117 | 0.5818 | 0.4102 | 0.9349 | 0.7438 | 0.9221 |
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- | 0.2436 | 3.06 | 220 | 0.2531 | 0.7428 | 0.4703 | 0.5760 | 0.4045 | 0.9387 | 0.7273 | 0.9269 |
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- | 0.2325 | 3.19 | 230 | 0.2471 | 0.752 | 0.4966 | 0.5982 | 0.4267 | 0.9410 | 0.7404 | 0.9284 |
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- | 0.2277 | 3.33 | 240 | 0.2394 | 0.7606 | 0.5299 | 0.6246 | 0.4542 | 0.9436 | 0.7569 | 0.9307 |
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- | 0.2144 | 3.47 | 250 | 0.2342 | 0.7839 | 0.5339 | 0.6352 | 0.4654 | 0.9457 | 0.7598 | 0.9330 |
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- | 0.2195 | 3.61 | 260 | 0.2317 | 0.7471 | 0.6084 | 0.6706 | 0.5045 | 0.9471 | 0.7942 | 0.9326 |
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- | 0.197 | 3.75 | 270 | 0.2252 | 0.7837 | 0.5998 | 0.6795 | 0.5146 | 0.9499 | 0.7919 | 0.9358 |
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- | 0.1891 | 3.89 | 280 | 0.2214 | 0.7895 | 0.6019 | 0.6831 | 0.5187 | 0.9506 | 0.7932 | 0.9367 |
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- | 0.2006 | 4.03 | 290 | 0.2213 | 0.7620 | 0.6444 | 0.6983 | 0.5364 | 0.9507 | 0.8124 | 0.9364 |
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- | 0.1881 | 4.17 | 300 | 0.2199 | 0.7826 | 0.6266 | 0.6960 | 0.5337 | 0.9516 | 0.8049 | 0.9379 |
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- | 0.1823 | 4.31 | 310 | 0.2170 | 0.7854 | 0.6217 | 0.6940 | 0.5314 | 0.9515 | 0.8026 | 0.9379 |
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- | 0.1713 | 4.44 | 320 | 0.2166 | 0.7660 | 0.6443 | 0.6999 | 0.5384 | 0.9511 | 0.8126 | 0.9368 |
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- | 0.1894 | 4.58 | 330 | 0.2155 | 0.7689 | 0.6406 | 0.6989 | 0.5372 | 0.9512 | 0.8110 | 0.9373 |
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- | 0.1708 | 4.72 | 340 | 0.2153 | 0.7672 | 0.6465 | 0.7017 | 0.5405 | 0.9514 | 0.8138 | 0.9372 |
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- | 0.1737 | 4.86 | 350 | 0.2140 | 0.7625 | 0.6576 | 0.7062 | 0.5458 | 0.9516 | 0.8189 | 0.9374 |
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- | 0.172 | 5.0 | 360 | 0.2145 | 0.7623 | 0.6502 | 0.7018 | 0.5406 | 0.9511 | 0.8153 | 0.9372 |
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- | 0.1687 | 5.14 | 370 | 0.2141 | 0.7778 | 0.6390 | 0.7016 | 0.5404 | 0.9519 | 0.8106 | 0.9384 |
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- | 0.1687 | 5.28 | 380 | 0.2126 | 0.7550 | 0.6617 | 0.7053 | 0.5447 | 0.9511 | 0.8204 | 0.9368 |
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- | 0.1668 | 5.42 | 390 | 0.2139 | 0.7623 | 0.6518 | 0.7027 | 0.5417 | 0.9512 | 0.8160 | 0.9372 |
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- | 0.1641 | 5.56 | 400 | 0.2133 | 0.7552 | 0.6615 | 0.7053 | 0.5447 | 0.9511 | 0.8203 | 0.9366 |
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- | 0.1432 | 5.69 | 410 | 0.2148 | 0.7537 | 0.6612 | 0.7044 | 0.5437 | 0.9509 | 0.8201 | 0.9363 |
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- | 0.1504 | 5.83 | 420 | 0.2135 | 0.7662 | 0.6535 | 0.7054 | 0.5449 | 0.9517 | 0.8171 | 0.9373 |
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- | 0.1388 | 5.97 | 430 | 0.2137 | 0.7575 | 0.6625 | 0.7068 | 0.5466 | 0.9514 | 0.8210 | 0.9366 |
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- | 0.1471 | 6.11 | 440 | 0.2144 | 0.7472 | 0.6675 | 0.7051 | 0.5446 | 0.9506 | 0.8228 | 0.9357 |
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- | 0.1678 | 6.25 | 450 | 0.2139 | 0.7407 | 0.6731 | 0.7053 | 0.5447 | 0.9502 | 0.8251 | 0.9355 |
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- | 0.1439 | 6.39 | 460 | 0.2146 | 0.7560 | 0.6627 | 0.7063 | 0.5459 | 0.9512 | 0.8210 | 0.9368 |
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- | 0.1335 | 6.53 | 470 | 0.2122 | 0.7673 | 0.6559 | 0.7073 | 0.5471 | 0.9520 | 0.8183 | 0.9377 |
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- | 0.1362 | 6.67 | 480 | 0.2153 | 0.7447 | 0.6759 | 0.7086 | 0.5487 | 0.9508 | 0.8267 | 0.9357 |
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- | 0.1374 | 6.81 | 490 | 0.2120 | 0.7677 | 0.6619 | 0.7109 | 0.5514 | 0.9524 | 0.8212 | 0.9381 |
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- | 0.1431 | 6.94 | 500 | 0.2129 | 0.7670 | 0.6628 | 0.7111 | 0.5517 | 0.9524 | 0.8216 | 0.9385 |
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- | 0.1443 | 7.08 | 510 | 0.2124 | 0.7426 | 0.6823 | 0.7112 | 0.5518 | 0.9510 | 0.8297 | 0.9364 |
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- | 0.1273 | 7.22 | 520 | 0.2117 | 0.7596 | 0.6664 | 0.7099 | 0.5503 | 0.9518 | 0.8229 | 0.9377 |
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- | 0.1371 | 7.36 | 530 | 0.2145 | 0.7524 | 0.6728 | 0.7104 | 0.5509 | 0.9515 | 0.8257 | 0.9370 |
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- | 0.1337 | 7.5 | 540 | 0.2157 | 0.7444 | 0.6788 | 0.7101 | 0.5504 | 0.9510 | 0.8281 | 0.9362 |
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- | 0.1176 | 7.64 | 550 | 0.2161 | 0.7408 | 0.6769 | 0.7074 | 0.5473 | 0.9505 | 0.8270 | 0.9362 |
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- | 0.1154 | 7.78 | 560 | 0.2160 | 0.7475 | 0.6777 | 0.7109 | 0.5515 | 0.9512 | 0.8277 | 0.9368 |
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- | 0.1328 | 7.92 | 570 | 0.2148 | 0.7561 | 0.6691 | 0.7100 | 0.5504 | 0.9516 | 0.8241 | 0.9373 |
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- | 0.1208 | 8.06 | 580 | 0.2150 | 0.7417 | 0.6809 | 0.7100 | 0.5504 | 0.9508 | 0.8289 | 0.9361 |
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- | 0.1126 | 8.19 | 590 | 0.2146 | 0.7682 | 0.6645 | 0.7126 | 0.5535 | 0.9526 | 0.8225 | 0.9384 |
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- | 0.1156 | 8.33 | 600 | 0.2141 | 0.7473 | 0.6801 | 0.7121 | 0.5529 | 0.9513 | 0.8289 | 0.9367 |
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- | 0.123 | 8.47 | 610 | 0.2139 | 0.7630 | 0.6708 | 0.7139 | 0.5551 | 0.9524 | 0.8253 | 0.9381 |
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- | 0.1269 | 8.61 | 620 | 0.2150 | 0.7604 | 0.6740 | 0.7146 | 0.5559 | 0.9524 | 0.8267 | 0.9379 |
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- | 0.1178 | 8.75 | 630 | 0.2155 | 0.7477 | 0.6847 | 0.7148 | 0.5562 | 0.9517 | 0.8311 | 0.9371 |
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- | 0.1117 | 8.89 | 640 | 0.2173 | 0.7502 | 0.6842 | 0.7157 | 0.5572 | 0.9519 | 0.8310 | 0.9373 |
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- | 0.1199 | 9.03 | 650 | 0.2161 | 0.7592 | 0.6724 | 0.7132 | 0.5542 | 0.9521 | 0.8259 | 0.9383 |
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- | 0.1221 | 9.17 | 660 | 0.2156 | 0.7482 | 0.6885 | 0.7172 | 0.5590 | 0.9519 | 0.8330 | 0.9373 |
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- | 0.1264 | 9.31 | 670 | 0.2190 | 0.7573 | 0.6771 | 0.7149 | 0.5563 | 0.9522 | 0.8280 | 0.9376 |
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- | 0.1067 | 9.44 | 680 | 0.2176 | 0.7498 | 0.6851 | 0.7160 | 0.5576 | 0.9519 | 0.8315 | 0.9374 |
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- | 0.1047 | 9.58 | 690 | 0.2177 | 0.7586 | 0.6781 | 0.7161 | 0.5577 | 0.9524 | 0.8286 | 0.9382 |
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- | 0.1199 | 9.72 | 700 | 0.2180 | 0.7532 | 0.6819 | 0.7158 | 0.5574 | 0.9521 | 0.8301 | 0.9376 |
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- | 0.1107 | 9.86 | 710 | 0.2159 | 0.7562 | 0.6847 | 0.7187 | 0.5609 | 0.9526 | 0.8316 | 0.9380 |
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- | 0.1122 | 10.0 | 720 | 0.2193 | 0.7578 | 0.6756 | 0.7143 | 0.5556 | 0.9522 | 0.8273 | 0.9377 |
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- | 0.1149 | 10.14 | 730 | 0.2201 | 0.7605 | 0.6753 | 0.7154 | 0.5569 | 0.9525 | 0.8273 | 0.9379 |
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- | 0.1025 | 10.28 | 740 | 0.2217 | 0.7538 | 0.6805 | 0.7153 | 0.5567 | 0.9521 | 0.8295 | 0.9375 |
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- | 0.1042 | 10.42 | 750 | 0.2217 | 0.7505 | 0.6864 | 0.7170 | 0.5589 | 0.9521 | 0.8321 | 0.9374 |
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- | 0.1049 | 10.56 | 760 | 0.2217 | 0.7504 | 0.6855 | 0.7165 | 0.5582 | 0.9520 | 0.8317 | 0.9375 |
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- | 0.1128 | 10.69 | 770 | 0.2208 | 0.7595 | 0.6724 | 0.7133 | 0.5544 | 0.9522 | 0.8259 | 0.9379 |
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- | 0.0981 | 10.83 | 780 | 0.2193 | 0.7702 | 0.6635 | 0.7128 | 0.5538 | 0.9527 | 0.8221 | 0.9387 |
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- | 0.1039 | 10.97 | 790 | 0.2221 | 0.7584 | 0.6728 | 0.7130 | 0.5541 | 0.9521 | 0.8260 | 0.9377 |
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- | 0.1084 | 11.11 | 800 | 0.2225 | 0.7499 | 0.6864 | 0.7168 | 0.5586 | 0.9520 | 0.8321 | 0.9373 |
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- | 0.1064 | 11.25 | 810 | 0.2228 | 0.7614 | 0.6660 | 0.7105 | 0.5510 | 0.9520 | 0.8229 | 0.9375 |
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- | 0.11 | 11.39 | 820 | 0.2235 | 0.7508 | 0.6797 | 0.7135 | 0.5546 | 0.9517 | 0.8289 | 0.9370 |
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- | 0.0959 | 11.53 | 830 | 0.2249 | 0.7573 | 0.6753 | 0.7140 | 0.5552 | 0.9521 | 0.8272 | 0.9374 |
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- | 0.1001 | 11.67 | 840 | 0.2230 | 0.7532 | 0.6841 | 0.7170 | 0.5588 | 0.9522 | 0.8312 | 0.9376 |
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- | 0.1028 | 11.81 | 850 | 0.2209 | 0.7644 | 0.6695 | 0.7138 | 0.5550 | 0.9525 | 0.8248 | 0.9384 |
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- | 0.0989 | 11.94 | 860 | 0.2242 | 0.7622 | 0.6742 | 0.7155 | 0.5570 | 0.9526 | 0.8269 | 0.9380 |
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- | 0.0866 | 12.08 | 870 | 0.2236 | 0.7617 | 0.6743 | 0.7153 | 0.5568 | 0.9525 | 0.8269 | 0.9379 |
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- | 0.1116 | 12.22 | 880 | 0.2266 | 0.7559 | 0.6809 | 0.7164 | 0.5581 | 0.9523 | 0.8298 | 0.9374 |
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- | 0.1025 | 12.36 | 890 | 0.2257 | 0.7516 | 0.6834 | 0.7159 | 0.5575 | 0.9520 | 0.8307 | 0.9372 |
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- | 0.0999 | 12.5 | 900 | 0.2268 | 0.7576 | 0.6776 | 0.7154 | 0.5569 | 0.9523 | 0.8283 | 0.9373 |
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- | 0.0885 | 12.64 | 910 | 0.2255 | 0.7568 | 0.6772 | 0.7148 | 0.5561 | 0.9522 | 0.8280 | 0.9375 |
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- | 0.1037 | 12.78 | 920 | 0.2267 | 0.7625 | 0.6751 | 0.7161 | 0.5578 | 0.9526 | 0.8273 | 0.9379 |
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- | 0.0964 | 12.92 | 930 | 0.2278 | 0.7558 | 0.6810 | 0.7165 | 0.5582 | 0.9523 | 0.8298 | 0.9374 |
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- | 0.0875 | 13.06 | 940 | 0.2283 | 0.7469 | 0.6839 | 0.7140 | 0.5552 | 0.9515 | 0.8307 | 0.9367 |
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- | 0.0854 | 13.19 | 950 | 0.2280 | 0.7646 | 0.6726 | 0.7156 | 0.5572 | 0.9527 | 0.8262 | 0.9378 |
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- | 0.0987 | 13.33 | 960 | 0.2312 | 0.7555 | 0.6801 | 0.7158 | 0.5574 | 0.9522 | 0.8294 | 0.9371 |
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- | 0.0898 | 13.47 | 970 | 0.2304 | 0.7552 | 0.6768 | 0.7138 | 0.5550 | 0.9520 | 0.8277 | 0.9371 |
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- | 0.089 | 13.61 | 980 | 0.2273 | 0.7718 | 0.6685 | 0.7164 | 0.5582 | 0.9532 | 0.8246 | 0.9382 |
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- | 0.0879 | 13.75 | 990 | 0.2320 | 0.7528 | 0.6830 | 0.7162 | 0.5579 | 0.9521 | 0.8306 | 0.9370 |
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- | 0.0862 | 13.89 | 1000 | 0.2302 | 0.7654 | 0.6697 | 0.7143 | 0.5556 | 0.9526 | 0.8249 | 0.9378 |
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- | 0.0878 | 14.03 | 1010 | 0.2303 | 0.7606 | 0.6773 | 0.7166 | 0.5583 | 0.9526 | 0.8283 | 0.9377 |
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- | 0.0973 | 14.17 | 1020 | 0.2322 | 0.7555 | 0.6784 | 0.7149 | 0.5563 | 0.9521 | 0.8285 | 0.9370 |
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- | 0.0889 | 14.31 | 1030 | 0.2310 | 0.7733 | 0.6682 | 0.7169 | 0.5588 | 0.9533 | 0.8246 | 0.9383 |
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- | 0.0943 | 14.44 | 1040 | 0.2316 | 0.7625 | 0.6765 | 0.7170 | 0.5588 | 0.9527 | 0.8280 | 0.9378 |
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- | 0.0905 | 14.58 | 1050 | 0.2337 | 0.7578 | 0.6801 | 0.7168 | 0.5586 | 0.9525 | 0.8295 | 0.9374 |
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- | 0.0928 | 14.72 | 1060 | 0.2350 | 0.7525 | 0.6845 | 0.7169 | 0.5587 | 0.9522 | 0.8313 | 0.9370 |
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- | 0.0846 | 14.86 | 1070 | 0.2320 | 0.7535 | 0.6843 | 0.7172 | 0.5591 | 0.9523 | 0.8313 | 0.9371 |
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- | 0.0845 | 15.0 | 1080 | 0.2346 | 0.7535 | 0.6843 | 0.7172 | 0.5591 | 0.9523 | 0.8313 | 0.9370 |
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- | 0.0818 | 15.14 | 1090 | 0.2349 | 0.7600 | 0.6756 | 0.7153 | 0.5568 | 0.9524 | 0.8274 | 0.9374 |
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- | 0.0733 | 15.28 | 1100 | 0.2346 | 0.7645 | 0.6777 | 0.7185 | 0.5606 | 0.9530 | 0.8287 | 0.9376 |
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- | 0.0822 | 15.42 | 1110 | 0.2364 | 0.7741 | 0.6635 | 0.7145 | 0.5558 | 0.9531 | 0.8223 | 0.9380 |
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- | 0.0911 | 15.56 | 1120 | 0.2352 | 0.7702 | 0.6722 | 0.7179 | 0.5599 | 0.9533 | 0.8264 | 0.9378 |
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- | 0.09 | 15.69 | 1130 | 0.2368 | 0.7536 | 0.6833 | 0.7167 | 0.5585 | 0.9522 | 0.8308 | 0.9368 |
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- | 0.0853 | 15.83 | 1140 | 0.2370 | 0.7650 | 0.6767 | 0.7181 | 0.5602 | 0.9530 | 0.8282 | 0.9376 |
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- | 0.0843 | 15.97 | 1150 | 0.2381 | 0.7630 | 0.6747 | 0.7161 | 0.5578 | 0.9527 | 0.8272 | 0.9375 |
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- | 0.0777 | 16.11 | 1160 | 0.2375 | 0.7589 | 0.6773 | 0.7158 | 0.5574 | 0.9524 | 0.8282 | 0.9376 |
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- | 0.0829 | 16.25 | 1170 | 0.2372 | 0.7594 | 0.6768 | 0.7157 | 0.5573 | 0.9524 | 0.8280 | 0.9372 |
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- | 0.0816 | 16.39 | 1180 | 0.2403 | 0.7508 | 0.6850 | 0.7164 | 0.5581 | 0.9520 | 0.8315 | 0.9362 |
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- | 0.0876 | 16.53 | 1190 | 0.2388 | 0.7702 | 0.6660 | 0.7143 | 0.5556 | 0.9529 | 0.8233 | 0.9377 |
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- | 0.0787 | 16.67 | 1200 | 0.2387 | 0.7633 | 0.6724 | 0.7150 | 0.5564 | 0.9526 | 0.8261 | 0.9375 |
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- | 0.0782 | 16.81 | 1210 | 0.2424 | 0.7520 | 0.6845 | 0.7166 | 0.5584 | 0.9521 | 0.8313 | 0.9365 |
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- | 0.0921 | 16.94 | 1220 | 0.2403 | 0.7585 | 0.6763 | 0.7150 | 0.5565 | 0.9523 | 0.8277 | 0.9370 |
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- | 0.0807 | 17.08 | 1230 | 0.2408 | 0.7603 | 0.6769 | 0.7162 | 0.5579 | 0.9525 | 0.8281 | 0.9371 |
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- | 0.0857 | 17.22 | 1240 | 0.2430 | 0.7605 | 0.6789 | 0.7174 | 0.5593 | 0.9527 | 0.8291 | 0.9374 |
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- | 0.0839 | 17.36 | 1250 | 0.2422 | 0.7756 | 0.6611 | 0.7138 | 0.5549 | 0.9531 | 0.8213 | 0.9380 |
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- | 0.0851 | 17.5 | 1260 | 0.2424 | 0.7557 | 0.6755 | 0.7133 | 0.5544 | 0.9520 | 0.8271 | 0.9366 |
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- | 0.0796 | 17.64 | 1270 | 0.2436 | 0.7556 | 0.6805 | 0.7161 | 0.5578 | 0.9523 | 0.8296 | 0.9366 |
212
- | 0.0827 | 17.78 | 1280 | 0.2463 | 0.7540 | 0.6827 | 0.7166 | 0.5584 | 0.9522 | 0.8306 | 0.9365 |
213
- | 0.0749 | 17.92 | 1290 | 0.2456 | 0.7635 | 0.6716 | 0.7146 | 0.5560 | 0.9525 | 0.8257 | 0.9370 |
214
- | 0.0759 | 18.06 | 1300 | 0.2448 | 0.7721 | 0.6644 | 0.7142 | 0.5554 | 0.9530 | 0.8227 | 0.9379 |
215
- | 0.0737 | 18.19 | 1310 | 0.2480 | 0.7641 | 0.6699 | 0.7139 | 0.5551 | 0.9525 | 0.8249 | 0.9374 |
216
- | 0.0865 | 18.33 | 1320 | 0.2489 | 0.7454 | 0.6899 | 0.7166 | 0.5583 | 0.9517 | 0.8335 | 0.9359 |
217
- | 0.0779 | 18.47 | 1330 | 0.2470 | 0.7639 | 0.6654 | 0.7113 | 0.5519 | 0.9522 | 0.8227 | 0.9370 |
218
- | 0.0801 | 18.61 | 1340 | 0.2466 | 0.7652 | 0.6771 | 0.7184 | 0.5606 | 0.9530 | 0.8284 | 0.9374 |
219
- | 0.0771 | 18.75 | 1350 | 0.2486 | 0.7715 | 0.6625 | 0.7129 | 0.5538 | 0.9528 | 0.8217 | 0.9378 |
220
- | 0.0764 | 18.89 | 1360 | 0.2473 | 0.7681 | 0.6712 | 0.7164 | 0.5582 | 0.9530 | 0.8258 | 0.9377 |
221
- | 0.0683 | 19.03 | 1370 | 0.2474 | 0.7657 | 0.6697 | 0.7145 | 0.5558 | 0.9526 | 0.8249 | 0.9373 |
222
- | 0.0708 | 19.17 | 1380 | 0.2482 | 0.7556 | 0.6761 | 0.7136 | 0.5548 | 0.9520 | 0.8275 | 0.9366 |
223
- | 0.0714 | 19.31 | 1390 | 0.2514 | 0.7508 | 0.6866 | 0.7173 | 0.5592 | 0.9521 | 0.8322 | 0.9365 |
224
- | 0.068 | 19.44 | 1400 | 0.2492 | 0.7681 | 0.6672 | 0.7141 | 0.5553 | 0.9527 | 0.8238 | 0.9375 |
225
- | 0.0816 | 19.58 | 1410 | 0.2520 | 0.7620 | 0.6752 | 0.7160 | 0.5576 | 0.9526 | 0.8274 | 0.9372 |
226
- | 0.072 | 19.72 | 1420 | 0.2501 | 0.7653 | 0.6726 | 0.7159 | 0.5575 | 0.9528 | 0.8263 | 0.9375 |
227
- | 0.0673 | 19.86 | 1430 | 0.2521 | 0.7591 | 0.6827 | 0.7189 | 0.5612 | 0.9528 | 0.8309 | 0.9373 |
228
- | 0.0733 | 20.0 | 1440 | 0.2550 | 0.7549 | 0.6827 | 0.7170 | 0.5589 | 0.9523 | 0.8306 | 0.9366 |
229
- | 0.0642 | 20.14 | 1450 | 0.2513 | 0.7610 | 0.6776 | 0.7169 | 0.5587 | 0.9526 | 0.8285 | 0.9370 |
230
- | 0.0668 | 20.28 | 1460 | 0.2528 | 0.7619 | 0.6743 | 0.7154 | 0.5569 | 0.9525 | 0.8269 | 0.9369 |
231
- | 0.0698 | 20.42 | 1470 | 0.2532 | 0.7685 | 0.6660 | 0.7136 | 0.5547 | 0.9527 | 0.8232 | 0.9376 |
232
- | 0.0713 | 20.56 | 1480 | 0.2537 | 0.7592 | 0.6800 | 0.7174 | 0.5593 | 0.9526 | 0.8295 | 0.9371 |
233
- | 0.0702 | 20.69 | 1490 | 0.2567 | 0.7572 | 0.6756 | 0.7141 | 0.5553 | 0.9521 | 0.8273 | 0.9368 |
234
- | 0.062 | 20.83 | 1500 | 0.2554 | 0.7623 | 0.6719 | 0.7143 | 0.5555 | 0.9524 | 0.8258 | 0.9369 |
235
- | 0.0718 | 20.97 | 1510 | 0.2562 | 0.7599 | 0.6736 | 0.7142 | 0.5554 | 0.9523 | 0.8265 | 0.9370 |
236
- | 0.0652 | 21.11 | 1520 | 0.2566 | 0.7655 | 0.6695 | 0.7143 | 0.5556 | 0.9526 | 0.8248 | 0.9373 |
237
- | 0.0647 | 21.25 | 1530 | 0.2574 | 0.7733 | 0.6579 | 0.7110 | 0.5515 | 0.9527 | 0.8196 | 0.9375 |
238
- | 0.0694 | 21.39 | 1540 | 0.2570 | 0.7625 | 0.6665 | 0.7113 | 0.5519 | 0.9521 | 0.8232 | 0.9371 |
239
- | 0.0773 | 21.53 | 1550 | 0.2575 | 0.7590 | 0.6752 | 0.7147 | 0.5560 | 0.9523 | 0.8272 | 0.9370 |
240
- | 0.0684 | 21.67 | 1560 | 0.2589 | 0.7547 | 0.6806 | 0.7157 | 0.5573 | 0.9522 | 0.8296 | 0.9367 |
241
- | 0.0722 | 21.81 | 1570 | 0.2594 | 0.7658 | 0.6685 | 0.7138 | 0.5550 | 0.9526 | 0.8243 | 0.9372 |
242
- | 0.0647 | 21.94 | 1580 | 0.2575 | 0.7553 | 0.6761 | 0.7135 | 0.5547 | 0.9520 | 0.8274 | 0.9364 |
243
- | 0.0714 | 22.08 | 1590 | 0.2586 | 0.7488 | 0.6819 | 0.7138 | 0.5550 | 0.9516 | 0.8299 | 0.9361 |
244
- | 0.0695 | 22.22 | 1600 | 0.2621 | 0.7545 | 0.6801 | 0.7154 | 0.5569 | 0.9521 | 0.8293 | 0.9366 |
245
- | 0.07 | 22.36 | 1610 | 0.2590 | 0.7678 | 0.6686 | 0.7148 | 0.5561 | 0.9528 | 0.8245 | 0.9375 |
246
- | 0.0642 | 22.5 | 1620 | 0.2594 | 0.7667 | 0.6685 | 0.7142 | 0.5555 | 0.9527 | 0.8244 | 0.9371 |
247
- | 0.0683 | 22.64 | 1630 | 0.2599 | 0.7684 | 0.6649 | 0.7129 | 0.5539 | 0.9526 | 0.8227 | 0.9374 |
248
- | 0.0719 | 22.78 | 1640 | 0.2623 | 0.7542 | 0.6806 | 0.7155 | 0.5571 | 0.9521 | 0.8295 | 0.9365 |
249
- | 0.0743 | 22.92 | 1650 | 0.2627 | 0.7630 | 0.6701 | 0.7135 | 0.5546 | 0.9524 | 0.8249 | 0.9370 |
250
- | 0.0614 | 23.06 | 1660 | 0.2633 | 0.7667 | 0.6615 | 0.7102 | 0.5506 | 0.9522 | 0.8210 | 0.9371 |
251
- | 0.0651 | 23.19 | 1670 | 0.2643 | 0.7577 | 0.6716 | 0.7121 | 0.5529 | 0.9519 | 0.8254 | 0.9366 |
252
- | 0.0662 | 23.33 | 1680 | 0.2651 | 0.7547 | 0.6726 | 0.7113 | 0.5519 | 0.9517 | 0.8257 | 0.9364 |
253
- | 0.076 | 23.47 | 1690 | 0.2636 | 0.7537 | 0.6755 | 0.7125 | 0.5533 | 0.9518 | 0.8270 | 0.9362 |
254
- | 0.0676 | 23.61 | 1700 | 0.2623 | 0.7561 | 0.6719 | 0.7115 | 0.5522 | 0.9518 | 0.8254 | 0.9364 |
255
- | 0.0643 | 23.75 | 1710 | 0.2642 | 0.7616 | 0.6697 | 0.7127 | 0.5536 | 0.9522 | 0.8247 | 0.9370 |
256
- | 0.0698 | 23.89 | 1720 | 0.2657 | 0.7575 | 0.6718 | 0.7121 | 0.5529 | 0.9519 | 0.8255 | 0.9366 |
257
- | 0.0675 | 24.03 | 1730 | 0.2687 | 0.7630 | 0.6686 | 0.7127 | 0.5536 | 0.9523 | 0.8242 | 0.9369 |
258
- | 0.0655 | 24.17 | 1740 | 0.2692 | 0.7692 | 0.6562 | 0.7082 | 0.5482 | 0.9522 | 0.8185 | 0.9372 |
259
- | 0.0602 | 24.31 | 1750 | 0.2670 | 0.7631 | 0.6660 | 0.7112 | 0.5519 | 0.9522 | 0.8229 | 0.9368 |
260
- | 0.0679 | 24.44 | 1760 | 0.2662 | 0.7596 | 0.6694 | 0.7116 | 0.5524 | 0.9520 | 0.8244 | 0.9367 |
261
- | 0.0644 | 24.58 | 1770 | 0.2682 | 0.7618 | 0.6666 | 0.7110 | 0.5516 | 0.9521 | 0.8232 | 0.9367 |
262
- | 0.0716 | 24.72 | 1780 | 0.2677 | 0.7597 | 0.6694 | 0.7117 | 0.5524 | 0.9520 | 0.8244 | 0.9367 |
263
- | 0.0606 | 24.86 | 1790 | 0.2695 | 0.7600 | 0.6705 | 0.7124 | 0.5533 | 0.9521 | 0.8250 | 0.9366 |
264
- | 0.061 | 25.0 | 1800 | 0.2687 | 0.7664 | 0.6590 | 0.7086 | 0.5487 | 0.9521 | 0.8197 | 0.9370 |
265
- | 0.0556 | 25.14 | 1810 | 0.2703 | 0.7629 | 0.6621 | 0.7090 | 0.5491 | 0.9519 | 0.8211 | 0.9368 |
266
- | 0.06 | 25.28 | 1820 | 0.2704 | 0.7651 | 0.6600 | 0.7087 | 0.5488 | 0.9520 | 0.8202 | 0.9369 |
267
- | 0.065 | 25.42 | 1830 | 0.2708 | 0.7627 | 0.6607 | 0.7080 | 0.5480 | 0.9518 | 0.8204 | 0.9367 |
268
- | 0.066 | 25.56 | 1840 | 0.2702 | 0.7624 | 0.6619 | 0.7086 | 0.5487 | 0.9518 | 0.8209 | 0.9365 |
269
- | 0.0543 | 25.69 | 1850 | 0.2703 | 0.7552 | 0.6698 | 0.7099 | 0.5503 | 0.9516 | 0.8244 | 0.9363 |
270
- | 0.0657 | 25.83 | 1860 | 0.2699 | 0.7469 | 0.6760 | 0.7097 | 0.5500 | 0.9511 | 0.8269 | 0.9356 |
271
- | 0.0718 | 25.97 | 1870 | 0.2713 | 0.7539 | 0.6715 | 0.7103 | 0.5508 | 0.9515 | 0.8251 | 0.9360 |
272
- | 0.0664 | 26.11 | 1880 | 0.2740 | 0.7516 | 0.6742 | 0.7108 | 0.5513 | 0.9515 | 0.8263 | 0.9357 |
273
- | 0.0642 | 26.25 | 1890 | 0.2742 | 0.7526 | 0.6710 | 0.7094 | 0.5497 | 0.9514 | 0.8248 | 0.9359 |
274
- | 0.0607 | 26.39 | 1900 | 0.2722 | 0.7712 | 0.6543 | 0.7080 | 0.5479 | 0.9522 | 0.8177 | 0.9372 |
275
- | 0.062 | 26.53 | 1910 | 0.2756 | 0.7592 | 0.6654 | 0.7092 | 0.5495 | 0.9517 | 0.8225 | 0.9363 |
276
- | 0.0653 | 26.67 | 1920 | 0.2756 | 0.7543 | 0.6686 | 0.7089 | 0.5490 | 0.9514 | 0.8237 | 0.9360 |
277
- | 0.0568 | 26.81 | 1930 | 0.2730 | 0.7578 | 0.6682 | 0.7102 | 0.5506 | 0.9517 | 0.8237 | 0.9365 |
278
- | 0.0653 | 26.94 | 1940 | 0.2735 | 0.7620 | 0.6635 | 0.7093 | 0.5496 | 0.9519 | 0.8217 | 0.9367 |
279
- | 0.0649 | 27.08 | 1950 | 0.2768 | 0.7577 | 0.6666 | 0.7092 | 0.5495 | 0.9516 | 0.8230 | 0.9363 |
280
- | 0.059 | 27.22 | 1960 | 0.2770 | 0.7640 | 0.6602 | 0.7083 | 0.5483 | 0.9519 | 0.8202 | 0.9366 |
281
- | 0.0582 | 27.36 | 1970 | 0.2766 | 0.7588 | 0.6652 | 0.7089 | 0.5491 | 0.9517 | 0.8223 | 0.9363 |
282
- | 0.0686 | 27.5 | 1980 | 0.2764 | 0.7635 | 0.6600 | 0.7080 | 0.5480 | 0.9518 | 0.8201 | 0.9367 |
283
- | 0.0577 | 27.64 | 1990 | 0.2759 | 0.7660 | 0.6578 | 0.7078 | 0.5477 | 0.9519 | 0.8191 | 0.9369 |
284
- | 0.0507 | 27.78 | 2000 | 0.2786 | 0.7584 | 0.6645 | 0.7083 | 0.5484 | 0.9516 | 0.8220 | 0.9363 |
285
- | 0.0561 | 27.92 | 2010 | 0.2790 | 0.7547 | 0.6697 | 0.7096 | 0.5500 | 0.9515 | 0.8243 | 0.9359 |
286
- | 0.0628 | 28.06 | 2020 | 0.2788 | 0.7552 | 0.6687 | 0.7094 | 0.5496 | 0.9515 | 0.8238 | 0.9360 |
287
- | 0.0569 | 28.19 | 2030 | 0.2773 | 0.7619 | 0.6580 | 0.7062 | 0.5458 | 0.9515 | 0.8190 | 0.9364 |
288
- | 0.063 | 28.33 | 2040 | 0.2785 | 0.7663 | 0.6526 | 0.7049 | 0.5443 | 0.9517 | 0.8167 | 0.9367 |
289
- | 0.0557 | 28.47 | 2050 | 0.2799 | 0.7547 | 0.6675 | 0.7084 | 0.5485 | 0.9514 | 0.8232 | 0.9359 |
290
- | 0.0581 | 28.61 | 2060 | 0.2794 | 0.7583 | 0.6641 | 0.7081 | 0.5481 | 0.9515 | 0.8218 | 0.9363 |
291
- | 0.0595 | 28.75 | 2070 | 0.2788 | 0.7578 | 0.6644 | 0.7080 | 0.5480 | 0.9515 | 0.8219 | 0.9363 |
292
- | 0.0568 | 28.89 | 2080 | 0.2792 | 0.7592 | 0.6598 | 0.7060 | 0.5456 | 0.9514 | 0.8197 | 0.9362 |
293
- | 0.0643 | 29.03 | 2090 | 0.2829 | 0.7570 | 0.6633 | 0.7071 | 0.5469 | 0.9514 | 0.8213 | 0.9360 |
294
- | 0.0562 | 29.17 | 2100 | 0.2829 | 0.7578 | 0.6599 | 0.7055 | 0.5449 | 0.9512 | 0.8197 | 0.9360 |
295
- | 0.0546 | 29.31 | 2110 | 0.2827 | 0.7577 | 0.6629 | 0.7072 | 0.5470 | 0.9514 | 0.8212 | 0.9363 |
296
- | 0.0556 | 29.44 | 2120 | 0.2833 | 0.7586 | 0.6617 | 0.7069 | 0.5466 | 0.9514 | 0.8206 | 0.9362 |
297
- | 0.0549 | 29.58 | 2130 | 0.2837 | 0.7615 | 0.6587 | 0.7064 | 0.5460 | 0.9515 | 0.8193 | 0.9364 |
298
- | 0.0564 | 29.72 | 2140 | 0.2838 | 0.7559 | 0.6631 | 0.7064 | 0.5461 | 0.9512 | 0.8211 | 0.9362 |
299
- | 0.0673 | 29.86 | 2150 | 0.2821 | 0.7570 | 0.6641 | 0.7075 | 0.5474 | 0.9514 | 0.8217 | 0.9362 |
300
- | 0.0536 | 30.0 | 2160 | 0.2829 | 0.7573 | 0.6586 | 0.7045 | 0.5438 | 0.9511 | 0.8190 | 0.9361 |
301
- | 0.0532 | 30.14 | 2170 | 0.2826 | 0.7515 | 0.6675 | 0.7071 | 0.5469 | 0.9511 | 0.8231 | 0.9356 |
302
- | 0.0572 | 30.28 | 2180 | 0.2823 | 0.7623 | 0.6575 | 0.7060 | 0.5457 | 0.9516 | 0.8188 | 0.9364 |
303
- | 0.0621 | 30.42 | 2190 | 0.2861 | 0.7658 | 0.6485 | 0.7023 | 0.5412 | 0.9513 | 0.8146 | 0.9365 |
304
- | 0.0621 | 30.56 | 2200 | 0.2865 | 0.7564 | 0.6616 | 0.7058 | 0.5454 | 0.9512 | 0.8205 | 0.9360 |
305
- | 0.0581 | 30.69 | 2210 | 0.2868 | 0.7677 | 0.6491 | 0.7034 | 0.5425 | 0.9516 | 0.8150 | 0.9367 |
306
- | 0.066 | 30.83 | 2220 | 0.2862 | 0.7581 | 0.6605 | 0.7060 | 0.5455 | 0.9513 | 0.8200 | 0.9362 |
307
- | 0.0541 | 30.97 | 2230 | 0.2865 | 0.7579 | 0.6613 | 0.7064 | 0.5460 | 0.9513 | 0.8204 | 0.9363 |
308
- | 0.0525 | 31.11 | 2240 | 0.2879 | 0.7534 | 0.6617 | 0.7046 | 0.5439 | 0.9509 | 0.8204 | 0.9357 |
309
- | 0.0493 | 31.25 | 2250 | 0.2893 | 0.7566 | 0.6549 | 0.7021 | 0.5409 | 0.9508 | 0.8172 | 0.9359 |
310
- | 0.0621 | 31.39 | 2260 | 0.2878 | 0.7602 | 0.6576 | 0.7052 | 0.5446 | 0.9513 | 0.8187 | 0.9363 |
311
- | 0.0514 | 31.53 | 2270 | 0.2874 | 0.7570 | 0.6669 | 0.7091 | 0.5493 | 0.9516 | 0.8231 | 0.9364 |
312
- | 0.0643 | 31.67 | 2280 | 0.2857 | 0.7680 | 0.6537 | 0.7062 | 0.5459 | 0.9519 | 0.8173 | 0.9368 |
313
- | 0.0636 | 31.81 | 2290 | 0.2870 | 0.7602 | 0.6599 | 0.7065 | 0.5462 | 0.9515 | 0.8198 | 0.9363 |
314
- | 0.0539 | 31.94 | 2300 | 0.2896 | 0.7674 | 0.6493 | 0.7034 | 0.5425 | 0.9516 | 0.8151 | 0.9367 |
315
- | 0.0553 | 32.08 | 2310 | 0.2900 | 0.7595 | 0.6619 | 0.7073 | 0.5472 | 0.9515 | 0.8208 | 0.9362 |
316
- | 0.0578 | 32.22 | 2320 | 0.2899 | 0.7602 | 0.6598 | 0.7064 | 0.5461 | 0.9515 | 0.8198 | 0.9361 |
317
- | 0.0513 | 32.36 | 2330 | 0.2889 | 0.7649 | 0.6520 | 0.7039 | 0.5431 | 0.9515 | 0.8163 | 0.9365 |
318
- | 0.0474 | 32.5 | 2340 | 0.2898 | 0.7602 | 0.6557 | 0.7041 | 0.5433 | 0.9512 | 0.8178 | 0.9363 |
319
- | 0.0569 | 32.64 | 2350 | 0.2874 | 0.7595 | 0.6561 | 0.7040 | 0.5432 | 0.9512 | 0.8179 | 0.9361 |
320
- | 0.0516 | 32.78 | 2360 | 0.2898 | 0.7542 | 0.6641 | 0.7063 | 0.5459 | 0.9511 | 0.8215 | 0.9357 |
321
- | 0.0546 | 32.92 | 2370 | 0.2896 | 0.7530 | 0.6672 | 0.7075 | 0.5474 | 0.9512 | 0.8230 | 0.9358 |
322
- | 0.0496 | 33.06 | 2380 | 0.2908 | 0.7534 | 0.6670 | 0.7076 | 0.5475 | 0.9512 | 0.8229 | 0.9357 |
323
- | 0.0467 | 33.19 | 2390 | 0.2938 | 0.7582 | 0.6567 | 0.7038 | 0.5430 | 0.9511 | 0.8182 | 0.9358 |
324
- | 0.0584 | 33.33 | 2400 | 0.2933 | 0.7533 | 0.6623 | 0.7049 | 0.5442 | 0.9509 | 0.8206 | 0.9356 |
325
- | 0.0493 | 33.47 | 2410 | 0.2933 | 0.7489 | 0.6661 | 0.7051 | 0.5445 | 0.9507 | 0.8222 | 0.9352 |
326
- | 0.048 | 33.61 | 2420 | 0.2945 | 0.7418 | 0.6765 | 0.7077 | 0.5476 | 0.9505 | 0.8268 | 0.9350 |
327
- | 0.0606 | 33.75 | 2430 | 0.2913 | 0.7478 | 0.6685 | 0.7059 | 0.5455 | 0.9507 | 0.8233 | 0.9353 |
328
- | 0.0576 | 33.89 | 2440 | 0.2913 | 0.7559 | 0.6625 | 0.7061 | 0.5458 | 0.9512 | 0.8209 | 0.9359 |
329
- | 0.0427 | 34.03 | 2450 | 0.2913 | 0.7556 | 0.6636 | 0.7066 | 0.5463 | 0.9512 | 0.8214 | 0.9358 |
330
- | 0.0534 | 34.17 | 2460 | 0.2936 | 0.7586 | 0.6590 | 0.7053 | 0.5447 | 0.9513 | 0.8193 | 0.9359 |
331
- | 0.05 | 34.31 | 2470 | 0.2947 | 0.7601 | 0.6545 | 0.7033 | 0.5424 | 0.9512 | 0.8172 | 0.9359 |
332
- | 0.0543 | 34.44 | 2480 | 0.2939 | 0.7616 | 0.6543 | 0.7039 | 0.5431 | 0.9513 | 0.8172 | 0.9363 |
333
- | 0.0517 | 34.58 | 2490 | 0.2936 | 0.7558 | 0.6607 | 0.7051 | 0.5445 | 0.9511 | 0.8200 | 0.9358 |
334
- | 0.0529 | 34.72 | 2500 | 0.2963 | 0.7581 | 0.6575 | 0.7043 | 0.5435 | 0.9511 | 0.8186 | 0.9361 |
335
- | 0.0553 | 34.86 | 2510 | 0.2958 | 0.7551 | 0.6629 | 0.7060 | 0.5456 | 0.9512 | 0.8210 | 0.9359 |
336
- | 0.0477 | 35.0 | 2520 | 0.2916 | 0.7552 | 0.6619 | 0.7055 | 0.5450 | 0.9511 | 0.8205 | 0.9359 |
337
- | 0.056 | 35.14 | 2530 | 0.2939 | 0.7613 | 0.6557 | 0.7046 | 0.5439 | 0.9513 | 0.8179 | 0.9363 |
338
- | 0.0548 | 35.28 | 2540 | 0.2934 | 0.7618 | 0.6582 | 0.7062 | 0.5458 | 0.9515 | 0.8191 | 0.9365 |
339
- | 0.0478 | 35.42 | 2550 | 0.2980 | 0.7569 | 0.6580 | 0.7040 | 0.5432 | 0.9510 | 0.8188 | 0.9360 |
340
- | 0.0556 | 35.56 | 2560 | 0.2963 | 0.7653 | 0.6504 | 0.7032 | 0.5422 | 0.9514 | 0.8155 | 0.9365 |
341
- | 0.0582 | 35.69 | 2570 | 0.2959 | 0.7592 | 0.6558 | 0.7037 | 0.5429 | 0.9511 | 0.8178 | 0.9362 |
342
- | 0.0506 | 35.83 | 2580 | 0.2977 | 0.7567 | 0.6567 | 0.7032 | 0.5422 | 0.9509 | 0.8181 | 0.9359 |
343
- | 0.0522 | 35.97 | 2590 | 0.2985 | 0.7521 | 0.6586 | 0.7023 | 0.5411 | 0.9506 | 0.8188 | 0.9356 |
344
- | 0.0518 | 36.11 | 2600 | 0.2965 | 0.7573 | 0.6568 | 0.7035 | 0.5426 | 0.9510 | 0.8182 | 0.9360 |
345
- | 0.0575 | 36.25 | 2610 | 0.2991 | 0.7568 | 0.6594 | 0.7047 | 0.5441 | 0.9511 | 0.8194 | 0.9361 |
346
- | 0.06 | 36.39 | 2620 | 0.2998 | 0.7589 | 0.6565 | 0.7040 | 0.5432 | 0.9512 | 0.8181 | 0.9361 |
347
- | 0.0501 | 36.53 | 2630 | 0.2991 | 0.7544 | 0.6636 | 0.7061 | 0.5457 | 0.9511 | 0.8213 | 0.9360 |
348
- | 0.0519 | 36.67 | 2640 | 0.2994 | 0.7622 | 0.6501 | 0.7017 | 0.5405 | 0.9511 | 0.8152 | 0.9362 |
349
- | 0.0558 | 36.81 | 2650 | 0.2990 | 0.7537 | 0.6598 | 0.7036 | 0.5428 | 0.9508 | 0.8194 | 0.9357 |
350
- | 0.0553 | 36.94 | 2660 | 0.2977 | 0.7517 | 0.6645 | 0.7054 | 0.5449 | 0.9509 | 0.8216 | 0.9357 |
351
- | 0.0575 | 37.08 | 2670 | 0.2979 | 0.7550 | 0.6568 | 0.7025 | 0.5414 | 0.9508 | 0.8181 | 0.9357 |
352
- | 0.0552 | 37.22 | 2680 | 0.2995 | 0.7534 | 0.6583 | 0.7027 | 0.5416 | 0.9507 | 0.8187 | 0.9355 |
353
- | 0.0539 | 37.36 | 2690 | 0.3003 | 0.7626 | 0.6522 | 0.7031 | 0.5422 | 0.9513 | 0.8163 | 0.9363 |
354
- | 0.0549 | 37.5 | 2700 | 0.2984 | 0.7599 | 0.6550 | 0.7036 | 0.5427 | 0.9512 | 0.8175 | 0.9360 |
355
- | 0.0548 | 37.64 | 2710 | 0.3006 | 0.7573 | 0.6568 | 0.7035 | 0.5426 | 0.9510 | 0.8182 | 0.9359 |
356
- | 0.0519 | 37.78 | 2720 | 0.3008 | 0.7619 | 0.6543 | 0.7040 | 0.5433 | 0.9513 | 0.8172 | 0.9363 |
357
- | 0.052 | 37.92 | 2730 | 0.2992 | 0.7655 | 0.6498 | 0.7030 | 0.5420 | 0.9514 | 0.8153 | 0.9365 |
358
- | 0.0486 | 38.06 | 2740 | 0.2994 | 0.7648 | 0.6498 | 0.7027 | 0.5416 | 0.9513 | 0.8152 | 0.9365 |
359
- | 0.052 | 38.19 | 2750 | 0.3011 | 0.7576 | 0.6551 | 0.7026 | 0.5416 | 0.9509 | 0.8174 | 0.9361 |
360
- | 0.0497 | 38.33 | 2760 | 0.3009 | 0.7572 | 0.6574 | 0.7038 | 0.5429 | 0.9510 | 0.8185 | 0.9361 |
361
- | 0.0595 | 38.47 | 2770 | 0.3004 | 0.7560 | 0.6584 | 0.7038 | 0.5430 | 0.9510 | 0.8189 | 0.9359 |
362
- | 0.055 | 38.61 | 2780 | 0.3021 | 0.7564 | 0.6592 | 0.7045 | 0.5438 | 0.9511 | 0.8193 | 0.9359 |
363
- | 0.0534 | 38.75 | 2790 | 0.3002 | 0.7615 | 0.6554 | 0.7045 | 0.5438 | 0.9513 | 0.8177 | 0.9363 |
364
- | 0.0502 | 38.89 | 2800 | 0.3028 | 0.7587 | 0.6612 | 0.7066 | 0.5463 | 0.9514 | 0.8204 | 0.9363 |
365
- | 0.0479 | 39.03 | 2810 | 0.3026 | 0.7517 | 0.6609 | 0.7034 | 0.5425 | 0.9507 | 0.8199 | 0.9354 |
366
- | 0.0502 | 39.17 | 2820 | 0.3018 | 0.7546 | 0.6592 | 0.7037 | 0.5429 | 0.9509 | 0.8192 | 0.9357 |
367
- | 0.0444 | 39.31 | 2830 | 0.3011 | 0.7609 | 0.6567 | 0.7050 | 0.5444 | 0.9514 | 0.8183 | 0.9363 |
368
- | 0.0488 | 39.44 | 2840 | 0.3029 | 0.7620 | 0.6545 | 0.7041 | 0.5434 | 0.9513 | 0.8173 | 0.9364 |
369
- | 0.061 | 39.58 | 2850 | 0.3028 | 0.7619 | 0.6516 | 0.7024 | 0.5413 | 0.9512 | 0.8159 | 0.9363 |
370
- | 0.0521 | 39.72 | 2860 | 0.3037 | 0.7524 | 0.6590 | 0.7026 | 0.5415 | 0.9506 | 0.8190 | 0.9357 |
371
- | 0.0509 | 39.86 | 2870 | 0.3035 | 0.7554 | 0.6592 | 0.7040 | 0.5433 | 0.9510 | 0.8193 | 0.9359 |
372
- | 0.0468 | 40.0 | 2880 | 0.3023 | 0.7583 | 0.6572 | 0.7042 | 0.5434 | 0.9511 | 0.8185 | 0.9361 |
373
- | 0.0533 | 40.14 | 2890 | 0.3021 | 0.7621 | 0.6521 | 0.7028 | 0.5418 | 0.9512 | 0.8162 | 0.9363 |
374
- | 0.0547 | 40.28 | 2900 | 0.3018 | 0.7621 | 0.6547 | 0.7044 | 0.5436 | 0.9514 | 0.8175 | 0.9365 |
375
- | 0.0503 | 40.42 | 2910 | 0.3039 | 0.7566 | 0.6599 | 0.7050 | 0.5443 | 0.9511 | 0.8196 | 0.9361 |
376
- | 0.0482 | 40.56 | 2920 | 0.3032 | 0.7605 | 0.6574 | 0.7052 | 0.5446 | 0.9514 | 0.8186 | 0.9363 |
377
- | 0.0488 | 40.69 | 2930 | 0.3049 | 0.7617 | 0.6555 | 0.7046 | 0.5440 | 0.9514 | 0.8178 | 0.9364 |
378
- | 0.052 | 40.83 | 2940 | 0.3047 | 0.7626 | 0.6539 | 0.7041 | 0.5433 | 0.9514 | 0.8171 | 0.9364 |
379
- | 0.0507 | 40.97 | 2950 | 0.3048 | 0.7630 | 0.6513 | 0.7027 | 0.5417 | 0.9512 | 0.8158 | 0.9364 |
380
- | 0.0473 | 41.11 | 2960 | 0.3067 | 0.7595 | 0.6567 | 0.7044 | 0.5437 | 0.9512 | 0.8183 | 0.9361 |
381
- | 0.0426 | 41.25 | 2970 | 0.3050 | 0.7630 | 0.6528 | 0.7036 | 0.5427 | 0.9513 | 0.8165 | 0.9365 |
382
- | 0.055 | 41.39 | 2980 | 0.3045 | 0.7561 | 0.6599 | 0.7047 | 0.5440 | 0.9511 | 0.8196 | 0.9360 |
383
- | 0.0472 | 41.53 | 2990 | 0.3049 | 0.7602 | 0.6554 | 0.7039 | 0.5431 | 0.9512 | 0.8177 | 0.9363 |
384
- | 0.0545 | 41.67 | 3000 | 0.3060 | 0.7610 | 0.6534 | 0.7031 | 0.5421 | 0.9512 | 0.8167 | 0.9361 |
385
- | 0.0495 | 41.81 | 3010 | 0.3068 | 0.7619 | 0.6516 | 0.7024 | 0.5413 | 0.9512 | 0.8159 | 0.9362 |
386
- | 0.0444 | 41.94 | 3020 | 0.3063 | 0.7586 | 0.6551 | 0.7031 | 0.5421 | 0.9510 | 0.8175 | 0.9359 |
387
- | 0.0498 | 42.08 | 3030 | 0.3071 | 0.7610 | 0.6514 | 0.7020 | 0.5408 | 0.9511 | 0.8158 | 0.9361 |
388
- | 0.0502 | 42.22 | 3040 | 0.3085 | 0.7572 | 0.6553 | 0.7025 | 0.5415 | 0.9509 | 0.8174 | 0.9359 |
389
- | 0.0421 | 42.36 | 3050 | 0.3087 | 0.7603 | 0.6533 | 0.7028 | 0.5417 | 0.9511 | 0.8166 | 0.9361 |
390
- | 0.0478 | 42.5 | 3060 | 0.3082 | 0.7527 | 0.6570 | 0.7016 | 0.5404 | 0.9506 | 0.8180 | 0.9354 |
391
- | 0.0599 | 42.64 | 3070 | 0.3087 | 0.7565 | 0.6529 | 0.7009 | 0.5395 | 0.9507 | 0.8162 | 0.9356 |
392
- | 0.0536 | 42.78 | 3080 | 0.3066 | 0.7579 | 0.6565 | 0.7035 | 0.5426 | 0.9510 | 0.8180 | 0.9359 |
393
- | 0.0517 | 42.92 | 3090 | 0.3077 | 0.7561 | 0.6578 | 0.7035 | 0.5427 | 0.9510 | 0.8186 | 0.9360 |
394
- | 0.0513 | 43.06 | 3100 | 0.3058 | 0.7613 | 0.6526 | 0.7028 | 0.5418 | 0.9512 | 0.8164 | 0.9363 |
395
- | 0.047 | 43.19 | 3110 | 0.3073 | 0.7579 | 0.6551 | 0.7028 | 0.5418 | 0.9510 | 0.8174 | 0.9360 |
396
- | 0.0475 | 43.33 | 3120 | 0.3082 | 0.7531 | 0.6595 | 0.7032 | 0.5422 | 0.9507 | 0.8193 | 0.9355 |
397
- | 0.0412 | 43.47 | 3130 | 0.3081 | 0.7576 | 0.6561 | 0.7032 | 0.5422 | 0.9510 | 0.8178 | 0.9359 |
398
- | 0.0522 | 43.61 | 3140 | 0.3078 | 0.7656 | 0.6502 | 0.7032 | 0.5423 | 0.9514 | 0.8155 | 0.9364 |
399
- | 0.0445 | 43.75 | 3150 | 0.3081 | 0.7602 | 0.6533 | 0.7027 | 0.5417 | 0.9511 | 0.8166 | 0.9360 |
400
- | 0.0369 | 43.89 | 3160 | 0.3091 | 0.7547 | 0.6582 | 0.7031 | 0.5422 | 0.9508 | 0.8187 | 0.9358 |
401
- | 0.0426 | 44.03 | 3170 | 0.3088 | 0.7623 | 0.6526 | 0.7032 | 0.5423 | 0.9513 | 0.8164 | 0.9364 |
402
- | 0.0513 | 44.17 | 3180 | 0.3089 | 0.7580 | 0.6543 | 0.7023 | 0.5412 | 0.9509 | 0.8170 | 0.9359 |
403
- | 0.0488 | 44.31 | 3190 | 0.3113 | 0.7628 | 0.6481 | 0.7008 | 0.5394 | 0.9510 | 0.8143 | 0.9363 |
404
- | 0.05 | 44.44 | 3200 | 0.3099 | 0.7613 | 0.6505 | 0.7016 | 0.5403 | 0.9510 | 0.8154 | 0.9361 |
405
- | 0.047 | 44.58 | 3210 | 0.3123 | 0.7543 | 0.6587 | 0.7033 | 0.5424 | 0.9508 | 0.8189 | 0.9357 |
406
- | 0.0434 | 44.72 | 3220 | 0.3115 | 0.7612 | 0.6500 | 0.7012 | 0.5399 | 0.9510 | 0.8151 | 0.9361 |
407
- | 0.0525 | 44.86 | 3230 | 0.3117 | 0.7615 | 0.6500 | 0.7013 | 0.5401 | 0.9510 | 0.8151 | 0.9361 |
408
- | 0.0506 | 45.0 | 3240 | 0.3104 | 0.7532 | 0.6575 | 0.7021 | 0.5410 | 0.9506 | 0.8183 | 0.9356 |
409
- | 0.05 | 45.14 | 3250 | 0.3088 | 0.7614 | 0.6505 | 0.7016 | 0.5404 | 0.9510 | 0.8154 | 0.9362 |
410
- | 0.0504 | 45.28 | 3260 | 0.3107 | 0.7613 | 0.6526 | 0.7028 | 0.5418 | 0.9512 | 0.8164 | 0.9363 |
411
- | 0.0443 | 45.42 | 3270 | 0.3116 | 0.7556 | 0.6562 | 0.7024 | 0.5413 | 0.9508 | 0.8178 | 0.9359 |
412
- | 0.0518 | 45.56 | 3280 | 0.3115 | 0.7558 | 0.6551 | 0.7019 | 0.5407 | 0.9508 | 0.8173 | 0.9358 |
413
- | 0.0473 | 45.69 | 3290 | 0.3125 | 0.7574 | 0.6550 | 0.7025 | 0.5414 | 0.9509 | 0.8173 | 0.9359 |
414
- | 0.0541 | 45.83 | 3300 | 0.3118 | 0.7572 | 0.6558 | 0.7029 | 0.5419 | 0.9509 | 0.8177 | 0.9359 |
415
- | 0.0446 | 45.97 | 3310 | 0.3117 | 0.7578 | 0.6566 | 0.7036 | 0.5427 | 0.9510 | 0.8181 | 0.9361 |
416
- | 0.0465 | 46.11 | 3320 | 0.3101 | 0.7587 | 0.6558 | 0.7035 | 0.5426 | 0.9511 | 0.8178 | 0.9359 |
417
- | 0.0439 | 46.25 | 3330 | 0.3112 | 0.7554 | 0.6565 | 0.7025 | 0.5414 | 0.9508 | 0.8179 | 0.9357 |
418
- | 0.0497 | 46.39 | 3340 | 0.3106 | 0.7554 | 0.6579 | 0.7033 | 0.5424 | 0.9509 | 0.8186 | 0.9358 |
419
- | 0.0519 | 46.53 | 3350 | 0.3105 | 0.7621 | 0.6504 | 0.7018 | 0.5406 | 0.9511 | 0.8153 | 0.9361 |
420
- | 0.0493 | 46.67 | 3360 | 0.3112 | 0.7570 | 0.6580 | 0.7041 | 0.5433 | 0.9511 | 0.8188 | 0.9360 |
421
- | 0.0443 | 46.81 | 3370 | 0.3121 | 0.7567 | 0.6600 | 0.7050 | 0.5445 | 0.9511 | 0.8197 | 0.9360 |
422
- | 0.0479 | 46.94 | 3380 | 0.3114 | 0.7605 | 0.6535 | 0.7030 | 0.5420 | 0.9511 | 0.8168 | 0.9360 |
423
- | 0.0474 | 47.08 | 3390 | 0.3128 | 0.7576 | 0.6555 | 0.7029 | 0.5419 | 0.9510 | 0.8176 | 0.9361 |
424
- | 0.0504 | 47.22 | 3400 | 0.3125 | 0.7512 | 0.6620 | 0.7038 | 0.5430 | 0.9507 | 0.8204 | 0.9355 |
425
- | 0.0505 | 47.36 | 3410 | 0.3110 | 0.7624 | 0.6495 | 0.7014 | 0.5402 | 0.9511 | 0.8149 | 0.9364 |
426
- | 0.0402 | 47.5 | 3420 | 0.3114 | 0.7548 | 0.6554 | 0.7016 | 0.5403 | 0.9507 | 0.8174 | 0.9357 |
427
- | 0.0497 | 47.64 | 3430 | 0.3127 | 0.7603 | 0.6533 | 0.7028 | 0.5417 | 0.9511 | 0.8166 | 0.9362 |
428
- | 0.0452 | 47.78 | 3440 | 0.3119 | 0.7613 | 0.6539 | 0.7036 | 0.5427 | 0.9512 | 0.8170 | 0.9362 |
429
- | 0.05 | 47.92 | 3450 | 0.3126 | 0.7592 | 0.6546 | 0.7030 | 0.5421 | 0.9511 | 0.8172 | 0.9360 |
430
- | 0.0484 | 48.06 | 3460 | 0.3132 | 0.7590 | 0.6521 | 0.7015 | 0.5402 | 0.9509 | 0.8160 | 0.9359 |
431
- | 0.0512 | 48.19 | 3470 | 0.3135 | 0.7563 | 0.6545 | 0.7017 | 0.5405 | 0.9508 | 0.8170 | 0.9357 |
432
- | 0.0487 | 48.33 | 3480 | 0.3128 | 0.7587 | 0.6543 | 0.7026 | 0.5416 | 0.9510 | 0.8171 | 0.9360 |
433
- | 0.0491 | 48.47 | 3490 | 0.3133 | 0.7580 | 0.6557 | 0.7031 | 0.5422 | 0.9510 | 0.8177 | 0.9360 |
434
- | 0.0429 | 48.61 | 3500 | 0.3129 | 0.7614 | 0.6524 | 0.7027 | 0.5416 | 0.9512 | 0.8163 | 0.9362 |
435
- | 0.0523 | 48.75 | 3510 | 0.3131 | 0.7584 | 0.6558 | 0.7034 | 0.5424 | 0.9511 | 0.8178 | 0.9361 |
436
- | 0.053 | 48.89 | 3520 | 0.3137 | 0.7590 | 0.6526 | 0.7018 | 0.5406 | 0.9509 | 0.8163 | 0.9360 |
437
- | 0.0448 | 49.03 | 3530 | 0.3128 | 0.7567 | 0.6543 | 0.7018 | 0.5406 | 0.9508 | 0.8170 | 0.9359 |
438
- | 0.0453 | 49.17 | 3540 | 0.3121 | 0.7565 | 0.6568 | 0.7031 | 0.5422 | 0.9509 | 0.8182 | 0.9359 |
439
- | 0.0435 | 49.31 | 3550 | 0.3132 | 0.7622 | 0.6518 | 0.7027 | 0.5417 | 0.9512 | 0.8160 | 0.9363 |
440
- | 0.0469 | 49.44 | 3560 | 0.3137 | 0.7558 | 0.6566 | 0.7027 | 0.5417 | 0.9508 | 0.8180 | 0.9359 |
441
- | 0.0487 | 49.58 | 3570 | 0.3135 | 0.7618 | 0.6513 | 0.7022 | 0.5411 | 0.9511 | 0.8158 | 0.9362 |
442
- | 0.0487 | 49.72 | 3580 | 0.3145 | 0.7611 | 0.6510 | 0.7018 | 0.5406 | 0.9510 | 0.8156 | 0.9362 |
443
- | 0.0474 | 49.86 | 3590 | 0.3145 | 0.7604 | 0.6520 | 0.7020 | 0.5409 | 0.9510 | 0.8160 | 0.9362 |
444
- | 0.0541 | 50.0 | 3600 | 0.3144 | 0.7587 | 0.6563 | 0.7038 | 0.5430 | 0.9511 | 0.8180 | 0.9363 |
445
- | 0.0503 | 50.14 | 3610 | 0.3134 | 0.7584 | 0.6576 | 0.7044 | 0.5437 | 0.9512 | 0.8187 | 0.9362 |
446
- | 0.0446 | 50.28 | 3620 | 0.3142 | 0.7600 | 0.6542 | 0.7032 | 0.5422 | 0.9511 | 0.8171 | 0.9361 |
447
- | 0.0487 | 50.42 | 3630 | 0.3146 | 0.7562 | 0.6571 | 0.7032 | 0.5422 | 0.9509 | 0.8183 | 0.9359 |
448
- | 0.0442 | 50.56 | 3640 | 0.3149 | 0.7622 | 0.6510 | 0.7022 | 0.5411 | 0.9512 | 0.8157 | 0.9362 |
449
- | 0.0501 | 50.69 | 3650 | 0.3147 | 0.7596 | 0.6529 | 0.7022 | 0.5411 | 0.9510 | 0.8164 | 0.9361 |
450
- | 0.0458 | 50.83 | 3660 | 0.3150 | 0.7578 | 0.6550 | 0.7027 | 0.5416 | 0.9510 | 0.8173 | 0.9360 |
451
- | 0.051 | 50.97 | 3670 | 0.3145 | 0.7596 | 0.6535 | 0.7026 | 0.5415 | 0.9510 | 0.8167 | 0.9362 |
452
- | 0.0439 | 51.11 | 3680 | 0.3137 | 0.7601 | 0.6533 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9361 |
453
- | 0.0506 | 51.25 | 3690 | 0.3150 | 0.7559 | 0.6563 | 0.7026 | 0.5415 | 0.9508 | 0.8179 | 0.9359 |
454
- | 0.0467 | 51.39 | 3700 | 0.3143 | 0.7569 | 0.6562 | 0.7029 | 0.5419 | 0.9509 | 0.8179 | 0.9360 |
455
- | 0.0584 | 51.53 | 3710 | 0.3138 | 0.7627 | 0.6512 | 0.7025 | 0.5415 | 0.9512 | 0.8158 | 0.9363 |
456
- | 0.0501 | 51.67 | 3720 | 0.3146 | 0.7600 | 0.6530 | 0.7025 | 0.5414 | 0.9511 | 0.8165 | 0.9361 |
457
- | 0.0439 | 51.81 | 3730 | 0.3158 | 0.7623 | 0.6506 | 0.7021 | 0.5409 | 0.9511 | 0.8155 | 0.9362 |
458
- | 0.0474 | 51.94 | 3740 | 0.3155 | 0.7583 | 0.6545 | 0.7026 | 0.5415 | 0.9510 | 0.8171 | 0.9360 |
459
- | 0.048 | 52.08 | 3750 | 0.3161 | 0.7597 | 0.6535 | 0.7026 | 0.5416 | 0.9511 | 0.8167 | 0.9361 |
460
- | 0.0457 | 52.22 | 3760 | 0.3166 | 0.7572 | 0.6559 | 0.7030 | 0.5420 | 0.9510 | 0.8178 | 0.9360 |
461
- | 0.0506 | 52.36 | 3770 | 0.3164 | 0.7603 | 0.6532 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9362 |
462
- | 0.0475 | 52.5 | 3780 | 0.3168 | 0.7619 | 0.6509 | 0.7020 | 0.5409 | 0.9511 | 0.8156 | 0.9363 |
463
- | 0.0482 | 52.64 | 3790 | 0.3175 | 0.7580 | 0.6550 | 0.7028 | 0.5417 | 0.9510 | 0.8174 | 0.9359 |
464
- | 0.0475 | 52.78 | 3800 | 0.3168 | 0.7575 | 0.6546 | 0.7023 | 0.5412 | 0.9509 | 0.8171 | 0.9358 |
465
- | 0.0449 | 52.92 | 3810 | 0.3162 | 0.7580 | 0.6546 | 0.7025 | 0.5415 | 0.9510 | 0.8172 | 0.9359 |
466
- | 0.0467 | 53.06 | 3820 | 0.3165 | 0.7549 | 0.6575 | 0.7029 | 0.5419 | 0.9508 | 0.8184 | 0.9357 |
467
- | 0.0466 | 53.19 | 3830 | 0.3169 | 0.7585 | 0.6539 | 0.7024 | 0.5413 | 0.9510 | 0.8169 | 0.9360 |
468
- | 0.0473 | 53.33 | 3840 | 0.3165 | 0.7644 | 0.6504 | 0.7028 | 0.5418 | 0.9513 | 0.8155 | 0.9364 |
469
- | 0.0447 | 53.47 | 3850 | 0.3172 | 0.7603 | 0.6532 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9361 |
470
- | 0.0491 | 53.61 | 3860 | 0.3174 | 0.7559 | 0.6570 | 0.7030 | 0.5420 | 0.9509 | 0.8182 | 0.9358 |
471
- | 0.0399 | 53.75 | 3870 | 0.3168 | 0.7629 | 0.6491 | 0.7014 | 0.5401 | 0.9511 | 0.8147 | 0.9363 |
472
- | 0.0498 | 53.89 | 3880 | 0.3167 | 0.7584 | 0.6550 | 0.7029 | 0.5419 | 0.9510 | 0.8174 | 0.9360 |
473
- | 0.0463 | 54.03 | 3890 | 0.3170 | 0.7604 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
474
- | 0.0444 | 54.17 | 3900 | 0.3168 | 0.7640 | 0.6487 | 0.7016 | 0.5404 | 0.9512 | 0.8146 | 0.9363 |
475
- | 0.0484 | 54.31 | 3910 | 0.3170 | 0.7605 | 0.6528 | 0.7025 | 0.5415 | 0.9511 | 0.8164 | 0.9361 |
476
- | 0.0508 | 54.44 | 3920 | 0.3177 | 0.7547 | 0.6587 | 0.7034 | 0.5425 | 0.9509 | 0.8190 | 0.9357 |
477
- | 0.0506 | 54.58 | 3930 | 0.3178 | 0.7602 | 0.6518 | 0.7018 | 0.5406 | 0.9510 | 0.8159 | 0.9361 |
478
- | 0.0465 | 54.72 | 3940 | 0.3172 | 0.7574 | 0.6553 | 0.7026 | 0.5416 | 0.9509 | 0.8174 | 0.9359 |
479
- | 0.0418 | 54.86 | 3950 | 0.3172 | 0.7612 | 0.6530 | 0.7030 | 0.5420 | 0.9512 | 0.8166 | 0.9362 |
480
- | 0.05 | 55.0 | 3960 | 0.3169 | 0.7589 | 0.6565 | 0.7040 | 0.5432 | 0.9512 | 0.8181 | 0.9360 |
481
- | 0.0419 | 55.14 | 3970 | 0.3170 | 0.7609 | 0.6545 | 0.7037 | 0.5428 | 0.9512 | 0.8173 | 0.9362 |
482
- | 0.0487 | 55.28 | 3980 | 0.3172 | 0.7589 | 0.6568 | 0.7042 | 0.5434 | 0.9512 | 0.8183 | 0.9360 |
483
- | 0.0401 | 55.42 | 3990 | 0.3169 | 0.7606 | 0.6546 | 0.7036 | 0.5428 | 0.9512 | 0.8173 | 0.9361 |
484
- | 0.0441 | 55.56 | 4000 | 0.3170 | 0.7615 | 0.6534 | 0.7033 | 0.5424 | 0.9512 | 0.8168 | 0.9361 |
485
- | 0.046 | 55.69 | 4010 | 0.3174 | 0.7597 | 0.6559 | 0.7040 | 0.5432 | 0.9512 | 0.8179 | 0.9360 |
486
- | 0.0426 | 55.83 | 4020 | 0.3175 | 0.7614 | 0.6521 | 0.7025 | 0.5415 | 0.9511 | 0.8161 | 0.9361 |
487
- | 0.048 | 55.97 | 4030 | 0.3174 | 0.7618 | 0.6514 | 0.7023 | 0.5412 | 0.9511 | 0.8158 | 0.9361 |
488
- | 0.0498 | 56.11 | 4040 | 0.3175 | 0.7606 | 0.6526 | 0.7025 | 0.5414 | 0.9511 | 0.8163 | 0.9360 |
489
- | 0.0419 | 56.25 | 4050 | 0.3177 | 0.7602 | 0.6522 | 0.7021 | 0.5409 | 0.9510 | 0.8161 | 0.9360 |
490
- | 0.0505 | 56.39 | 4060 | 0.3180 | 0.7607 | 0.6529 | 0.7027 | 0.5416 | 0.9511 | 0.8165 | 0.9361 |
491
- | 0.0503 | 56.53 | 4070 | 0.3184 | 0.7602 | 0.6533 | 0.7027 | 0.5417 | 0.9511 | 0.8166 | 0.9359 |
492
- | 0.0472 | 56.67 | 4080 | 0.3188 | 0.7610 | 0.6529 | 0.7028 | 0.5418 | 0.9512 | 0.8165 | 0.9361 |
493
- | 0.0465 | 56.81 | 4090 | 0.3187 | 0.7585 | 0.6554 | 0.7032 | 0.5422 | 0.9510 | 0.8176 | 0.9359 |
494
- | 0.0415 | 56.94 | 4100 | 0.3183 | 0.7611 | 0.6518 | 0.7022 | 0.5411 | 0.9511 | 0.8160 | 0.9361 |
495
- | 0.047 | 57.08 | 4110 | 0.3186 | 0.7610 | 0.6516 | 0.7021 | 0.5409 | 0.9511 | 0.8159 | 0.9360 |
496
- | 0.0448 | 57.22 | 4120 | 0.3188 | 0.7577 | 0.6550 | 0.7026 | 0.5416 | 0.9509 | 0.8173 | 0.9359 |
497
- | 0.0448 | 57.36 | 4130 | 0.3180 | 0.7587 | 0.6557 | 0.7034 | 0.5425 | 0.9511 | 0.8177 | 0.9360 |
498
- | 0.0455 | 57.5 | 4140 | 0.3181 | 0.7597 | 0.6543 | 0.7031 | 0.5421 | 0.9511 | 0.8171 | 0.9360 |
499
- | 0.0426 | 57.64 | 4150 | 0.3185 | 0.7585 | 0.6550 | 0.7030 | 0.5420 | 0.9510 | 0.8174 | 0.9359 |
500
- | 0.037 | 57.78 | 4160 | 0.3189 | 0.7590 | 0.6542 | 0.7027 | 0.5417 | 0.9510 | 0.8170 | 0.9360 |
501
- | 0.0436 | 57.92 | 4170 | 0.3186 | 0.7594 | 0.6549 | 0.7033 | 0.5423 | 0.9511 | 0.8174 | 0.9360 |
502
- | 0.0368 | 58.06 | 4180 | 0.3185 | 0.7576 | 0.6561 | 0.7032 | 0.5422 | 0.9510 | 0.8178 | 0.9359 |
503
- | 0.0476 | 58.19 | 4190 | 0.3187 | 0.7613 | 0.6524 | 0.7026 | 0.5416 | 0.9511 | 0.8162 | 0.9362 |
504
- | 0.0455 | 58.33 | 4200 | 0.3187 | 0.7600 | 0.6529 | 0.7024 | 0.5413 | 0.9510 | 0.8164 | 0.9361 |
505
- | 0.0444 | 58.47 | 4210 | 0.3187 | 0.7578 | 0.6547 | 0.7025 | 0.5415 | 0.9509 | 0.8172 | 0.9359 |
506
- | 0.0451 | 58.61 | 4220 | 0.3188 | 0.7572 | 0.6554 | 0.7026 | 0.5416 | 0.9509 | 0.8175 | 0.9359 |
507
- | 0.0454 | 58.75 | 4230 | 0.3186 | 0.7591 | 0.6542 | 0.7028 | 0.5417 | 0.9510 | 0.8170 | 0.9360 |
508
- | 0.0421 | 58.89 | 4240 | 0.3186 | 0.7577 | 0.6557 | 0.7030 | 0.5420 | 0.9510 | 0.8177 | 0.9359 |
509
- | 0.0448 | 59.03 | 4250 | 0.3188 | 0.7579 | 0.6558 | 0.7032 | 0.5422 | 0.9510 | 0.8177 | 0.9359 |
510
- | 0.0454 | 59.17 | 4260 | 0.3188 | 0.7578 | 0.6553 | 0.7028 | 0.5418 | 0.9510 | 0.8175 | 0.9359 |
511
- | 0.0473 | 59.31 | 4270 | 0.3190 | 0.7598 | 0.6528 | 0.7022 | 0.5411 | 0.9510 | 0.8164 | 0.9361 |
512
- | 0.0515 | 59.44 | 4280 | 0.3190 | 0.7615 | 0.6513 | 0.7021 | 0.5410 | 0.9511 | 0.8158 | 0.9362 |
513
- | 0.0468 | 59.58 | 4290 | 0.3187 | 0.7577 | 0.6555 | 0.7029 | 0.5419 | 0.9510 | 0.8176 | 0.9359 |
514
- | 0.0457 | 59.72 | 4300 | 0.3187 | 0.7580 | 0.6554 | 0.7030 | 0.5420 | 0.9510 | 0.8175 | 0.9359 |
515
- | 0.0473 | 59.86 | 4310 | 0.3189 | 0.7617 | 0.6517 | 0.7024 | 0.5413 | 0.9511 | 0.8160 | 0.9361 |
516
- | 0.0532 | 60.0 | 4320 | 0.3191 | 0.7605 | 0.6526 | 0.7024 | 0.5414 | 0.9511 | 0.8163 | 0.9361 |
517
- | 0.0397 | 60.14 | 4330 | 0.3191 | 0.7607 | 0.6525 | 0.7025 | 0.5414 | 0.9511 | 0.8163 | 0.9361 |
518
- | 0.0481 | 60.28 | 4340 | 0.3189 | 0.7607 | 0.6522 | 0.7023 | 0.5412 | 0.9511 | 0.8162 | 0.9361 |
519
- | 0.052 | 60.42 | 4350 | 0.3189 | 0.7596 | 0.6526 | 0.7020 | 0.5409 | 0.9510 | 0.8163 | 0.9360 |
520
- | 0.0482 | 60.56 | 4360 | 0.3190 | 0.7557 | 0.6561 | 0.7023 | 0.5412 | 0.9508 | 0.8177 | 0.9358 |
521
- | 0.0392 | 60.69 | 4370 | 0.3191 | 0.7592 | 0.6529 | 0.7020 | 0.5409 | 0.9510 | 0.8164 | 0.9361 |
522
- | 0.0424 | 60.83 | 4380 | 0.3192 | 0.7594 | 0.6535 | 0.7025 | 0.5414 | 0.9510 | 0.8167 | 0.9361 |
523
- | 0.0479 | 60.97 | 4390 | 0.3194 | 0.7603 | 0.6524 | 0.7022 | 0.5411 | 0.9510 | 0.8162 | 0.9362 |
524
- | 0.0439 | 61.11 | 4400 | 0.3195 | 0.7601 | 0.6538 | 0.7030 | 0.5420 | 0.9511 | 0.8169 | 0.9362 |
525
- | 0.052 | 61.25 | 4410 | 0.3196 | 0.7583 | 0.6546 | 0.7026 | 0.5416 | 0.9510 | 0.8172 | 0.9360 |
526
- | 0.0461 | 61.39 | 4420 | 0.3199 | 0.7613 | 0.6525 | 0.7027 | 0.5417 | 0.9512 | 0.8163 | 0.9363 |
527
- | 0.0387 | 61.53 | 4430 | 0.3201 | 0.7596 | 0.6539 | 0.7028 | 0.5418 | 0.9511 | 0.8169 | 0.9361 |
528
- | 0.0471 | 61.67 | 4440 | 0.3200 | 0.7576 | 0.6561 | 0.7032 | 0.5422 | 0.9510 | 0.8178 | 0.9360 |
529
- | 0.0485 | 61.81 | 4450 | 0.3198 | 0.7598 | 0.6543 | 0.7031 | 0.5422 | 0.9511 | 0.8171 | 0.9361 |
530
- | 0.0485 | 61.94 | 4460 | 0.3196 | 0.7605 | 0.6524 | 0.7023 | 0.5412 | 0.9511 | 0.8162 | 0.9361 |
531
- | 0.0494 | 62.08 | 4470 | 0.3197 | 0.7610 | 0.6514 | 0.7020 | 0.5408 | 0.9511 | 0.8158 | 0.9361 |
532
- | 0.0523 | 62.22 | 4480 | 0.3196 | 0.7597 | 0.6532 | 0.7024 | 0.5413 | 0.9510 | 0.8165 | 0.9361 |
533
- | 0.0432 | 62.36 | 4490 | 0.3196 | 0.7591 | 0.6539 | 0.7026 | 0.5416 | 0.9510 | 0.8169 | 0.9361 |
534
- | 0.0436 | 62.5 | 4500 | 0.3197 | 0.7593 | 0.6530 | 0.7022 | 0.5410 | 0.9510 | 0.8165 | 0.9360 |
535
- | 0.0466 | 62.64 | 4510 | 0.3199 | 0.7601 | 0.6528 | 0.7023 | 0.5412 | 0.9510 | 0.8164 | 0.9361 |
536
- | 0.0412 | 62.78 | 4520 | 0.3198 | 0.7601 | 0.6530 | 0.7025 | 0.5415 | 0.9511 | 0.8165 | 0.9361 |
537
- | 0.0443 | 62.92 | 4530 | 0.3198 | 0.7604 | 0.6526 | 0.7024 | 0.5413 | 0.9511 | 0.8163 | 0.9361 |
538
- | 0.0495 | 63.06 | 4540 | 0.3197 | 0.7590 | 0.6535 | 0.7023 | 0.5412 | 0.9510 | 0.8167 | 0.9360 |
539
- | 0.0416 | 63.19 | 4550 | 0.3197 | 0.7590 | 0.6539 | 0.7026 | 0.5415 | 0.9510 | 0.8169 | 0.9360 |
540
- | 0.0516 | 63.33 | 4560 | 0.3197 | 0.7601 | 0.6524 | 0.7021 | 0.5410 | 0.9510 | 0.8162 | 0.9361 |
541
- | 0.0477 | 63.47 | 4570 | 0.3197 | 0.7604 | 0.6522 | 0.7022 | 0.5410 | 0.9510 | 0.8161 | 0.9362 |
542
- | 0.0457 | 63.61 | 4580 | 0.3196 | 0.7594 | 0.6534 | 0.7024 | 0.5414 | 0.9510 | 0.8167 | 0.9361 |
543
- | 0.0418 | 63.75 | 4590 | 0.3196 | 0.7597 | 0.6532 | 0.7024 | 0.5413 | 0.9510 | 0.8165 | 0.9361 |
544
- | 0.0465 | 63.89 | 4600 | 0.3198 | 0.7603 | 0.6532 | 0.7027 | 0.5416 | 0.9511 | 0.8166 | 0.9361 |
545
- | 0.0445 | 64.03 | 4610 | 0.3199 | 0.7610 | 0.6522 | 0.7024 | 0.5413 | 0.9511 | 0.8162 | 0.9362 |
546
- | 0.0465 | 64.17 | 4620 | 0.3200 | 0.7613 | 0.6521 | 0.7025 | 0.5414 | 0.9511 | 0.8161 | 0.9362 |
547
- | 0.0459 | 64.31 | 4630 | 0.3199 | 0.7602 | 0.6532 | 0.7026 | 0.5416 | 0.9511 | 0.8166 | 0.9361 |
548
- | 0.0501 | 64.44 | 4640 | 0.3198 | 0.7589 | 0.6547 | 0.7030 | 0.5420 | 0.9510 | 0.8173 | 0.9360 |
549
- | 0.0446 | 64.58 | 4650 | 0.3199 | 0.7588 | 0.6545 | 0.7028 | 0.5418 | 0.9510 | 0.8171 | 0.9360 |
550
- | 0.0391 | 64.72 | 4660 | 0.3200 | 0.7598 | 0.6538 | 0.7028 | 0.5418 | 0.9511 | 0.8169 | 0.9361 |
551
- | 0.052 | 64.86 | 4670 | 0.3199 | 0.7593 | 0.6541 | 0.7028 | 0.5417 | 0.9510 | 0.8170 | 0.9360 |
552
- | 0.0412 | 65.0 | 4680 | 0.3199 | 0.7592 | 0.6546 | 0.7030 | 0.5421 | 0.9511 | 0.8172 | 0.9361 |
553
- | 0.0543 | 65.14 | 4690 | 0.3199 | 0.7591 | 0.6546 | 0.7030 | 0.5420 | 0.9511 | 0.8172 | 0.9360 |
554
- | 0.0414 | 65.28 | 4700 | 0.3199 | 0.7590 | 0.6545 | 0.7029 | 0.5419 | 0.9510 | 0.8172 | 0.9360 |
555
- | 0.0379 | 65.42 | 4710 | 0.3200 | 0.7592 | 0.6538 | 0.7026 | 0.5415 | 0.9510 | 0.8168 | 0.9361 |
556
- | 0.0445 | 65.56 | 4720 | 0.3201 | 0.7597 | 0.6535 | 0.7026 | 0.5416 | 0.9511 | 0.8167 | 0.9361 |
557
- | 0.0537 | 65.69 | 4730 | 0.3201 | 0.7593 | 0.6537 | 0.7025 | 0.5415 | 0.9510 | 0.8168 | 0.9361 |
558
- | 0.0394 | 65.83 | 4740 | 0.3200 | 0.7593 | 0.6541 | 0.7028 | 0.5417 | 0.9510 | 0.8170 | 0.9361 |
559
- | 0.0466 | 65.97 | 4750 | 0.3201 | 0.7595 | 0.6541 | 0.7029 | 0.5419 | 0.9511 | 0.8170 | 0.9361 |
560
- | 0.0422 | 66.11 | 4760 | 0.3201 | 0.7600 | 0.6538 | 0.7029 | 0.5419 | 0.9511 | 0.8169 | 0.9361 |
561
- | 0.0419 | 66.25 | 4770 | 0.3201 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 |
562
- | 0.0439 | 66.39 | 4780 | 0.3201 | 0.7605 | 0.6532 | 0.7028 | 0.5417 | 0.9511 | 0.8166 | 0.9362 |
563
- | 0.0447 | 66.53 | 4790 | 0.3201 | 0.7606 | 0.6533 | 0.7029 | 0.5418 | 0.9511 | 0.8167 | 0.9362 |
564
- | 0.05 | 66.67 | 4800 | 0.3201 | 0.7607 | 0.6530 | 0.7028 | 0.5417 | 0.9511 | 0.8165 | 0.9362 |
565
- | 0.0475 | 66.81 | 4810 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9362 |
566
- | 0.048 | 66.94 | 4820 | 0.3200 | 0.7604 | 0.6538 | 0.7031 | 0.5421 | 0.9511 | 0.8169 | 0.9362 |
567
- | 0.0435 | 67.08 | 4830 | 0.3200 | 0.7604 | 0.6538 | 0.7031 | 0.5421 | 0.9511 | 0.8169 | 0.9362 |
568
- | 0.0506 | 67.22 | 4840 | 0.3200 | 0.7605 | 0.6535 | 0.7030 | 0.5420 | 0.9511 | 0.8168 | 0.9362 |
569
- | 0.0417 | 67.36 | 4850 | 0.3200 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 |
570
- | 0.0459 | 67.5 | 4860 | 0.3200 | 0.7602 | 0.6537 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
571
- | 0.0416 | 67.64 | 4870 | 0.3200 | 0.7602 | 0.6537 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9362 |
572
- | 0.0446 | 67.78 | 4880 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9362 |
573
- | 0.0466 | 67.92 | 4890 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
574
- | 0.051 | 68.06 | 4900 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
575
- | 0.0485 | 68.19 | 4910 | 0.3200 | 0.7603 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9361 |
576
- | 0.0475 | 68.33 | 4920 | 0.3200 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 |
577
- | 0.0494 | 68.47 | 4930 | 0.3200 | 0.7604 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9362 |
578
- | 0.0394 | 68.61 | 4940 | 0.3200 | 0.7603 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9361 |
579
- | 0.0478 | 68.75 | 4950 | 0.3200 | 0.7603 | 0.6534 | 0.7028 | 0.5418 | 0.9511 | 0.8167 | 0.9361 |
580
- | 0.0422 | 68.89 | 4960 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
581
- | 0.0458 | 69.03 | 4970 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
582
- | 0.0447 | 69.17 | 4980 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
583
- | 0.042 | 69.31 | 4990 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
584
- | 0.0459 | 69.44 | 5000 | 0.3200 | 0.7603 | 0.6535 | 0.7029 | 0.5419 | 0.9511 | 0.8168 | 0.9361 |
585
 
586
 
587
  ### Framework versions
 
25
  metrics:
26
  - name: Precision
27
  type: precision
28
+ value: 0.7287362872204017
29
  - name: Recall
30
  type: recall
31
+ value: 0.6756042794875181
32
  - name: F1
33
  type: f1
34
+ value: 0.7011651816312543
35
  - name: Accuracy
36
  type: accuracy
37
+ value: 0.9490469679439985
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-tiny](https://huggingface.co/prajjwal1/bert-tiny) on the sembr2023 dataset.
46
  It achieves the following results on the evaluation set:
47
+ - Loss: 0.2172
48
+ - Precision: 0.7287
49
+ - Recall: 0.6756
50
+ - F1: 0.7012
51
+ - Iou: 0.5398
52
+ - Accuracy: 0.9490
53
+ - Balanced Accuracy: 0.8256
54
+ - Overall Accuracy: 0.9348
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
+ | 1.422 | 0.07 | 10 | 1.3253 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9114 | 0.4999 | 0.9114 |
86
+ | 0.8436 | 0.14 | 20 | 0.7947 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
87
+ | 0.6272 | 0.21 | 30 | 0.5924 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
88
+ | 0.4967 | 0.28 | 40 | 0.5178 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
89
+ | 0.4864 | 0.35 | 50 | 0.4818 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
90
+ | 0.4554 | 0.42 | 60 | 0.4575 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
91
+ | 0.4635 | 0.49 | 70 | 0.4410 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
92
+ | 0.4238 | 0.56 | 80 | 0.4261 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
93
+ | 0.4104 | 0.62 | 90 | 0.4136 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
94
+ | 0.3832 | 0.69 | 100 | 0.3958 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
95
+ | 0.3664 | 0.76 | 110 | 0.3693 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
96
+ | 0.3736 | 0.83 | 120 | 0.3477 | 0.5263 | 0.0013 | 0.0026 | 0.0013 | 0.9115 | 0.5006 | 0.9115 |
97
+ | 0.3364 | 0.9 | 130 | 0.3317 | 0.5220 | 0.0110 | 0.0215 | 0.0109 | 0.9116 | 0.5050 | 0.9115 |
98
+ | 0.3095 | 0.97 | 140 | 0.3221 | 0.5584 | 0.0556 | 0.1011 | 0.0533 | 0.9126 | 0.5257 | 0.9118 |
99
+ | 0.3233 | 1.04 | 150 | 0.3156 | 0.5713 | 0.1471 | 0.2340 | 0.1325 | 0.9148 | 0.5682 | 0.9129 |
100
+ | 0.3072 | 1.11 | 160 | 0.3112 | 0.6452 | 0.1640 | 0.2616 | 0.1505 | 0.9181 | 0.5776 | 0.9160 |
101
+ | 0.287 | 1.18 | 170 | 0.3075 | 0.6336 | 0.2622 | 0.3709 | 0.2277 | 0.9213 | 0.6237 | 0.9177 |
102
+ | 0.3061 | 1.25 | 180 | 0.3039 | 0.7025 | 0.2142 | 0.3283 | 0.1964 | 0.9224 | 0.6027 | 0.9189 |
103
+ | 0.2924 | 1.32 | 190 | 0.2997 | 0.7581 | 0.1511 | 0.2520 | 0.1442 | 0.9206 | 0.5732 | 0.9183 |
104
+ | 0.3081 | 1.39 | 200 | 0.2950 | 0.7367 | 0.2025 | 0.3177 | 0.1888 | 0.9230 | 0.5977 | 0.9193 |
105
+ | 0.2993 | 1.46 | 210 | 0.2921 | 0.6861 | 0.2902 | 0.4079 | 0.2562 | 0.9255 | 0.6387 | 0.9200 |
106
+ | 0.275 | 1.53 | 220 | 0.2885 | 0.6734 | 0.3249 | 0.4383 | 0.2807 | 0.9263 | 0.6548 | 0.9200 |
107
+ | 0.2692 | 1.6 | 230 | 0.2861 | 0.6622 | 0.3438 | 0.4526 | 0.2925 | 0.9264 | 0.6634 | 0.9188 |
108
+ | 0.2536 | 1.67 | 240 | 0.2828 | 0.6295 | 0.3895 | 0.4812 | 0.3169 | 0.9257 | 0.6836 | 0.9176 |
109
+ | 0.265 | 1.74 | 250 | 0.2790 | 0.6586 | 0.3546 | 0.4610 | 0.2996 | 0.9266 | 0.6684 | 0.9200 |
110
+ | 0.2571 | 1.81 | 260 | 0.2736 | 0.6641 | 0.3729 | 0.4776 | 0.3137 | 0.9278 | 0.6773 | 0.9208 |
111
+ | 0.2684 | 1.88 | 270 | 0.2711 | 0.6794 | 0.4142 | 0.5146 | 0.3465 | 0.9309 | 0.6976 | 0.9222 |
112
+ | 0.2754 | 1.94 | 280 | 0.2721 | 0.6408 | 0.4813 | 0.5497 | 0.3790 | 0.9302 | 0.7276 | 0.9198 |
113
+ | 0.2507 | 2.01 | 290 | 0.2652 | 0.6922 | 0.4438 | 0.5408 | 0.3707 | 0.9333 | 0.7123 | 0.9240 |
114
+ | 0.2678 | 2.08 | 300 | 0.2622 | 0.6957 | 0.4243 | 0.5271 | 0.3578 | 0.9326 | 0.7031 | 0.9244 |
115
+ | 0.2676 | 2.15 | 310 | 0.2629 | 0.6698 | 0.5020 | 0.5739 | 0.4024 | 0.9340 | 0.7390 | 0.9228 |
116
+ | 0.2369 | 2.22 | 320 | 0.2596 | 0.6667 | 0.5123 | 0.5794 | 0.4079 | 0.9342 | 0.7437 | 0.9233 |
117
+ | 0.2293 | 2.29 | 330 | 0.2560 | 0.6741 | 0.5174 | 0.5854 | 0.4138 | 0.9352 | 0.7465 | 0.9240 |
118
+ | 0.235 | 2.36 | 340 | 0.2517 | 0.7160 | 0.4796 | 0.5744 | 0.4030 | 0.9371 | 0.7306 | 0.9270 |
119
+ | 0.209 | 2.43 | 350 | 0.2545 | 0.6704 | 0.5332 | 0.5940 | 0.4225 | 0.9355 | 0.7539 | 0.9236 |
120
+ | 0.2032 | 2.5 | 360 | 0.2486 | 0.7002 | 0.5130 | 0.5922 | 0.4206 | 0.9375 | 0.7458 | 0.9267 |
121
+ | 0.2005 | 2.57 | 370 | 0.2482 | 0.6870 | 0.5418 | 0.6058 | 0.4345 | 0.9376 | 0.7589 | 0.9259 |
122
+ | 0.206 | 2.64 | 380 | 0.2463 | 0.6949 | 0.5384 | 0.6067 | 0.4354 | 0.9382 | 0.7577 | 0.9264 |
123
+ | 0.2196 | 2.71 | 390 | 0.2421 | 0.7158 | 0.5237 | 0.6049 | 0.4336 | 0.9395 | 0.7518 | 0.9289 |
124
+ | 0.1863 | 2.78 | 400 | 0.2410 | 0.7072 | 0.5435 | 0.6146 | 0.4437 | 0.9397 | 0.7608 | 0.9282 |
125
+ | 0.2036 | 2.85 | 410 | 0.2408 | 0.6889 | 0.5775 | 0.6283 | 0.4580 | 0.9395 | 0.7761 | 0.9272 |
126
+ | 0.1982 | 2.92 | 420 | 0.2345 | 0.7198 | 0.5596 | 0.6297 | 0.4595 | 0.9418 | 0.7692 | 0.9300 |
127
+ | 0.1909 | 2.99 | 430 | 0.2327 | 0.7173 | 0.5830 | 0.6432 | 0.4741 | 0.9428 | 0.7804 | 0.9307 |
128
+ | 0.2286 | 3.06 | 440 | 0.2309 | 0.7250 | 0.5933 | 0.6526 | 0.4843 | 0.9441 | 0.7857 | 0.9317 |
129
+ | 0.1839 | 3.12 | 450 | 0.2305 | 0.7219 | 0.6159 | 0.6647 | 0.4978 | 0.9450 | 0.7964 | 0.9323 |
130
+ | 0.2086 | 3.19 | 460 | 0.2280 | 0.7252 | 0.6171 | 0.6668 | 0.5002 | 0.9454 | 0.7972 | 0.9328 |
131
+ | 0.2055 | 3.26 | 470 | 0.2302 | 0.7088 | 0.6450 | 0.6754 | 0.5099 | 0.9451 | 0.8096 | 0.9318 |
132
+ | 0.1925 | 3.33 | 480 | 0.2252 | 0.7309 | 0.6263 | 0.6746 | 0.5090 | 0.9465 | 0.8020 | 0.9336 |
133
+ | 0.165 | 3.4 | 490 | 0.2248 | 0.7254 | 0.6364 | 0.6780 | 0.5128 | 0.9465 | 0.8065 | 0.9336 |
134
+ | 0.1814 | 3.47 | 500 | 0.2283 | 0.7008 | 0.6637 | 0.6818 | 0.5172 | 0.9452 | 0.8181 | 0.9314 |
135
+ | 0.1812 | 3.54 | 510 | 0.2239 | 0.7275 | 0.6436 | 0.6830 | 0.5186 | 0.9471 | 0.8101 | 0.9336 |
136
+ | 0.1738 | 3.61 | 520 | 0.2237 | 0.7241 | 0.6498 | 0.6850 | 0.5209 | 0.9471 | 0.8129 | 0.9335 |
137
+ | 0.1726 | 3.68 | 530 | 0.2227 | 0.7271 | 0.6517 | 0.6873 | 0.5236 | 0.9475 | 0.8140 | 0.9338 |
138
+ | 0.188 | 3.75 | 540 | 0.2204 | 0.7407 | 0.6393 | 0.6863 | 0.5224 | 0.9483 | 0.8088 | 0.9348 |
139
+ | 0.187 | 3.82 | 550 | 0.2185 | 0.7539 | 0.6303 | 0.6866 | 0.5227 | 0.9491 | 0.8052 | 0.9362 |
140
+ | 0.1917 | 3.89 | 560 | 0.2193 | 0.7354 | 0.6532 | 0.6919 | 0.5289 | 0.9485 | 0.8152 | 0.9349 |
141
+ | 0.1794 | 3.96 | 570 | 0.2197 | 0.7326 | 0.6574 | 0.6929 | 0.5301 | 0.9485 | 0.8170 | 0.9346 |
142
+ | 0.1541 | 4.03 | 580 | 0.2203 | 0.7292 | 0.6645 | 0.6954 | 0.5330 | 0.9485 | 0.8203 | 0.9343 |
143
+ | 0.1837 | 4.1 | 590 | 0.2190 | 0.7336 | 0.6563 | 0.6928 | 0.5300 | 0.9485 | 0.8166 | 0.9349 |
144
+ | 0.1541 | 4.17 | 600 | 0.2177 | 0.7405 | 0.6467 | 0.6904 | 0.5272 | 0.9487 | 0.8123 | 0.9354 |
145
+ | 0.1721 | 4.24 | 610 | 0.2210 | 0.7178 | 0.6767 | 0.6966 | 0.5345 | 0.9479 | 0.8254 | 0.9338 |
146
+ | 0.1657 | 4.31 | 620 | 0.2186 | 0.7323 | 0.6628 | 0.6958 | 0.5335 | 0.9487 | 0.8196 | 0.9350 |
147
+ | 0.1792 | 4.38 | 630 | 0.2182 | 0.7294 | 0.6668 | 0.6967 | 0.5345 | 0.9486 | 0.8214 | 0.9349 |
148
+ | 0.1908 | 4.44 | 640 | 0.2183 | 0.7309 | 0.6648 | 0.6963 | 0.5341 | 0.9487 | 0.8205 | 0.9348 |
149
+ | 0.1581 | 4.51 | 650 | 0.2177 | 0.7330 | 0.6658 | 0.6978 | 0.5359 | 0.9490 | 0.8211 | 0.9349 |
150
+ | 0.169 | 4.58 | 660 | 0.2178 | 0.7313 | 0.6685 | 0.6985 | 0.5366 | 0.9489 | 0.8223 | 0.9347 |
151
+ | 0.1756 | 4.65 | 670 | 0.2184 | 0.7271 | 0.6723 | 0.6986 | 0.5369 | 0.9487 | 0.8239 | 0.9344 |
152
+ | 0.1563 | 4.72 | 680 | 0.2179 | 0.7311 | 0.6706 | 0.6996 | 0.5379 | 0.9490 | 0.8233 | 0.9349 |
153
+ | 0.1684 | 4.79 | 690 | 0.2161 | 0.7475 | 0.6565 | 0.6990 | 0.5373 | 0.9500 | 0.8175 | 0.9362 |
154
+ | 0.1585 | 4.86 | 700 | 0.2171 | 0.7380 | 0.6648 | 0.6995 | 0.5378 | 0.9495 | 0.8209 | 0.9354 |
155
+ | 0.1841 | 4.93 | 710 | 0.2181 | 0.7283 | 0.6745 | 0.7004 | 0.5389 | 0.9489 | 0.8251 | 0.9346 |
156
+ | 0.1724 | 5.0 | 720 | 0.2177 | 0.7323 | 0.6695 | 0.6995 | 0.5379 | 0.9491 | 0.8229 | 0.9349 |
157
+ | 0.1791 | 5.07 | 730 | 0.2170 | 0.7329 | 0.6708 | 0.7005 | 0.5391 | 0.9492 | 0.8236 | 0.9351 |
158
+ | 0.1712 | 5.14 | 740 | 0.2171 | 0.7344 | 0.6705 | 0.7010 | 0.5396 | 0.9494 | 0.8235 | 0.9354 |
159
+ | 0.1489 | 5.21 | 750 | 0.2164 | 0.7374 | 0.6683 | 0.7012 | 0.5398 | 0.9496 | 0.8226 | 0.9357 |
160
+ | 0.157 | 5.28 | 760 | 0.2161 | 0.7407 | 0.6636 | 0.7000 | 0.5385 | 0.9497 | 0.8205 | 0.9358 |
161
+ | 0.1686 | 5.35 | 770 | 0.2180 | 0.7262 | 0.6775 | 0.7010 | 0.5396 | 0.9489 | 0.8263 | 0.9345 |
162
+ | 0.1526 | 5.42 | 780 | 0.2168 | 0.7344 | 0.6690 | 0.7002 | 0.5387 | 0.9493 | 0.8228 | 0.9351 |
163
+ | 0.1542 | 5.49 | 790 | 0.2172 | 0.7313 | 0.6722 | 0.7005 | 0.5390 | 0.9491 | 0.8241 | 0.9349 |
164
+ | 0.1498 | 5.56 | 800 | 0.2168 | 0.7351 | 0.6691 | 0.7005 | 0.5391 | 0.9494 | 0.8229 | 0.9353 |
165
+ | 0.1571 | 5.62 | 810 | 0.2167 | 0.7348 | 0.6687 | 0.7002 | 0.5387 | 0.9493 | 0.8227 | 0.9354 |
166
+ | 0.1682 | 5.69 | 820 | 0.2175 | 0.7265 | 0.6775 | 0.7011 | 0.5398 | 0.9489 | 0.8263 | 0.9347 |
167
+ | 0.1688 | 5.76 | 830 | 0.2175 | 0.7267 | 0.6764 | 0.7006 | 0.5392 | 0.9489 | 0.8259 | 0.9347 |
168
+ | 0.1622 | 5.83 | 840 | 0.2161 | 0.7393 | 0.6633 | 0.6992 | 0.5376 | 0.9495 | 0.8203 | 0.9357 |
169
+ | 0.1547 | 5.9 | 850 | 0.2173 | 0.7282 | 0.6755 | 0.7008 | 0.5395 | 0.9490 | 0.8255 | 0.9347 |
170
+ | 0.1712 | 5.97 | 860 | 0.2166 | 0.7339 | 0.6701 | 0.7005 | 0.5391 | 0.9493 | 0.8232 | 0.9352 |
171
+ | 0.1632 | 6.04 | 870 | 0.2168 | 0.7317 | 0.6724 | 0.7008 | 0.5394 | 0.9492 | 0.8242 | 0.9352 |
172
+ | 0.1615 | 6.11 | 880 | 0.2167 | 0.7315 | 0.6727 | 0.7009 | 0.5395 | 0.9492 | 0.8244 | 0.9352 |
173
+ | 0.1543 | 6.18 | 890 | 0.2164 | 0.7348 | 0.6699 | 0.7008 | 0.5395 | 0.9494 | 0.8232 | 0.9354 |
174
+ | 0.1407 | 6.25 | 900 | 0.2168 | 0.7318 | 0.6726 | 0.7009 | 0.5396 | 0.9492 | 0.8243 | 0.9351 |
175
+ | 0.1607 | 6.32 | 910 | 0.2170 | 0.7299 | 0.6743 | 0.7010 | 0.5396 | 0.9491 | 0.8250 | 0.9350 |
176
+ | 0.1652 | 6.39 | 920 | 0.2172 | 0.7276 | 0.6760 | 0.7009 | 0.5395 | 0.9489 | 0.8257 | 0.9347 |
177
+ | 0.1676 | 6.46 | 930 | 0.2173 | 0.7274 | 0.6765 | 0.7010 | 0.5397 | 0.9489 | 0.8260 | 0.9347 |
178
+ | 0.14 | 6.53 | 940 | 0.2174 | 0.7267 | 0.6767 | 0.7008 | 0.5394 | 0.9489 | 0.8260 | 0.9346 |
179
+ | 0.1634 | 6.6 | 950 | 0.2173 | 0.7276 | 0.6764 | 0.7011 | 0.5397 | 0.9490 | 0.8259 | 0.9347 |
180
+ | 0.174 | 6.67 | 960 | 0.2172 | 0.7283 | 0.6759 | 0.7011 | 0.5398 | 0.9490 | 0.8257 | 0.9348 |
181
+ | 0.156 | 6.74 | 970 | 0.2172 | 0.7287 | 0.6759 | 0.7013 | 0.5400 | 0.9491 | 0.8257 | 0.9348 |
182
+ | 0.1641 | 6.81 | 980 | 0.2172 | 0.7287 | 0.6756 | 0.7012 | 0.5398 | 0.9490 | 0.8256 | 0.9348 |
183
+ | 0.1634 | 6.88 | 990 | 0.2172 | 0.7287 | 0.6756 | 0.7012 | 0.5398 | 0.9490 | 0.8256 | 0.9348 |
184
+ | 0.1753 | 6.94 | 1000 | 0.2172 | 0.7287 | 0.6756 | 0.7012 | 0.5398 | 0.9490 | 0.8256 | 0.9348 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
185
 
186
 
187
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