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--- |
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license: apache-2.0 |
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base_model: microsoft/swinv2-base-patch4-window16-256 |
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tags: |
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- generated_from_trainer |
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metrics: |
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- accuracy |
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- f1 |
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- precision |
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- recall |
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model-index: |
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- name: SwinV2-Base-Document-Classifier |
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results: [] |
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--- |
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
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should probably proofread and complete it, then remove this comment. --> |
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# SwinV2-Base-Document-Classifier |
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This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window16-256](https://huggingface.co/microsoft/swinv2-base-patch4-window16-256) on the None dataset. |
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It achieves the following results on the evaluation set: |
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- Loss: 1.3854 |
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- Accuracy: 0.8487 |
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- F1: 0.7828 |
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- Precision: 0.8618 |
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- Recall: 0.7583 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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The following hyperparameters were used during training: |
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- learning_rate: 5e-05 |
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- train_batch_size: 32 |
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- eval_batch_size: 32 |
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- seed: 42 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
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- lr_scheduler_type: linear |
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- training_steps: 10000 |
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### Training results |
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|:------:|:---------:|:------:| |
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| 0.8305 | 0.002 | 20 | 0.8968 | 0.6491 | 0.6179 | 0.6249 | 0.6587 | |
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| 0.2772 | 0.004 | 40 | 0.8381 | 0.7136 | 0.6797 | 0.6799 | 0.6995 | |
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| 0.207 | 0.006 | 60 | 1.0716 | 0.6132 | 0.6170 | 0.6540 | 0.6573 | |
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| 0.1773 | 0.008 | 80 | 0.9111 | 0.7106 | 0.6759 | 0.6733 | 0.7010 | |
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| 0.1392 | 0.01 | 100 | 1.0190 | 0.7925 | 0.6899 | 0.7848 | 0.6776 | |
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| 0.1146 | 0.012 | 120 | 0.9824 | 0.7741 | 0.7229 | 0.7279 | 0.7266 | |
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| 0.1069 | 0.014 | 140 | 1.0200 | 0.8288 | 0.7446 | 0.8286 | 0.7277 | |
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| 0.0842 | 0.016 | 160 | 1.0000 | 0.8147 | 0.7473 | 0.7638 | 0.7522 | |
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| 0.1098 | 0.018 | 180 | 0.9541 | 0.8370 | 0.7656 | 0.8038 | 0.7564 | |
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| 0.1523 | 0.02 | 200 | 0.8870 | 0.7819 | 0.7366 | 0.7262 | 0.7562 | |
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| 0.1103 | 0.022 | 220 | 0.8863 | 0.8399 | 0.7712 | 0.8081 | 0.7606 | |
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| 0.0915 | 0.024 | 240 | 1.2072 | 0.8252 | 0.7164 | 0.8341 | 0.7108 | |
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| 0.0841 | 0.026 | 260 | 0.9257 | 0.8452 | 0.7832 | 0.8105 | 0.7741 | |
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| 0.024 | 0.028 | 280 | 1.2352 | 0.8378 | 0.7605 | 0.8286 | 0.7449 | |
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| 0.0678 | 0.03 | 300 | 1.2253 | 0.8378 | 0.7585 | 0.8393 | 0.7410 | |
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| 0.0998 | 0.032 | 320 | 1.0253 | 0.8346 | 0.7787 | 0.7892 | 0.7749 | |
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| 0.1259 | 0.034 | 340 | 1.2880 | 0.7690 | 0.7062 | 0.7388 | 0.7089 | |
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| 0.0483 | 0.036 | 360 | 1.2374 | 0.8474 | 0.7723 | 0.8431 | 0.7582 | |
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| 0.0668 | 0.038 | 380 | 1.0140 | 0.8438 | 0.7852 | 0.8051 | 0.7778 | |
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| 0.0543 | 0.04 | 400 | 0.9806 | 0.8401 | 0.7797 | 0.7987 | 0.7750 | |
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| 0.0938 | 0.042 | 420 | 1.1257 | 0.8423 | 0.7644 | 0.8329 | 0.7520 | |
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| 0.0598 | 0.044 | 440 | 1.1707 | 0.8348 | 0.7644 | 0.8295 | 0.7456 | |
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| 0.0456 | 0.046 | 460 | 1.1519 | 0.8458 | 0.7680 | 0.8408 | 0.7591 | |
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| 0.1077 | 0.048 | 480 | 1.3103 | 0.8227 | 0.7342 | 0.8451 | 0.7143 | |
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| 0.0874 | 0.05 | 500 | 0.9506 | 0.8476 | 0.7887 | 0.8194 | 0.7792 | |
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| 0.0714 | 0.052 | 520 | 1.1042 | 0.8427 | 0.7632 | 0.8534 | 0.7454 | |
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| 0.0547 | 0.054 | 540 | 1.1577 | 0.8401 | 0.7544 | 0.8310 | 0.7520 | |
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| 0.0668 | 0.056 | 560 | 1.2812 | 0.8405 | 0.7680 | 0.8339 | 0.7514 | |
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| 0.0632 | 0.058 | 580 | 1.2579 | 0.8476 | 0.7801 | 0.8342 | 0.7653 | |
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| 0.0423 | 0.06 | 600 | 1.2063 | 0.8415 | 0.7784 | 0.8120 | 0.7718 | |
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| 0.0722 | 0.062 | 620 | 1.1261 | 0.8495 | 0.7854 | 0.8283 | 0.7763 | |
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| 0.0487 | 0.064 | 640 | 1.3532 | 0.8313 | 0.7604 | 0.8281 | 0.7403 | |
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| 0.0316 | 0.066 | 660 | 1.1830 | 0.8460 | 0.7846 | 0.8159 | 0.7826 | |
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| 0.0414 | 0.068 | 680 | 1.2328 | 0.8429 | 0.7722 | 0.8252 | 0.7595 | |
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| 0.0432 | 0.07 | 700 | 1.2713 | 0.8482 | 0.7813 | 0.8360 | 0.7708 | |
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| 0.0624 | 0.072 | 720 | 1.1437 | 0.8525 | 0.7910 | 0.8300 | 0.7853 | |
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| 0.0506 | 0.074 | 740 | 1.2602 | 0.8380 | 0.7658 | 0.8282 | 0.7557 | |
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| 0.042 | 0.076 | 760 | 1.4864 | 0.8270 | 0.7396 | 0.8332 | 0.7227 | |
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| 0.0495 | 0.078 | 780 | 1.6550 | 0.8186 | 0.7198 | 0.8443 | 0.7041 | |
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| 0.09 | 0.08 | 800 | 1.2392 | 0.8380 | 0.7692 | 0.8158 | 0.7600 | |
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| 0.0743 | 0.082 | 820 | 1.2096 | 0.8309 | 0.7665 | 0.8194 | 0.7476 | |
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| 0.0608 | 0.084 | 840 | 1.2309 | 0.8337 | 0.7644 | 0.8301 | 0.7438 | |
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| 0.0223 | 0.086 | 860 | 1.3063 | 0.8519 | 0.7788 | 0.8508 | 0.7638 | |
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| 0.0348 | 0.088 | 880 | 1.2334 | 0.8468 | 0.7822 | 0.8391 | 0.7634 | |
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| 0.0572 | 0.09 | 900 | 1.5572 | 0.8305 | 0.7433 | 0.8417 | 0.7270 | |
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| 0.041 | 0.092 | 920 | 1.2460 | 0.8536 | 0.7902 | 0.8425 | 0.7746 | |
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| 0.0433 | 0.094 | 940 | 1.3094 | 0.8470 | 0.7731 | 0.8348 | 0.7617 | |
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| 0.0529 | 0.096 | 960 | 1.6061 | 0.8235 | 0.7430 | 0.8490 | 0.7185 | |
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| 0.043 | 0.098 | 980 | 1.3444 | 0.8452 | 0.7634 | 0.8513 | 0.7500 | |
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| 0.0411 | 0.1 | 1000 | 1.4491 | 0.8423 | 0.7499 | 0.8464 | 0.7418 | |
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| 0.0433 | 0.102 | 1020 | 1.2582 | 0.8552 | 0.7828 | 0.8450 | 0.7707 | |
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| 0.0444 | 0.104 | 1040 | 1.3154 | 0.8583 | 0.7817 | 0.8596 | 0.7689 | |
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| 0.0617 | 0.106 | 1060 | 1.4278 | 0.8415 | 0.7651 | 0.8584 | 0.7439 | |
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| 0.091 | 0.108 | 1080 | 1.1503 | 0.8538 | 0.7882 | 0.8468 | 0.7711 | |
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| 0.0435 | 0.11 | 1100 | 1.3136 | 0.8344 | 0.7634 | 0.8451 | 0.7402 | |
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| 0.042 | 0.112 | 1120 | 1.1063 | 0.8580 | 0.7933 | 0.8471 | 0.7784 | |
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| 0.0283 | 0.114 | 1140 | 1.1147 | 0.8642 | 0.8042 | 0.8521 | 0.7892 | |
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| 0.0826 | 0.116 | 1160 | 1.0588 | 0.8529 | 0.7999 | 0.8225 | 0.7895 | |
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| 0.0599 | 0.118 | 1180 | 1.4373 | 0.8260 | 0.7519 | 0.8423 | 0.7275 | |
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| 0.085 | 0.12 | 1200 | 1.0753 | 0.8529 | 0.7837 | 0.8418 | 0.7740 | |
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| 0.015 | 0.122 | 1220 | 1.1104 | 0.8595 | 0.8030 | 0.8424 | 0.7878 | |
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| 0.0258 | 0.124 | 1240 | 1.2051 | 0.8578 | 0.7949 | 0.8533 | 0.7769 | |
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| 0.1003 | 0.126 | 1260 | 1.1081 | 0.8507 | 0.7856 | 0.8489 | 0.7658 | |
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| 0.0222 | 0.128 | 1280 | 1.2320 | 0.8468 | 0.7814 | 0.8472 | 0.7604 | |
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| 0.0212 | 0.13 | 1300 | 1.2915 | 0.8427 | 0.7671 | 0.8478 | 0.7504 | |
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| 0.0354 | 0.132 | 1320 | 1.5551 | 0.8276 | 0.7401 | 0.8566 | 0.7192 | |
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| 0.0781 | 0.134 | 1340 | 1.1056 | 0.8531 | 0.7902 | 0.8474 | 0.7722 | |
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| 0.062 | 0.136 | 1360 | 1.3846 | 0.8301 | 0.7402 | 0.8517 | 0.7223 | |
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| 0.0491 | 0.138 | 1380 | 1.2179 | 0.8591 | 0.7902 | 0.8582 | 0.7757 | |
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| 0.0519 | 0.14 | 1400 | 1.1529 | 0.8419 | 0.7783 | 0.8486 | 0.7559 | |
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| 0.0989 | 0.142 | 1420 | 1.0709 | 0.8523 | 0.7786 | 0.8574 | 0.7637 | |
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| 0.0772 | 0.144 | 1440 | 1.1710 | 0.8346 | 0.7499 | 0.8470 | 0.7320 | |
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| 0.0445 | 0.146 | 1460 | 1.0408 | 0.8583 | 0.7921 | 0.8551 | 0.7757 | |
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| 0.0093 | 0.148 | 1480 | 1.1644 | 0.8462 | 0.7757 | 0.8520 | 0.7560 | |
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| 0.0375 | 0.15 | 1500 | 1.2751 | 0.8446 | 0.7601 | 0.8569 | 0.7455 | |
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| 0.046 | 0.152 | 1520 | 1.1101 | 0.8556 | 0.7845 | 0.8599 | 0.7673 | |
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| 0.0255 | 0.154 | 1540 | 1.2097 | 0.8409 | 0.7688 | 0.8563 | 0.7462 | |
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| 0.023 | 0.156 | 1560 | 1.4518 | 0.8078 | 0.7313 | 0.8277 | 0.7036 | |
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| 0.0148 | 0.158 | 1580 | 1.3187 | 0.8464 | 0.7749 | 0.8616 | 0.7519 | |
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| 0.0605 | 0.16 | 1600 | 1.3435 | 0.8427 | 0.7631 | 0.8645 | 0.7430 | |
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| 0.0168 | 0.162 | 1620 | 1.3367 | 0.8491 | 0.7823 | 0.8497 | 0.7627 | |
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| 0.0442 | 0.164 | 1640 | 1.3156 | 0.8529 | 0.7831 | 0.8607 | 0.7640 | |
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| 0.035 | 0.166 | 1660 | 1.1943 | 0.8529 | 0.7931 | 0.8435 | 0.7740 | |
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| 0.0595 | 0.168 | 1680 | 1.1160 | 0.8533 | 0.7925 | 0.8381 | 0.7801 | |
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| 0.0233 | 0.17 | 1700 | 1.2185 | 0.8435 | 0.7864 | 0.8297 | 0.7675 | |
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| 0.0243 | 0.172 | 1720 | 1.4743 | 0.8299 | 0.7507 | 0.8521 | 0.7279 | |
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| 0.0207 | 0.174 | 1740 | 1.5421 | 0.8327 | 0.7484 | 0.8562 | 0.7282 | |
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| 0.0054 | 0.176 | 1760 | 1.5514 | 0.8440 | 0.7534 | 0.8527 | 0.7433 | |
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| 0.0283 | 0.178 | 1780 | 2.0433 | 0.7839 | 0.6810 | 0.8394 | 0.6582 | |
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| 0.0289 | 0.18 | 1800 | 1.9418 | 0.7992 | 0.6993 | 0.8478 | 0.6774 | |
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| 0.0163 | 0.182 | 1820 | 1.5420 | 0.8429 | 0.7578 | 0.8542 | 0.7436 | |
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| 0.0421 | 0.184 | 1840 | 1.2911 | 0.8550 | 0.7887 | 0.8476 | 0.7731 | |
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| 0.0493 | 0.186 | 1860 | 1.4809 | 0.8309 | 0.7586 | 0.8370 | 0.7354 | |
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| 0.0465 | 0.188 | 1880 | 1.3390 | 0.8464 | 0.7805 | 0.8428 | 0.7607 | |
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| 0.0283 | 0.19 | 1900 | 1.5690 | 0.8260 | 0.7472 | 0.8485 | 0.7229 | |
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| 0.0365 | 0.192 | 1920 | 1.3759 | 0.8499 | 0.7739 | 0.8554 | 0.7573 | |
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| 0.0412 | 0.194 | 1940 | 1.3300 | 0.8517 | 0.7834 | 0.8556 | 0.7632 | |
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| 0.079 | 0.196 | 1960 | 1.1782 | 0.8556 | 0.7982 | 0.8404 | 0.7817 | |
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| 0.0559 | 0.198 | 1980 | 1.2982 | 0.8450 | 0.7787 | 0.8583 | 0.7546 | |
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| 0.0106 | 0.2 | 2000 | 1.2293 | 0.8548 | 0.7950 | 0.8453 | 0.7761 | |
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| 0.0285 | 0.202 | 2020 | 1.3538 | 0.8536 | 0.7830 | 0.8571 | 0.7650 | |
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| 0.015 | 0.204 | 2040 | 1.3771 | 0.8450 | 0.7801 | 0.8410 | 0.7600 | |
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| 0.0374 | 0.206 | 2060 | 1.3766 | 0.8413 | 0.7737 | 0.8401 | 0.7529 | |
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| 0.0518 | 0.208 | 2080 | 1.3408 | 0.8311 | 0.7655 | 0.8419 | 0.7403 | |
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| 0.0323 | 0.21 | 2100 | 1.4204 | 0.8399 | 0.7713 | 0.8537 | 0.7465 | |
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| 0.0309 | 0.212 | 2120 | 1.3761 | 0.8344 | 0.7664 | 0.8409 | 0.7424 | |
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| 0.0453 | 0.214 | 2140 | 1.3741 | 0.8380 | 0.7628 | 0.8430 | 0.7429 | |
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| 0.0326 | 0.216 | 2160 | 1.5718 | 0.7958 | 0.7227 | 0.8051 | 0.6957 | |
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| 0.0843 | 0.218 | 2180 | 1.1338 | 0.8531 | 0.7869 | 0.8421 | 0.7720 | |
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| 0.0279 | 0.22 | 2200 | 1.5665 | 0.7982 | 0.7249 | 0.8327 | 0.6934 | |
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| 0.0467 | 0.222 | 2220 | 1.2442 | 0.8472 | 0.7781 | 0.8465 | 0.7578 | |
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| 0.0691 | 0.224 | 2240 | 1.2314 | 0.8362 | 0.7681 | 0.8331 | 0.7464 | |
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| 0.0471 | 0.226 | 2260 | 1.2135 | 0.8468 | 0.7784 | 0.8440 | 0.7591 | |
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| 0.0716 | 0.228 | 2280 | 1.2434 | 0.8348 | 0.7652 | 0.8413 | 0.7424 | |
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| 0.0274 | 0.23 | 2300 | 1.2170 | 0.8540 | 0.7873 | 0.8481 | 0.7693 | |
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| 0.0358 | 0.232 | 2320 | 1.2247 | 0.8495 | 0.7794 | 0.8518 | 0.7588 | |
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| 0.0127 | 0.234 | 2340 | 1.3406 | 0.8423 | 0.7771 | 0.8482 | 0.7533 | |
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| 0.0596 | 0.236 | 2360 | 1.2308 | 0.8595 | 0.7904 | 0.8556 | 0.7775 | |
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| 0.0082 | 0.238 | 2380 | 1.3719 | 0.8450 | 0.7726 | 0.8561 | 0.7540 | |
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| 0.0194 | 0.24 | 2400 | 1.4780 | 0.8297 | 0.7618 | 0.8455 | 0.7357 | |
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| 0.0341 | 0.242 | 2420 | 1.4085 | 0.8386 | 0.7714 | 0.8508 | 0.7467 | |
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| 0.05 | 0.244 | 2440 | 1.7963 | 0.7845 | 0.6948 | 0.8236 | 0.6685 | |
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| 0.0274 | 0.246 | 2460 | 1.6832 | 0.8084 | 0.7257 | 0.8316 | 0.7001 | |
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| 0.0203 | 0.248 | 2480 | 1.6954 | 0.8184 | 0.7367 | 0.8438 | 0.7122 | |
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| 0.0328 | 0.25 | 2500 | 1.5345 | 0.8337 | 0.7524 | 0.8511 | 0.7314 | |
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| 0.0434 | 0.252 | 2520 | 1.5739 | 0.8045 | 0.7503 | 0.8236 | 0.7185 | |
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| 0.0505 | 0.254 | 2540 | 1.6393 | 0.8078 | 0.7450 | 0.8320 | 0.7139 | |
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| 0.0029 | 0.256 | 2560 | 1.4990 | 0.8317 | 0.7679 | 0.8484 | 0.7410 | |
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| 0.0437 | 0.258 | 2580 | 1.8746 | 0.7998 | 0.7167 | 0.8463 | 0.6877 | |
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| 0.0573 | 0.26 | 2600 | 2.2431 | 0.7610 | 0.6543 | 0.8298 | 0.6302 | |
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| 0.0313 | 0.262 | 2620 | 1.7306 | 0.8039 | 0.7137 | 0.8381 | 0.6910 | |
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| 0.0186 | 0.264 | 2640 | 1.7413 | 0.8062 | 0.7239 | 0.8425 | 0.6985 | |
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| 0.0426 | 0.266 | 2660 | 1.3704 | 0.8497 | 0.7810 | 0.8566 | 0.7600 | |
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| 0.0288 | 0.268 | 2680 | 1.2915 | 0.8531 | 0.7850 | 0.8523 | 0.7679 | |
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| 0.0402 | 0.27 | 2700 | 1.4792 | 0.8407 | 0.7610 | 0.8618 | 0.7405 | |
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| 0.0184 | 0.272 | 2720 | 1.6357 | 0.8331 | 0.7526 | 0.8616 | 0.7290 | |
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| 0.0162 | 0.274 | 2740 | 1.4176 | 0.8548 | 0.7797 | 0.8571 | 0.7663 | |
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| 0.0153 | 0.276 | 2760 | 1.3665 | 0.8556 | 0.7879 | 0.8540 | 0.7702 | |
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| 0.0189 | 0.278 | 2780 | 1.3686 | 0.8529 | 0.7857 | 0.8597 | 0.7650 | |
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| 0.0223 | 0.28 | 2800 | 1.3679 | 0.8566 | 0.7877 | 0.8650 | 0.7683 | |
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| 0.0193 | 0.282 | 2820 | 1.4252 | 0.8517 | 0.7814 | 0.8621 | 0.7632 | |
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| 0.0201 | 0.284 | 2840 | 1.5652 | 0.8266 | 0.7554 | 0.8548 | 0.7317 | |
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| 0.0102 | 0.286 | 2860 | 1.4620 | 0.8423 | 0.7787 | 0.8612 | 0.7562 | |
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| 0.0294 | 0.288 | 2880 | 1.6310 | 0.8143 | 0.7560 | 0.8416 | 0.7238 | |
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| 0.0106 | 0.29 | 2900 | 1.5361 | 0.8511 | 0.7813 | 0.8697 | 0.7623 | |
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| 0.0107 | 0.292 | 2920 | 1.6966 | 0.8211 | 0.7633 | 0.8530 | 0.7328 | |
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| 0.0063 | 0.294 | 2940 | 1.4493 | 0.8556 | 0.7930 | 0.8637 | 0.7727 | |
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| 0.0389 | 0.296 | 2960 | 1.3437 | 0.8617 | 0.7988 | 0.8552 | 0.7849 | |
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| 0.0274 | 0.298 | 2980 | 1.5037 | 0.8382 | 0.7787 | 0.8541 | 0.7543 | |
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| 0.0392 | 0.3 | 3000 | 1.3455 | 0.8482 | 0.7906 | 0.8556 | 0.7687 | |
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| 0.0367 | 0.302 | 3020 | 1.4267 | 0.8378 | 0.7752 | 0.8568 | 0.7504 | |
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| 0.0228 | 0.304 | 3040 | 1.3723 | 0.8587 | 0.7934 | 0.8671 | 0.7739 | |
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| 0.0259 | 0.306 | 3060 | 1.4159 | 0.8423 | 0.7802 | 0.8599 | 0.7568 | |
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| 0.0074 | 0.308 | 3080 | 1.6634 | 0.8217 | 0.7550 | 0.8538 | 0.7295 | |
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| 0.0386 | 0.31 | 3100 | 1.4854 | 0.8399 | 0.7712 | 0.8604 | 0.7476 | |
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| 0.017 | 0.312 | 3120 | 1.5554 | 0.8276 | 0.7633 | 0.8519 | 0.7362 | |
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| 0.0144 | 0.314 | 3140 | 1.4663 | 0.8354 | 0.7713 | 0.8500 | 0.7466 | |
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| 0.0142 | 0.316 | 3160 | 1.6349 | 0.8209 | 0.7528 | 0.8541 | 0.7230 | |
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| 0.0236 | 0.318 | 3180 | 1.6757 | 0.8180 | 0.7447 | 0.8566 | 0.7162 | |
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| 0.0712 | 0.32 | 3200 | 1.3367 | 0.8456 | 0.7829 | 0.8500 | 0.7603 | |
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| 0.0372 | 0.322 | 3220 | 1.3016 | 0.8619 | 0.7992 | 0.8657 | 0.7797 | |
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| 0.0301 | 0.324 | 3240 | 1.5439 | 0.8403 | 0.7657 | 0.8642 | 0.7417 | |
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| 0.0043 | 0.326 | 3260 | 1.3523 | 0.8495 | 0.7870 | 0.8371 | 0.7715 | |
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| 0.0112 | 0.328 | 3280 | 1.6203 | 0.8180 | 0.7489 | 0.8458 | 0.7202 | |
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| 0.0389 | 0.33 | 3300 | 1.6012 | 0.8276 | 0.7515 | 0.8558 | 0.7253 | |
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| 0.032 | 0.332 | 3320 | 1.4622 | 0.8511 | 0.7749 | 0.8709 | 0.7551 | |
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| 0.0484 | 0.334 | 3340 | 1.3753 | 0.8521 | 0.7822 | 0.8517 | 0.7646 | |
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| 0.0485 | 0.336 | 3360 | 1.3727 | 0.8507 | 0.7821 | 0.8510 | 0.7622 | |
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| 0.0412 | 0.338 | 3380 | 1.4621 | 0.8417 | 0.7700 | 0.8513 | 0.7480 | |
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| 0.062 | 0.34 | 3400 | 1.3283 | 0.8472 | 0.7808 | 0.8462 | 0.7593 | |
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| 0.0155 | 0.342 | 3420 | 1.4947 | 0.8284 | 0.7573 | 0.8388 | 0.7321 | |
|
| 0.0604 | 0.344 | 3440 | 1.2953 | 0.8495 | 0.7857 | 0.8497 | 0.7640 | |
|
| 0.0139 | 0.346 | 3460 | 1.3644 | 0.8562 | 0.7855 | 0.8667 | 0.7669 | |
|
| 0.0115 | 0.348 | 3480 | 1.3503 | 0.8497 | 0.7849 | 0.8578 | 0.7627 | |
|
| 0.0262 | 0.35 | 3500 | 1.4776 | 0.8388 | 0.7647 | 0.8649 | 0.7400 | |
|
| 0.0197 | 0.352 | 3520 | 1.3169 | 0.8566 | 0.7911 | 0.8594 | 0.7704 | |
|
| 0.0753 | 0.354 | 3540 | 1.4336 | 0.8466 | 0.7742 | 0.8650 | 0.7514 | |
|
| 0.0541 | 0.356 | 3560 | 1.3846 | 0.8360 | 0.7752 | 0.8395 | 0.7506 | |
|
| 0.0154 | 0.358 | 3580 | 1.1941 | 0.8601 | 0.8115 | 0.8347 | 0.7996 | |
|
| 0.0015 | 0.36 | 3600 | 1.3277 | 0.8580 | 0.7972 | 0.8637 | 0.7755 | |
|
| 0.0284 | 0.362 | 3620 | 1.4280 | 0.8523 | 0.7832 | 0.8693 | 0.7606 | |
|
| 0.0237 | 0.364 | 3640 | 1.5248 | 0.8337 | 0.7633 | 0.8565 | 0.7369 | |
|
| 0.0243 | 0.366 | 3660 | 1.5584 | 0.8386 | 0.7636 | 0.8640 | 0.7390 | |
|
| 0.0628 | 0.368 | 3680 | 1.3950 | 0.8542 | 0.7860 | 0.8656 | 0.7646 | |
|
| 0.0462 | 0.37 | 3700 | 1.4476 | 0.8419 | 0.7730 | 0.8574 | 0.7478 | |
|
| 0.0128 | 0.372 | 3720 | 1.5086 | 0.8409 | 0.7705 | 0.8594 | 0.7455 | |
|
| 0.013 | 0.374 | 3740 | 1.3820 | 0.8544 | 0.7885 | 0.8641 | 0.7663 | |
|
| 0.0022 | 0.376 | 3760 | 1.3281 | 0.8601 | 0.7924 | 0.8650 | 0.7743 | |
|
| 0.0359 | 0.378 | 3780 | 1.3168 | 0.8585 | 0.7955 | 0.8597 | 0.7758 | |
|
| 0.004 | 0.38 | 3800 | 1.3508 | 0.8538 | 0.7900 | 0.8580 | 0.7686 | |
|
| 0.0227 | 0.382 | 3820 | 1.3766 | 0.8542 | 0.7886 | 0.8630 | 0.7670 | |
|
| 0.0409 | 0.384 | 3840 | 1.3383 | 0.8497 | 0.7855 | 0.8630 | 0.7620 | |
|
| 0.0314 | 0.386 | 3860 | 1.3714 | 0.8493 | 0.7808 | 0.8648 | 0.7582 | |
|
| 0.022 | 0.388 | 3880 | 1.3467 | 0.8531 | 0.7855 | 0.8590 | 0.7654 | |
|
| 0.0039 | 0.39 | 3900 | 1.4044 | 0.8548 | 0.7884 | 0.8634 | 0.7676 | |
|
| 0.0342 | 0.392 | 3920 | 1.3077 | 0.8572 | 0.7952 | 0.8527 | 0.7764 | |
|
| 0.0258 | 0.394 | 3940 | 1.2968 | 0.8658 | 0.8013 | 0.8601 | 0.7873 | |
|
| 0.0332 | 0.396 | 3960 | 1.3438 | 0.8540 | 0.7817 | 0.8615 | 0.7642 | |
|
| 0.0153 | 0.398 | 3980 | 1.6289 | 0.8246 | 0.7433 | 0.8564 | 0.7179 | |
|
| 0.0116 | 0.4 | 4000 | 1.4183 | 0.8454 | 0.7786 | 0.8485 | 0.7572 | |
|
| 0.0349 | 0.402 | 4020 | 1.4774 | 0.8487 | 0.7767 | 0.8617 | 0.7561 | |
|
| 0.02 | 0.404 | 4040 | 1.4637 | 0.8511 | 0.7788 | 0.8648 | 0.7587 | |
|
| 0.0072 | 0.406 | 4060 | 1.5426 | 0.8352 | 0.7633 | 0.8539 | 0.7386 | |
|
| 0.0229 | 0.408 | 4080 | 1.4962 | 0.8501 | 0.7801 | 0.8667 | 0.7580 | |
|
| 0.0412 | 0.41 | 4100 | 1.2846 | 0.8632 | 0.8023 | 0.8580 | 0.7859 | |
|
| 0.0227 | 0.412 | 4120 | 1.2946 | 0.8629 | 0.7982 | 0.8639 | 0.7815 | |
|
| 0.0278 | 0.414 | 4140 | 1.3961 | 0.8493 | 0.7809 | 0.8610 | 0.7586 | |
|
| 0.0171 | 0.416 | 4160 | 1.4801 | 0.8417 | 0.7674 | 0.8629 | 0.7441 | |
|
| 0.0136 | 0.418 | 4180 | 1.4238 | 0.8507 | 0.7736 | 0.8680 | 0.7552 | |
|
| 0.0213 | 0.42 | 4200 | 1.3588 | 0.8558 | 0.7873 | 0.8645 | 0.7667 | |
|
| 0.029 | 0.422 | 4220 | 1.4318 | 0.8501 | 0.7789 | 0.8642 | 0.7571 | |
|
| 0.0226 | 0.424 | 4240 | 1.3959 | 0.8542 | 0.7857 | 0.8660 | 0.7639 | |
|
| 0.0049 | 0.426 | 4260 | 1.3321 | 0.8601 | 0.7949 | 0.8616 | 0.7757 | |
|
| 0.0476 | 0.428 | 4280 | 1.3586 | 0.8568 | 0.7859 | 0.8644 | 0.7672 | |
|
| 0.0462 | 0.43 | 4300 | 1.5131 | 0.8417 | 0.7649 | 0.8663 | 0.7416 | |
|
| 0.0512 | 0.432 | 4320 | 1.2899 | 0.8505 | 0.7867 | 0.8500 | 0.7650 | |
|
| 0.0285 | 0.434 | 4340 | 1.2635 | 0.8542 | 0.7881 | 0.8571 | 0.7685 | |
|
| 0.0415 | 0.436 | 4360 | 1.2625 | 0.8511 | 0.7886 | 0.8552 | 0.7659 | |
|
| 0.0482 | 0.438 | 4380 | 1.2407 | 0.8527 | 0.7846 | 0.8594 | 0.7646 | |
|
| 0.0363 | 0.44 | 4400 | 1.3564 | 0.8384 | 0.7648 | 0.8620 | 0.7403 | |
|
| 0.0276 | 0.442 | 4420 | 1.1727 | 0.8576 | 0.7985 | 0.8458 | 0.7820 | |
|
| 0.0039 | 0.444 | 4440 | 1.2807 | 0.8619 | 0.7984 | 0.8675 | 0.7790 | |
|
| 0.0262 | 0.446 | 4460 | 1.3800 | 0.8523 | 0.7815 | 0.8681 | 0.7607 | |
|
| 0.039 | 0.448 | 4480 | 1.4388 | 0.8421 | 0.7736 | 0.8638 | 0.7475 | |
|
| 0.0223 | 0.45 | 4500 | 1.1979 | 0.8660 | 0.8041 | 0.8597 | 0.7897 | |
|
| 0.0073 | 0.452 | 4520 | 1.2264 | 0.8576 | 0.7999 | 0.8458 | 0.7820 | |
|
| 0.0269 | 0.454 | 4540 | 1.2685 | 0.8603 | 0.8002 | 0.8567 | 0.7808 | |
|
| 0.0131 | 0.456 | 4560 | 1.3904 | 0.8505 | 0.7824 | 0.8669 | 0.7587 | |
|
| 0.01 | 0.458 | 4580 | 1.4277 | 0.8499 | 0.7804 | 0.8669 | 0.7572 | |
|
| 0.0236 | 0.46 | 4600 | 1.3922 | 0.8476 | 0.7863 | 0.8531 | 0.7627 | |
|
| 0.0216 | 0.462 | 4620 | 1.3886 | 0.8499 | 0.7872 | 0.8588 | 0.7631 | |
|
| 0.0138 | 0.464 | 4640 | 1.4872 | 0.8462 | 0.7754 | 0.8697 | 0.7510 | |
|
| 0.0522 | 0.466 | 4660 | 1.4304 | 0.8446 | 0.7710 | 0.8642 | 0.7486 | |
|
| 0.0071 | 0.468 | 4680 | 1.3784 | 0.8517 | 0.7807 | 0.8637 | 0.7601 | |
|
| 0.0426 | 0.47 | 4700 | 1.3193 | 0.8544 | 0.7903 | 0.8554 | 0.7698 | |
|
| 0.0436 | 0.472 | 4720 | 1.2188 | 0.8609 | 0.8004 | 0.8553 | 0.7821 | |
|
| 0.013 | 0.474 | 4740 | 1.4031 | 0.8474 | 0.7763 | 0.8669 | 0.7532 | |
|
| 0.0443 | 0.476 | 4760 | 1.5753 | 0.8192 | 0.7395 | 0.8551 | 0.7140 | |
|
| 0.0444 | 0.478 | 4780 | 1.3850 | 0.8429 | 0.7643 | 0.8643 | 0.7438 | |
|
| 0.0002 | 0.48 | 4800 | 1.4815 | 0.8358 | 0.7535 | 0.8639 | 0.7319 | |
|
| 0.0089 | 0.482 | 4820 | 1.4944 | 0.8250 | 0.7524 | 0.8528 | 0.7242 | |
|
| 0.0239 | 0.484 | 4840 | 1.3902 | 0.8370 | 0.7726 | 0.8432 | 0.7478 | |
|
| 0.0333 | 0.486 | 4860 | 1.4922 | 0.8211 | 0.7561 | 0.8364 | 0.7272 | |
|
| 0.0271 | 0.488 | 4880 | 1.5084 | 0.8276 | 0.7577 | 0.8503 | 0.7295 | |
|
| 0.0337 | 0.49 | 4900 | 1.3764 | 0.8440 | 0.7774 | 0.8570 | 0.7526 | |
|
| 0.0602 | 0.492 | 4920 | 1.3659 | 0.8393 | 0.7638 | 0.8585 | 0.7410 | |
|
| 0.0212 | 0.494 | 4940 | 1.2901 | 0.8501 | 0.7837 | 0.8587 | 0.7624 | |
|
| 0.014 | 0.496 | 4960 | 1.3822 | 0.8354 | 0.7668 | 0.8564 | 0.7402 | |
|
| 0.0012 | 0.498 | 4980 | 1.4594 | 0.8305 | 0.7592 | 0.8557 | 0.7319 | |
|
| 0.0051 | 0.5 | 5000 | 1.5347 | 0.8248 | 0.7521 | 0.8560 | 0.7230 | |
|
| 0.0223 | 0.502 | 5020 | 1.4165 | 0.8370 | 0.7671 | 0.8594 | 0.7404 | |
|
| 0.0053 | 0.504 | 5040 | 1.3180 | 0.8525 | 0.7900 | 0.8651 | 0.7651 | |
|
| 0.0293 | 0.506 | 5060 | 1.2316 | 0.8595 | 0.7992 | 0.8675 | 0.7778 | |
|
| 0.0391 | 0.508 | 5080 | 1.3382 | 0.8415 | 0.7784 | 0.8600 | 0.7524 | |
|
| 0.0134 | 0.51 | 5100 | 1.3917 | 0.8474 | 0.7773 | 0.8643 | 0.7549 | |
|
| 0.0187 | 0.512 | 5120 | 1.3604 | 0.8435 | 0.7802 | 0.8625 | 0.7568 | |
|
| 0.027 | 0.514 | 5140 | 1.5380 | 0.8217 | 0.7518 | 0.8541 | 0.7250 | |
|
| 0.0367 | 0.516 | 5160 | 1.4179 | 0.8241 | 0.7553 | 0.8585 | 0.7283 | |
|
| 0.0163 | 0.518 | 5180 | 1.3710 | 0.8331 | 0.7660 | 0.8605 | 0.7386 | |
|
| 0.0241 | 0.52 | 5200 | 1.2647 | 0.8450 | 0.7845 | 0.8507 | 0.7595 | |
|
| 0.0122 | 0.522 | 5220 | 1.3431 | 0.8493 | 0.7843 | 0.8646 | 0.7594 | |
|
| 0.0405 | 0.524 | 5240 | 1.4083 | 0.8405 | 0.7718 | 0.8631 | 0.7454 | |
|
| 0.0315 | 0.526 | 5260 | 1.2555 | 0.8617 | 0.7963 | 0.8706 | 0.7773 | |
|
| 0.0158 | 0.528 | 5280 | 1.4175 | 0.8274 | 0.7667 | 0.8562 | 0.7390 | |
|
| 0.0242 | 0.53 | 5300 | 1.2810 | 0.8476 | 0.7901 | 0.8563 | 0.7665 | |
|
| 0.0161 | 0.532 | 5320 | 1.3278 | 0.8544 | 0.7883 | 0.8677 | 0.7666 | |
|
| 0.0353 | 0.534 | 5340 | 1.2567 | 0.8658 | 0.8044 | 0.8681 | 0.7858 | |
|
| 0.0062 | 0.536 | 5360 | 1.3290 | 0.8589 | 0.7932 | 0.8681 | 0.7724 | |
|
| 0.0184 | 0.538 | 5380 | 1.2692 | 0.8560 | 0.7939 | 0.8565 | 0.7744 | |
|
| 0.059 | 0.54 | 5400 | 1.2367 | 0.8605 | 0.8013 | 0.8580 | 0.7814 | |
|
| 0.0206 | 0.542 | 5420 | 1.3156 | 0.8552 | 0.7912 | 0.8618 | 0.7703 | |
|
| 0.0175 | 0.544 | 5440 | 1.5553 | 0.8199 | 0.7552 | 0.8570 | 0.7240 | |
|
| 0.0415 | 0.546 | 5460 | 1.3599 | 0.8546 | 0.7854 | 0.8685 | 0.7650 | |
|
| 0.0432 | 0.548 | 5480 | 1.5341 | 0.8201 | 0.7529 | 0.8536 | 0.7219 | |
|
| 0.0545 | 0.55 | 5500 | 1.5413 | 0.8090 | 0.7443 | 0.8475 | 0.7110 | |
|
| 0.0234 | 0.552 | 5520 | 1.6712 | 0.8009 | 0.7334 | 0.8505 | 0.6984 | |
|
| 0.0156 | 0.554 | 5540 | 1.6123 | 0.8213 | 0.7497 | 0.8586 | 0.7196 | |
|
| 0.0172 | 0.556 | 5560 | 1.6196 | 0.8201 | 0.7493 | 0.8646 | 0.7179 | |
|
| 0.029 | 0.558 | 5580 | 1.5016 | 0.8301 | 0.7614 | 0.8682 | 0.7327 | |
|
| 0.0216 | 0.56 | 5600 | 1.4448 | 0.8466 | 0.7809 | 0.8622 | 0.7560 | |
|
| 0.0641 | 0.562 | 5620 | 1.5083 | 0.8358 | 0.7627 | 0.8672 | 0.7364 | |
|
| 0.0244 | 0.564 | 5640 | 1.4582 | 0.8393 | 0.7712 | 0.8654 | 0.7443 | |
|
| 0.0304 | 0.566 | 5660 | 1.4796 | 0.8372 | 0.7669 | 0.8686 | 0.7401 | |
|
| 0.0299 | 0.568 | 5680 | 1.4776 | 0.8442 | 0.7725 | 0.8713 | 0.7481 | |
|
| 0.0108 | 0.57 | 5700 | 1.5837 | 0.8311 | 0.7575 | 0.8679 | 0.7291 | |
|
| 0.0568 | 0.572 | 5720 | 1.2901 | 0.8527 | 0.7926 | 0.8573 | 0.7697 | |
|
| 0.0012 | 0.574 | 5740 | 1.3570 | 0.8509 | 0.7904 | 0.8624 | 0.7658 | |
|
| 0.0161 | 0.576 | 5760 | 1.4200 | 0.8407 | 0.7803 | 0.8596 | 0.7541 | |
|
| 0.045 | 0.578 | 5780 | 1.4508 | 0.8440 | 0.7796 | 0.8656 | 0.7532 | |
|
| 0.04 | 0.58 | 5800 | 1.4328 | 0.8382 | 0.7785 | 0.8620 | 0.7500 | |
|
| 0.054 | 0.582 | 5820 | 1.2936 | 0.8478 | 0.7885 | 0.8600 | 0.7628 | |
|
| 0.0366 | 0.584 | 5840 | 1.3365 | 0.8431 | 0.7793 | 0.8626 | 0.7525 | |
|
| 0.0325 | 0.586 | 5860 | 1.2088 | 0.8542 | 0.7973 | 0.8567 | 0.7739 | |
|
| 0.0155 | 0.588 | 5880 | 1.2584 | 0.8554 | 0.7917 | 0.8624 | 0.7695 | |
|
| 0.0027 | 0.59 | 5900 | 1.2414 | 0.8546 | 0.7967 | 0.8527 | 0.7747 | |
|
| 0.0203 | 0.592 | 5920 | 1.4011 | 0.8403 | 0.7738 | 0.8618 | 0.7468 | |
|
| 0.0047 | 0.594 | 5940 | 1.3959 | 0.8409 | 0.7760 | 0.8623 | 0.7486 | |
|
| 0.0156 | 0.596 | 5960 | 1.5100 | 0.8284 | 0.7621 | 0.8619 | 0.7316 | |
|
| 0.0315 | 0.598 | 5980 | 1.5174 | 0.8254 | 0.7555 | 0.8604 | 0.7283 | |
|
| 0.0421 | 0.6 | 6000 | 1.3203 | 0.8585 | 0.7901 | 0.8684 | 0.7714 | |
|
| 0.0009 | 0.602 | 6020 | 1.3933 | 0.8533 | 0.7813 | 0.8694 | 0.7616 | |
|
| 0.0159 | 0.604 | 6040 | 1.3371 | 0.8617 | 0.7926 | 0.8695 | 0.7761 | |
|
| 0.0126 | 0.606 | 6060 | 1.3021 | 0.8593 | 0.7941 | 0.8599 | 0.7762 | |
|
| 0.0456 | 0.608 | 6080 | 1.4119 | 0.8468 | 0.7778 | 0.8623 | 0.7544 | |
|
| 0.0231 | 0.61 | 6100 | 1.4231 | 0.8464 | 0.7747 | 0.8642 | 0.7528 | |
|
| 0.0257 | 0.612 | 6120 | 1.5582 | 0.8295 | 0.7535 | 0.8673 | 0.7269 | |
|
| 0.024 | 0.614 | 6140 | 1.4474 | 0.8399 | 0.7677 | 0.8629 | 0.7426 | |
|
| 0.0271 | 0.616 | 6160 | 1.3643 | 0.8527 | 0.7831 | 0.8686 | 0.7618 | |
|
| 0.004 | 0.618 | 6180 | 1.4824 | 0.8319 | 0.7618 | 0.8647 | 0.7349 | |
|
| 0.0157 | 0.62 | 6200 | 1.6797 | 0.8045 | 0.7176 | 0.8557 | 0.6934 | |
|
| 0.0084 | 0.622 | 6220 | 1.4220 | 0.8305 | 0.7666 | 0.8526 | 0.7400 | |
|
| 0.0273 | 0.624 | 6240 | 1.3800 | 0.8274 | 0.7721 | 0.8473 | 0.7436 | |
|
| 0.0363 | 0.626 | 6260 | 1.3942 | 0.8254 | 0.7647 | 0.8512 | 0.7365 | |
|
| 0.0471 | 0.628 | 6280 | 1.2489 | 0.8480 | 0.7869 | 0.8557 | 0.7650 | |
|
| 0.0134 | 0.63 | 6300 | 1.2962 | 0.8489 | 0.7854 | 0.8544 | 0.7623 | |
|
| 0.0019 | 0.632 | 6320 | 1.3361 | 0.8480 | 0.7848 | 0.8596 | 0.7603 | |
|
| 0.0145 | 0.634 | 6340 | 1.2290 | 0.8607 | 0.8010 | 0.8548 | 0.7819 | |
|
| 0.0328 | 0.636 | 6360 | 1.3161 | 0.8466 | 0.7822 | 0.8577 | 0.7587 | |
|
| 0.013 | 0.638 | 6380 | 1.4434 | 0.8278 | 0.7626 | 0.8548 | 0.7338 | |
|
| 0.0157 | 0.64 | 6400 | 1.5072 | 0.8305 | 0.7608 | 0.8614 | 0.7326 | |
|
| 0.0162 | 0.642 | 6420 | 1.4384 | 0.8372 | 0.7676 | 0.8619 | 0.7421 | |
|
| 0.0031 | 0.644 | 6440 | 1.4686 | 0.8354 | 0.7641 | 0.8624 | 0.7384 | |
|
| 0.0168 | 0.646 | 6460 | 1.6082 | 0.8233 | 0.7480 | 0.8610 | 0.7198 | |
|
| 0.0096 | 0.648 | 6480 | 1.5840 | 0.8256 | 0.7523 | 0.8606 | 0.7238 | |
|
| 0.0254 | 0.65 | 6500 | 1.4263 | 0.8403 | 0.7747 | 0.8617 | 0.7482 | |
|
| 0.0284 | 0.652 | 6520 | 1.3740 | 0.8468 | 0.7820 | 0.8659 | 0.7573 | |
|
| 0.0127 | 0.654 | 6540 | 1.3811 | 0.8368 | 0.7746 | 0.8558 | 0.7473 | |
|
| 0.0313 | 0.656 | 6560 | 1.3887 | 0.8346 | 0.7719 | 0.8502 | 0.7447 | |
|
| 0.0308 | 0.658 | 6580 | 1.3531 | 0.8376 | 0.7771 | 0.8455 | 0.7510 | |
|
| 0.0121 | 0.66 | 6600 | 1.3415 | 0.8409 | 0.7791 | 0.8491 | 0.7540 | |
|
| 0.0337 | 0.662 | 6620 | 1.3951 | 0.8319 | 0.7632 | 0.8505 | 0.7375 | |
|
| 0.0153 | 0.664 | 6640 | 1.4965 | 0.8219 | 0.7512 | 0.8556 | 0.7234 | |
|
| 0.0169 | 0.666 | 6660 | 1.3800 | 0.8409 | 0.7719 | 0.8565 | 0.7478 | |
|
| 0.0231 | 0.668 | 6680 | 1.6212 | 0.8170 | 0.7375 | 0.8563 | 0.7097 | |
|
| 0.0229 | 0.67 | 6700 | 1.4507 | 0.8268 | 0.7616 | 0.8461 | 0.7330 | |
|
| 0.0083 | 0.672 | 6720 | 1.4151 | 0.8325 | 0.7666 | 0.8452 | 0.7400 | |
|
| 0.0122 | 0.674 | 6740 | 1.3248 | 0.8509 | 0.7871 | 0.8619 | 0.7637 | |
|
| 0.0028 | 0.676 | 6760 | 1.4581 | 0.8372 | 0.7668 | 0.8620 | 0.7406 | |
|
| 0.0196 | 0.678 | 6780 | 1.3441 | 0.8542 | 0.7842 | 0.8699 | 0.7633 | |
|
| 0.0564 | 0.68 | 6800 | 1.2805 | 0.8517 | 0.7818 | 0.8627 | 0.7629 | |
|
| 0.0426 | 0.682 | 6820 | 1.2163 | 0.8542 | 0.7889 | 0.8582 | 0.7699 | |
|
| 0.012 | 0.684 | 6840 | 1.2336 | 0.8407 | 0.7798 | 0.8520 | 0.7572 | |
|
| 0.0053 | 0.686 | 6860 | 1.3346 | 0.8282 | 0.7663 | 0.8526 | 0.7394 | |
|
| 0.018 | 0.688 | 6880 | 1.2456 | 0.8368 | 0.7803 | 0.8446 | 0.7564 | |
|
| 0.0284 | 0.69 | 6900 | 1.3215 | 0.8295 | 0.7674 | 0.8489 | 0.7398 | |
|
| 0.0206 | 0.692 | 6920 | 1.2697 | 0.8366 | 0.7774 | 0.8452 | 0.7518 | |
|
| 0.0185 | 0.694 | 6940 | 1.2302 | 0.8507 | 0.7889 | 0.8528 | 0.7671 | |
|
| 0.0074 | 0.696 | 6960 | 1.2804 | 0.8466 | 0.7836 | 0.8548 | 0.7601 | |
|
| 0.0211 | 0.698 | 6980 | 1.3472 | 0.8425 | 0.7749 | 0.8618 | 0.7509 | |
|
| 0.0093 | 0.7 | 7000 | 1.3526 | 0.8478 | 0.7780 | 0.8635 | 0.7564 | |
|
| 0.0229 | 0.702 | 7020 | 1.3637 | 0.8505 | 0.7800 | 0.8662 | 0.7586 | |
|
| 0.047 | 0.704 | 7040 | 1.4245 | 0.8384 | 0.7701 | 0.8589 | 0.7444 | |
|
| 0.02 | 0.706 | 7060 | 1.4446 | 0.8393 | 0.7677 | 0.8610 | 0.7433 | |
|
| 0.0322 | 0.708 | 7080 | 1.3445 | 0.8454 | 0.7807 | 0.8566 | 0.7568 | |
|
| 0.0166 | 0.71 | 7100 | 1.3218 | 0.8452 | 0.7810 | 0.8545 | 0.7573 | |
|
| 0.0154 | 0.712 | 7120 | 1.3052 | 0.8468 | 0.7852 | 0.8529 | 0.7615 | |
|
| 0.0209 | 0.714 | 7140 | 1.3200 | 0.8419 | 0.7788 | 0.8499 | 0.7541 | |
|
| 0.0123 | 0.716 | 7160 | 1.3558 | 0.8393 | 0.7735 | 0.8509 | 0.7481 | |
|
| 0.011 | 0.718 | 7180 | 1.3138 | 0.8470 | 0.7804 | 0.8543 | 0.7577 | |
|
| 0.0333 | 0.72 | 7200 | 1.3000 | 0.8495 | 0.7839 | 0.8552 | 0.7616 | |
|
| 0.0489 | 0.722 | 7220 | 1.2575 | 0.8484 | 0.7825 | 0.8537 | 0.7601 | |
|
| 0.0394 | 0.724 | 7240 | 1.3221 | 0.8456 | 0.7768 | 0.8543 | 0.7540 | |
|
| 0.0076 | 0.726 | 7260 | 1.4044 | 0.8399 | 0.7682 | 0.8604 | 0.7433 | |
|
| 0.0209 | 0.728 | 7280 | 1.3183 | 0.8472 | 0.7808 | 0.8570 | 0.7574 | |
|
| 0.0068 | 0.73 | 7300 | 1.2884 | 0.8505 | 0.7843 | 0.8573 | 0.7619 | |
|
| 0.035 | 0.732 | 7320 | 1.3119 | 0.8501 | 0.7820 | 0.8564 | 0.7602 | |
|
| 0.0146 | 0.734 | 7340 | 1.3595 | 0.8482 | 0.7770 | 0.8614 | 0.7546 | |
|
| 0.0175 | 0.736 | 7360 | 1.3735 | 0.8429 | 0.7740 | 0.8563 | 0.7496 | |
|
| 0.0197 | 0.738 | 7380 | 1.2753 | 0.8554 | 0.7917 | 0.8559 | 0.7709 | |
|
| 0.0145 | 0.74 | 7400 | 1.3514 | 0.8470 | 0.7807 | 0.8574 | 0.7569 | |
|
| 0.0471 | 0.742 | 7420 | 1.3011 | 0.8507 | 0.7850 | 0.8622 | 0.7613 | |
|
| 0.0384 | 0.744 | 7440 | 1.2594 | 0.8515 | 0.7891 | 0.8590 | 0.7654 | |
|
| 0.004 | 0.746 | 7460 | 1.2978 | 0.8466 | 0.7797 | 0.8559 | 0.7565 | |
|
| 0.0357 | 0.748 | 7480 | 1.2685 | 0.8507 | 0.7826 | 0.8573 | 0.7615 | |
|
| 0.0072 | 0.75 | 7500 | 1.3033 | 0.8468 | 0.7770 | 0.8569 | 0.7548 | |
|
| 0.0148 | 0.752 | 7520 | 1.2454 | 0.8558 | 0.7917 | 0.8603 | 0.7704 | |
|
| 0.0187 | 0.754 | 7540 | 1.2755 | 0.8574 | 0.7884 | 0.8615 | 0.7697 | |
|
| 0.0362 | 0.756 | 7560 | 1.3040 | 0.8538 | 0.7855 | 0.8632 | 0.7647 | |
|
| 0.0168 | 0.758 | 7580 | 1.2815 | 0.8550 | 0.7888 | 0.8611 | 0.7679 | |
|
| 0.0319 | 0.76 | 7600 | 1.2986 | 0.8527 | 0.7856 | 0.8587 | 0.7647 | |
|
| 0.0118 | 0.762 | 7620 | 1.3524 | 0.8478 | 0.7798 | 0.8593 | 0.7567 | |
|
| 0.0171 | 0.764 | 7640 | 1.3086 | 0.8531 | 0.7870 | 0.8583 | 0.7655 | |
|
| 0.0192 | 0.766 | 7660 | 1.3387 | 0.8515 | 0.7818 | 0.8610 | 0.7607 | |
|
| 0.0146 | 0.768 | 7680 | 1.4237 | 0.8442 | 0.7715 | 0.8606 | 0.7486 | |
|
| 0.0257 | 0.77 | 7700 | 1.4340 | 0.8413 | 0.7698 | 0.8586 | 0.7454 | |
|
| 0.0427 | 0.772 | 7720 | 1.4500 | 0.8393 | 0.7673 | 0.8578 | 0.7424 | |
|
| 0.0001 | 0.774 | 7740 | 1.4393 | 0.8421 | 0.7709 | 0.8590 | 0.7463 | |
|
| 0.0056 | 0.776 | 7760 | 1.4137 | 0.8444 | 0.7749 | 0.8586 | 0.7508 | |
|
| 0.0054 | 0.778 | 7780 | 1.4455 | 0.8415 | 0.7703 | 0.8583 | 0.7459 | |
|
| 0.0224 | 0.78 | 7800 | 1.3827 | 0.8470 | 0.7786 | 0.8570 | 0.7555 | |
|
| 0.0002 | 0.782 | 7820 | 1.3901 | 0.8454 | 0.7762 | 0.8566 | 0.7533 | |
|
| 0.01 | 0.784 | 7840 | 1.3898 | 0.8454 | 0.7779 | 0.8594 | 0.7541 | |
|
| 0.0115 | 0.786 | 7860 | 1.3709 | 0.8521 | 0.7823 | 0.8623 | 0.7611 | |
|
| 0.0207 | 0.788 | 7880 | 1.3256 | 0.8542 | 0.7868 | 0.8588 | 0.7665 | |
|
| 0.0254 | 0.79 | 7900 | 1.2879 | 0.8572 | 0.7928 | 0.8582 | 0.7731 | |
|
| 0.0284 | 0.792 | 7920 | 1.2851 | 0.8570 | 0.7933 | 0.8601 | 0.7721 | |
|
| 0.0056 | 0.794 | 7940 | 1.3286 | 0.8533 | 0.7891 | 0.8613 | 0.7659 | |
|
| 0.004 | 0.796 | 7960 | 1.3264 | 0.8560 | 0.7923 | 0.8604 | 0.7703 | |
|
| 0.0304 | 0.798 | 7980 | 1.3460 | 0.8546 | 0.7896 | 0.8629 | 0.7667 | |
|
| 0.0074 | 0.8 | 8000 | 1.3500 | 0.8546 | 0.7896 | 0.8616 | 0.7671 | |
|
| 0.0123 | 0.802 | 8020 | 1.3229 | 0.8578 | 0.7943 | 0.8636 | 0.7725 | |
|
| 0.034 | 0.804 | 8040 | 1.3199 | 0.8593 | 0.7953 | 0.8648 | 0.7742 | |
|
| 0.0103 | 0.806 | 8060 | 1.3439 | 0.8548 | 0.7913 | 0.8603 | 0.7686 | |
|
| 0.0001 | 0.808 | 8080 | 1.3214 | 0.8593 | 0.7964 | 0.8640 | 0.7748 | |
|
| 0.0019 | 0.81 | 8100 | 1.3628 | 0.8544 | 0.7908 | 0.8608 | 0.7677 | |
|
| 0.0018 | 0.812 | 8120 | 1.3703 | 0.8538 | 0.7911 | 0.8596 | 0.7677 | |
|
| 0.0006 | 0.814 | 8140 | 1.3588 | 0.8564 | 0.7942 | 0.8617 | 0.7713 | |
|
| 0.0004 | 0.816 | 8160 | 1.3652 | 0.8540 | 0.7942 | 0.8579 | 0.7706 | |
|
| 0.0421 | 0.818 | 8180 | 1.4159 | 0.8468 | 0.7828 | 0.8570 | 0.7580 | |
|
| 0.0379 | 0.82 | 8200 | 1.3623 | 0.8507 | 0.7916 | 0.8562 | 0.7669 | |
|
| 0.0016 | 0.822 | 8220 | 1.3659 | 0.8531 | 0.7914 | 0.8604 | 0.7676 | |
|
| 0.0186 | 0.824 | 8240 | 1.3941 | 0.8456 | 0.7832 | 0.8560 | 0.7576 | |
|
| 0.0295 | 0.826 | 8260 | 1.3841 | 0.8466 | 0.7845 | 0.8555 | 0.7594 | |
|
| 0.0264 | 0.828 | 8280 | 1.3704 | 0.8484 | 0.7867 | 0.8574 | 0.7619 | |
|
| 0.0171 | 0.83 | 8300 | 1.3531 | 0.8503 | 0.7912 | 0.8570 | 0.7663 | |
|
| 0.017 | 0.832 | 8320 | 1.4407 | 0.8429 | 0.7773 | 0.8579 | 0.7516 | |
|
| 0.0316 | 0.834 | 8340 | 1.4321 | 0.8393 | 0.7737 | 0.8530 | 0.7473 | |
|
| 0.023 | 0.836 | 8360 | 1.4401 | 0.8401 | 0.7722 | 0.8585 | 0.7461 | |
|
| 0.0063 | 0.838 | 8380 | 1.4163 | 0.8423 | 0.7758 | 0.8588 | 0.7500 | |
|
| 0.0024 | 0.84 | 8400 | 1.4562 | 0.8399 | 0.7722 | 0.8580 | 0.7459 | |
|
| 0.0037 | 0.842 | 8420 | 1.4190 | 0.8446 | 0.7775 | 0.8587 | 0.7526 | |
|
| 0.0262 | 0.844 | 8440 | 1.4119 | 0.8450 | 0.7791 | 0.8607 | 0.7534 | |
|
| 0.006 | 0.846 | 8460 | 1.3936 | 0.8476 | 0.7816 | 0.8611 | 0.7570 | |
|
| 0.0354 | 0.848 | 8480 | 1.3733 | 0.8474 | 0.7832 | 0.8580 | 0.7586 | |
|
| 0.0137 | 0.85 | 8500 | 1.3665 | 0.8480 | 0.7851 | 0.8587 | 0.7601 | |
|
| 0.0243 | 0.852 | 8520 | 1.3896 | 0.8450 | 0.7785 | 0.8599 | 0.7533 | |
|
| 0.0235 | 0.854 | 8540 | 1.3908 | 0.8460 | 0.7787 | 0.8609 | 0.7540 | |
|
| 0.0114 | 0.856 | 8560 | 1.3842 | 0.8448 | 0.7777 | 0.8595 | 0.7527 | |
|
| 0.0126 | 0.858 | 8580 | 1.3689 | 0.8446 | 0.7798 | 0.8563 | 0.7547 | |
|
| 0.0186 | 0.86 | 8600 | 1.2981 | 0.8513 | 0.7887 | 0.8545 | 0.7660 | |
|
| 0.0158 | 0.862 | 8620 | 1.2734 | 0.8525 | 0.7930 | 0.8530 | 0.7704 | |
|
| 0.0028 | 0.864 | 8640 | 1.2963 | 0.8531 | 0.7914 | 0.8560 | 0.7687 | |
|
| 0.0005 | 0.866 | 8660 | 1.3336 | 0.8503 | 0.7853 | 0.8560 | 0.7624 | |
|
| 0.0183 | 0.868 | 8680 | 1.3398 | 0.8509 | 0.7840 | 0.8597 | 0.7613 | |
|
| 0.0095 | 0.87 | 8700 | 1.3530 | 0.8503 | 0.7835 | 0.8611 | 0.7603 | |
|
| 0.0047 | 0.872 | 8720 | 1.3765 | 0.8480 | 0.7810 | 0.8608 | 0.7570 | |
|
| 0.0233 | 0.874 | 8740 | 1.4427 | 0.8433 | 0.7738 | 0.8614 | 0.7487 | |
|
| 0.0026 | 0.876 | 8760 | 1.4369 | 0.8435 | 0.7747 | 0.8612 | 0.7497 | |
|
| 0.0177 | 0.878 | 8780 | 1.4600 | 0.8403 | 0.7727 | 0.8590 | 0.7463 | |
|
| 0.0046 | 0.88 | 8800 | 1.4419 | 0.8421 | 0.7749 | 0.8593 | 0.7490 | |
|
| 0.0111 | 0.882 | 8820 | 1.4529 | 0.8429 | 0.7744 | 0.8616 | 0.7487 | |
|
| 0.0158 | 0.884 | 8840 | 1.4249 | 0.8452 | 0.7766 | 0.8602 | 0.7520 | |
|
| 0.0356 | 0.886 | 8860 | 1.3788 | 0.8484 | 0.7821 | 0.8603 | 0.7579 | |
|
| 0.0356 | 0.888 | 8880 | 1.3773 | 0.8493 | 0.7840 | 0.8627 | 0.7593 | |
|
| 0.058 | 0.89 | 8900 | 1.3693 | 0.8472 | 0.7829 | 0.8592 | 0.7578 | |
|
| 0.0227 | 0.892 | 8920 | 1.3804 | 0.8440 | 0.7773 | 0.8561 | 0.7524 | |
|
| 0.0372 | 0.894 | 8940 | 1.3698 | 0.8474 | 0.7805 | 0.8592 | 0.7564 | |
|
| 0.0377 | 0.896 | 8960 | 1.3557 | 0.8487 | 0.7825 | 0.8586 | 0.7589 | |
|
| 0.0297 | 0.898 | 8980 | 1.3414 | 0.8505 | 0.7864 | 0.8599 | 0.7625 | |
|
| 0.01 | 0.9 | 9000 | 1.3348 | 0.8525 | 0.7883 | 0.8606 | 0.7652 | |
|
| 0.0309 | 0.902 | 9020 | 1.3000 | 0.8542 | 0.7909 | 0.8609 | 0.7683 | |
|
| 0.0346 | 0.904 | 9040 | 1.2752 | 0.8576 | 0.7956 | 0.8636 | 0.7735 | |
|
| 0.0143 | 0.906 | 9060 | 1.2954 | 0.8568 | 0.7938 | 0.8635 | 0.7717 | |
|
| 0.0187 | 0.908 | 9080 | 1.3109 | 0.8542 | 0.7908 | 0.8621 | 0.7680 | |
|
| 0.0002 | 0.91 | 9100 | 1.3237 | 0.8542 | 0.7908 | 0.8629 | 0.7677 | |
|
| 0.0099 | 0.912 | 9120 | 1.3458 | 0.8515 | 0.7875 | 0.8602 | 0.7640 | |
|
| 0.0128 | 0.914 | 9140 | 1.3486 | 0.8513 | 0.7866 | 0.8609 | 0.7631 | |
|
| 0.0574 | 0.916 | 9160 | 1.3279 | 0.8527 | 0.7893 | 0.8601 | 0.7658 | |
|
| 0.0121 | 0.918 | 9180 | 1.3496 | 0.8495 | 0.7853 | 0.8585 | 0.7611 | |
|
| 0.0179 | 0.92 | 9200 | 1.3531 | 0.8503 | 0.7860 | 0.8595 | 0.7619 | |
|
| 0.0095 | 0.922 | 9220 | 1.3512 | 0.8517 | 0.7872 | 0.8612 | 0.7635 | |
|
| 0.0181 | 0.924 | 9240 | 1.3376 | 0.8519 | 0.7881 | 0.8581 | 0.7649 | |
|
| 0.014 | 0.926 | 9260 | 1.3395 | 0.8531 | 0.7891 | 0.8623 | 0.7657 | |
|
| 0.0238 | 0.928 | 9280 | 1.3482 | 0.8513 | 0.7875 | 0.8584 | 0.7640 | |
|
| 0.0002 | 0.93 | 9300 | 1.3507 | 0.8511 | 0.7870 | 0.8591 | 0.7634 | |
|
| 0.0058 | 0.932 | 9320 | 1.3615 | 0.8503 | 0.7861 | 0.8616 | 0.7619 | |
|
| 0.0122 | 0.934 | 9340 | 1.3691 | 0.8495 | 0.7857 | 0.8623 | 0.7609 | |
|
| 0.0047 | 0.936 | 9360 | 1.3662 | 0.8480 | 0.7841 | 0.8574 | 0.7597 | |
|
| 0.0128 | 0.938 | 9380 | 1.3775 | 0.8464 | 0.7816 | 0.8576 | 0.7567 | |
|
| 0.0156 | 0.94 | 9400 | 1.3955 | 0.8464 | 0.7809 | 0.8595 | 0.7559 | |
|
| 0.022 | 0.942 | 9420 | 1.4096 | 0.8458 | 0.7792 | 0.8611 | 0.7540 | |
|
| 0.0035 | 0.944 | 9440 | 1.4199 | 0.8454 | 0.7784 | 0.8614 | 0.7532 | |
|
| 0.0008 | 0.946 | 9460 | 1.4331 | 0.8446 | 0.7762 | 0.8608 | 0.7513 | |
|
| 0.005 | 0.948 | 9480 | 1.4374 | 0.8431 | 0.7742 | 0.8598 | 0.7491 | |
|
| 0.0576 | 0.95 | 9500 | 1.4237 | 0.8454 | 0.7784 | 0.8613 | 0.7532 | |
|
| 0.0374 | 0.952 | 9520 | 1.4038 | 0.8466 | 0.7798 | 0.8606 | 0.7550 | |
|
| 0.0001 | 0.954 | 9540 | 1.3973 | 0.8472 | 0.7808 | 0.8604 | 0.7561 | |
|
| 0.0036 | 0.956 | 9560 | 1.3831 | 0.8491 | 0.7841 | 0.8606 | 0.7596 | |
|
| 0.0073 | 0.958 | 9580 | 1.3784 | 0.8491 | 0.7841 | 0.8595 | 0.7598 | |
|
| 0.0415 | 0.96 | 9600 | 1.3735 | 0.8501 | 0.7851 | 0.8618 | 0.7609 | |
|
| 0.0016 | 0.962 | 9620 | 1.3675 | 0.8511 | 0.7859 | 0.8630 | 0.7621 | |
|
| 0.0166 | 0.964 | 9640 | 1.3566 | 0.8523 | 0.7874 | 0.8628 | 0.7641 | |
|
| 0.0103 | 0.966 | 9660 | 1.3614 | 0.8515 | 0.7863 | 0.8627 | 0.7628 | |
|
| 0.0067 | 0.968 | 9680 | 1.3839 | 0.8507 | 0.7846 | 0.8638 | 0.7605 | |
|
| 0.0017 | 0.97 | 9700 | 1.3957 | 0.8491 | 0.7826 | 0.8629 | 0.7582 | |
|
| 0.0346 | 0.972 | 9720 | 1.3773 | 0.8507 | 0.7846 | 0.8636 | 0.7607 | |
|
| 0.0033 | 0.974 | 9740 | 1.3816 | 0.8503 | 0.7842 | 0.8637 | 0.7600 | |
|
| 0.0265 | 0.976 | 9760 | 1.3870 | 0.8493 | 0.7827 | 0.8630 | 0.7584 | |
|
| 0.0355 | 0.978 | 9780 | 1.3858 | 0.8489 | 0.7824 | 0.8619 | 0.7582 | |
|
| 0.0001 | 0.98 | 9800 | 1.3875 | 0.8491 | 0.7826 | 0.8624 | 0.7585 | |
|
| 0.0356 | 0.982 | 9820 | 1.3823 | 0.8495 | 0.7839 | 0.8620 | 0.7596 | |
|
| 0.0039 | 0.984 | 9840 | 1.3777 | 0.8503 | 0.7855 | 0.8626 | 0.7612 | |
|
| 0.0074 | 0.986 | 9860 | 1.3826 | 0.8497 | 0.7843 | 0.8626 | 0.7598 | |
|
| 0.0094 | 0.988 | 9880 | 1.3823 | 0.8493 | 0.7834 | 0.8621 | 0.7591 | |
|
| 0.0014 | 0.99 | 9900 | 1.3820 | 0.8499 | 0.7845 | 0.8627 | 0.7601 | |
|
| 0.0488 | 0.992 | 9920 | 1.3875 | 0.8487 | 0.7832 | 0.8623 | 0.7584 | |
|
| 0.0144 | 0.994 | 9940 | 1.3880 | 0.8487 | 0.7830 | 0.8621 | 0.7583 | |
|
| 0.0378 | 0.996 | 9960 | 1.3852 | 0.8489 | 0.7831 | 0.8619 | 0.7586 | |
|
| 0.0234 | 0.998 | 9980 | 1.3850 | 0.8491 | 0.7835 | 0.8621 | 0.7590 | |
|
| 0.0124 | 1.0 | 10000 | 1.3854 | 0.8487 | 0.7828 | 0.8618 | 0.7583 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.43.3 |
|
- Pytorch 2.4.0 |
|
- Datasets 2.20.0 |
|
- Tokenizers 0.19.1 |
|
|
