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+ ---
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+ base_model: meta-llama/Llama-3.2-3B-Instruct
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+ library_name: peft
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+ license: llama3.2
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: mmlu_noaugs_llamabase3binstruct_lora
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # mmlu_noaugs_llamabase3binstruct_lora
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+
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+ This model is a fine-tuned version of [meta-llama/Llama-3.2-3B-Instruct](https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.3134
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+ - Prm accuracy: 0.9048
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+ - Prm precision: 0.9060
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+ - Prm recall: 0.9907
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+ - Prm specificty: 0.4211
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+ - Prm npv: 0.8889
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+ - Prm f1: 0.9464
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+ - Prm f1 neg: 0.5714
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+ - Prm f1 auc: 0.7059
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+ - Prm f1 auc (fixed): 0.8544
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0001
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+ - train_batch_size: 2
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+ - eval_batch_size: 4
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+ - seed: 908932403
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+ - distributed_type: multi-GPU
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+ - num_devices: 8
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 32
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+ - total_eval_batch_size: 32
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+ - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: cosine
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+ - lr_scheduler_warmup_ratio: 0.1
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+ - num_epochs: 1
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Prm accuracy | Prm precision | Prm recall | Prm specificty | Prm npv | Prm f1 | Prm f1 neg | Prm f1 auc | Prm f1 auc (fixed) |
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+ |:-------------:|:------:|:----:|:---------------:|:------------:|:-------------:|:----------:|:--------------:|:-------:|:------:|:----------:|:----------:|:------------------:|
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+ | No log | 0 | 0 | 5.1083 | 0.1508 | 0.0 | 0.0 | 1.0 | 0.1508 | 0.0 | 0.2621 | 0.5 | 0.4889 |
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+ | 3.936 | 0.0020 | 5 | 5.1000 | 0.1508 | 0.0 | 0.0 | 1.0 | 0.1508 | 0.0 | 0.2621 | 0.5 | 0.4860 |
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+ | 3.6323 | 0.0040 | 10 | 5.0771 | 0.1508 | 0.0 | 0.0 | 1.0 | 0.1508 | 0.0 | 0.2621 | 0.5 | 0.4887 |
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+ | 3.71 | 0.0059 | 15 | 4.9625 | 0.1508 | 0.0 | 0.0 | 1.0 | 0.1508 | 0.0 | 0.2621 | 0.5 | 0.4897 |
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+ | 3.9717 | 0.0079 | 20 | 4.7063 | 0.1508 | 0.0 | 0.0 | 1.0 | 0.1508 | 0.0 | 0.2621 | 0.5 | 0.4843 |
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+ | 3.3142 | 0.0099 | 25 | 4.0396 | 0.1508 | 0.0 | 0.0 | 1.0 | 0.1508 | 0.0 | 0.2621 | 0.5 | 0.4776 |
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+ | 1.4738 | 0.0119 | 30 | 2.6885 | 0.1429 | 0.4 | 0.0187 | 0.8421 | 0.1322 | 0.0357 | 0.2286 | 0.4304 | 0.4579 |
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+ | 0.5123 | 0.0139 | 35 | 1.2776 | 0.5238 | 0.7901 | 0.5981 | 0.1053 | 0.0444 | 0.6809 | 0.0625 | 0.3517 | 0.4343 |
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+ | 0.408 | 0.0158 | 40 | 0.6634 | 0.7698 | 0.8362 | 0.9065 | 0.0 | 0.0 | 0.8700 | 0.0 | 0.4533 | 0.4447 |
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+ | 0.3793 | 0.0178 | 45 | 0.5242 | 0.8333 | 0.8468 | 0.9813 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.4907 | 0.5101 |
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+ | 0.3425 | 0.0198 | 50 | 0.4579 | 0.8333 | 0.8468 | 0.9813 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.4907 | 0.5563 |
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+ | 0.3968 | 0.0218 | 55 | 0.4363 | 0.8333 | 0.8468 | 0.9813 | 0.0 | 0.0 | 0.9091 | 0.0 | 0.4907 | 0.5826 |
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+ | 0.4483 | 0.0237 | 60 | 0.4089 | 0.8175 | 0.8443 | 0.9626 | 0.0 | 0.0 | 0.8996 | 0.0 | 0.4813 | 0.6016 |
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+ | 0.4581 | 0.0257 | 65 | 0.4097 | 0.8254 | 0.8455 | 0.9720 | 0.0 | 0.0 | 0.9043 | 0.0 | 0.4860 | 0.5930 |
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+ | 0.3282 | 0.0277 | 70 | 0.4133 | 0.8254 | 0.8455 | 0.9720 | 0.0 | 0.0 | 0.9043 | 0.0 | 0.4860 | 0.6075 |
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+ | 0.3462 | 0.0297 | 75 | 0.3977 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.5433 | 0.6333 |
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+ | 0.3129 | 0.0317 | 80 | 0.4395 | 0.8492 | 0.8492 | 1.0 | 0.0 | 0.0 | 0.9185 | 0.0 | 0.5 | 0.5932 |
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+ | 0.3214 | 0.0336 | 85 | 0.3867 | 0.8413 | 0.8537 | 0.9813 | 0.0526 | 0.3333 | 0.9130 | 0.0909 | 0.5170 | 0.6363 |
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+ | 0.4512 | 0.0356 | 90 | 0.4014 | 0.8492 | 0.8492 | 1.0 | 0.0 | 0.0 | 0.9185 | 0.0 | 0.5 | 0.6717 |
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+ | 0.147 | 0.0376 | 95 | 0.4443 | 0.8492 | 0.8492 | 1.0 | 0.0 | 0.0 | 0.9185 | 0.0 | 0.5 | 0.6672 |
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+ | 0.2264 | 0.0396 | 100 | 0.4008 | 0.8413 | 0.848 | 0.9907 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.4953 | 0.6938 |
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+ | 0.3204 | 0.0416 | 105 | 0.3757 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.7034 |
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+ | 0.3829 | 0.0435 | 110 | 0.3960 | 0.8413 | 0.848 | 0.9907 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.4953 | 0.6899 |
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+ | 0.2687 | 0.0455 | 115 | 0.3967 | 0.8413 | 0.848 | 0.9907 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.4953 | 0.6640 |
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+ | 0.3575 | 0.0475 | 120 | 0.4119 | 0.8413 | 0.848 | 0.9907 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.4953 | 0.6596 |
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+ | 0.3055 | 0.0495 | 125 | 0.3950 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.6640 |
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+ | 0.2766 | 0.0514 | 130 | 0.3997 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.6909 |
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+ | 0.3235 | 0.0534 | 135 | 0.3900 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.7083 |
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+ | 0.3065 | 0.0554 | 140 | 0.3781 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.7162 |
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+ | 0.3192 | 0.0574 | 145 | 0.3721 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7413 |
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+ | 0.4292 | 0.0594 | 150 | 0.4480 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.7324 |
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+ | 0.4175 | 0.0613 | 155 | 0.3720 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.6655 | 0.7334 |
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+ | 0.3266 | 0.0633 | 160 | 0.4592 | 0.8413 | 0.848 | 0.9907 | 0.0 | 0.0 | 0.9138 | 0.0 | 0.4953 | 0.7034 |
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+ | 0.3049 | 0.0653 | 165 | 0.3835 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7179 |
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+ | 0.2855 | 0.0673 | 170 | 0.3984 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.7393 |
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+ | 0.2704 | 0.0693 | 175 | 0.3715 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.7592 |
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+ | 0.2932 | 0.0712 | 180 | 0.3704 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.7664 |
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+ | 0.2791 | 0.0732 | 185 | 0.3854 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.5433 | 0.7671 |
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+ | 0.2568 | 0.0752 | 190 | 0.3964 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.5433 | 0.7573 |
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+ | 0.3065 | 0.0772 | 195 | 0.3810 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.5649 | 0.7523 |
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+ | 0.3274 | 0.0791 | 200 | 0.3842 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.5433 | 0.7541 |
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+ | 0.3182 | 0.0811 | 205 | 0.3975 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.7686 |
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+ | 0.3606 | 0.0831 | 210 | 0.3416 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.7833 |
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+ | 0.3554 | 0.0851 | 215 | 0.3696 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.7787 |
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+ | 0.2119 | 0.0871 | 220 | 0.4367 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7533 |
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+ | 0.2646 | 0.0890 | 225 | 0.3538 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.7622 |
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+ | 0.255 | 0.0910 | 230 | 0.3923 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7676 |
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+ | 0.2354 | 0.0930 | 235 | 0.3366 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.7732 |
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+ | 0.3219 | 0.0950 | 240 | 0.3422 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.7804 |
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+ | 0.2624 | 0.0970 | 245 | 0.4565 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.7826 |
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+ | 0.2458 | 0.0989 | 250 | 0.3292 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.7878 |
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+ | 0.2306 | 0.1009 | 255 | 0.4090 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7858 |
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+ | 0.3144 | 0.1029 | 260 | 0.3282 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.7860 |
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+ | 0.2689 | 0.1049 | 265 | 0.3575 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.7924 |
119
+ | 0.1985 | 0.1068 | 270 | 0.3372 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.7892 |
120
+ | 0.3753 | 0.1088 | 275 | 0.3511 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.7909 |
121
+ | 0.2093 | 0.1108 | 280 | 0.3648 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.7944 |
122
+ | 0.2621 | 0.1128 | 285 | 0.3454 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.7801 |
123
+ | 0.182 | 0.1148 | 290 | 0.3536 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.7796 |
124
+ | 0.2802 | 0.1167 | 295 | 0.3271 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.7880 |
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+ | 0.2509 | 0.1187 | 300 | 0.3705 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.7937 |
126
+ | 0.2303 | 0.1207 | 305 | 0.3513 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.7969 |
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+ | 0.2464 | 0.1227 | 310 | 0.3831 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7868 |
128
+ | 0.2392 | 0.1247 | 315 | 0.3333 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.7890 |
129
+ | 0.2037 | 0.1266 | 320 | 0.3353 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8025 |
130
+ | 0.2224 | 0.1286 | 325 | 0.3282 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8042 |
131
+ | 0.2697 | 0.1306 | 330 | 0.3483 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.7956 |
132
+ | 0.2695 | 0.1326 | 335 | 0.3340 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.6176 | 0.7836 |
133
+ | 0.2658 | 0.1345 | 340 | 0.3612 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.7809 |
134
+ | 0.2627 | 0.1365 | 345 | 0.3408 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.6176 | 0.7885 |
135
+ | 0.2756 | 0.1385 | 350 | 0.3669 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.7858 |
136
+ | 0.2574 | 0.1405 | 355 | 0.3468 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.7912 |
137
+ | 0.274 | 0.1425 | 360 | 0.3333 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8028 |
138
+ | 0.2199 | 0.1444 | 365 | 0.3504 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.6176 | 0.8032 |
139
+ | 0.3085 | 0.1464 | 370 | 0.3483 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.6439 | 0.8133 |
140
+ | 0.2182 | 0.1484 | 375 | 0.3562 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.8192 |
141
+ | 0.1941 | 0.1504 | 380 | 0.3253 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8178 |
142
+ | 0.2835 | 0.1524 | 385 | 0.3505 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8158 |
143
+ | 0.1822 | 0.1543 | 390 | 0.3215 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8148 |
144
+ | 0.3784 | 0.1563 | 395 | 0.3768 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.8099 |
145
+ | 0.1771 | 0.1583 | 400 | 0.3184 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8146 |
146
+ | 0.2971 | 0.1603 | 405 | 0.3172 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8192 |
147
+ | 0.3179 | 0.1622 | 410 | 0.3258 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8178 |
148
+ | 0.2118 | 0.1642 | 415 | 0.3324 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8146 |
149
+ | 0.1798 | 0.1662 | 420 | 0.3741 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8175 |
150
+ | 0.2002 | 0.1682 | 425 | 0.3304 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8133 |
151
+ | 0.195 | 0.1702 | 430 | 0.3312 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8155 |
152
+ | 0.2099 | 0.1721 | 435 | 0.3920 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8153 |
153
+ | 0.3563 | 0.1741 | 440 | 0.3263 | 0.8730 | 0.9099 | 0.9439 | 0.4737 | 0.6 | 0.9266 | 0.5294 | 0.7088 | 0.8091 |
154
+ | 0.17 | 0.1761 | 445 | 0.3607 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8064 |
155
+ | 0.2127 | 0.1781 | 450 | 0.3359 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8037 |
156
+ | 0.2713 | 0.1801 | 455 | 0.3335 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.8037 |
157
+ | 0.259 | 0.1820 | 460 | 0.3447 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.8091 |
158
+ | 0.2339 | 0.1840 | 465 | 0.3745 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8074 |
159
+ | 0.2551 | 0.1860 | 470 | 0.3453 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.8119 |
160
+ | 0.2421 | 0.1880 | 475 | 0.3910 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8114 |
161
+ | 0.2753 | 0.1899 | 480 | 0.3437 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8091 |
162
+ | 0.2986 | 0.1919 | 485 | 0.3700 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8045 |
163
+ | 0.204 | 0.1939 | 490 | 0.3446 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8060 |
164
+ | 0.2531 | 0.1959 | 495 | 0.3562 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8082 |
165
+ | 0.2072 | 0.1979 | 500 | 0.3479 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.8050 |
166
+ | 0.1513 | 0.1998 | 505 | 0.5259 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.8045 |
167
+ | 0.2335 | 0.2018 | 510 | 0.3705 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.7998 |
168
+ | 0.2105 | 0.2038 | 515 | 0.3291 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.8010 |
169
+ | 0.19 | 0.2058 | 520 | 0.3445 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8045 |
170
+ | 0.1807 | 0.2078 | 525 | 0.3367 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8035 |
171
+ | 0.2306 | 0.2097 | 530 | 0.3566 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8069 |
172
+ | 0.2228 | 0.2117 | 535 | 0.3579 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8119 |
173
+ | 0.1776 | 0.2137 | 540 | 0.3631 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8153 |
174
+ | 0.2697 | 0.2157 | 545 | 0.3578 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8210 |
175
+ | 0.1565 | 0.2176 | 550 | 0.3362 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8217 |
176
+ | 0.3686 | 0.2196 | 555 | 0.3695 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8187 |
177
+ | 0.1842 | 0.2216 | 560 | 0.3523 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8190 |
178
+ | 0.2003 | 0.2236 | 565 | 0.3894 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8207 |
179
+ | 0.1557 | 0.2256 | 570 | 0.3486 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8143 |
180
+ | 0.1698 | 0.2275 | 575 | 0.4056 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8089 |
181
+ | 0.1404 | 0.2295 | 580 | 0.3573 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8101 |
182
+ | 0.1229 | 0.2315 | 585 | 0.3672 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8187 |
183
+ | 0.1614 | 0.2335 | 590 | 0.3506 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8237 |
184
+ | 0.2463 | 0.2355 | 595 | 0.3900 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8212 |
185
+ | 0.2323 | 0.2374 | 600 | 0.3315 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8148 |
186
+ | 0.2191 | 0.2394 | 605 | 0.3877 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8015 |
187
+ | 0.2418 | 0.2414 | 610 | 0.3769 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8055 |
188
+ | 0.1852 | 0.2434 | 615 | 0.3365 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8050 |
189
+ | 0.2587 | 0.2454 | 620 | 0.3737 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8109 |
190
+ | 0.2087 | 0.2473 | 625 | 0.3665 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8114 |
191
+ | 0.1231 | 0.2493 | 630 | 0.3948 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8106 |
192
+ | 0.1158 | 0.2513 | 635 | 0.3977 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8141 |
193
+ | 0.1946 | 0.2533 | 640 | 0.3723 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.6655 | 0.8119 |
194
+ | 0.2558 | 0.2552 | 645 | 0.3672 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8077 |
195
+ | 0.2061 | 0.2572 | 650 | 0.3179 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8111 |
196
+ | 0.2626 | 0.2592 | 655 | 0.3629 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.8094 |
197
+ | 0.1946 | 0.2612 | 660 | 0.3377 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8099 |
198
+ | 0.2495 | 0.2632 | 665 | 0.3783 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8106 |
199
+ | 0.2339 | 0.2651 | 670 | 0.3557 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8175 |
200
+ | 0.2014 | 0.2671 | 675 | 0.3625 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8256 |
201
+ | 0.2373 | 0.2691 | 680 | 0.3352 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8281 |
202
+ | 0.1991 | 0.2711 | 685 | 0.3503 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8264 |
203
+ | 0.1433 | 0.2731 | 690 | 0.3273 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8254 |
204
+ | 0.215 | 0.2750 | 695 | 0.3348 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8281 |
205
+ | 0.1716 | 0.2770 | 700 | 0.3501 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8283 |
206
+ | 0.1579 | 0.2790 | 705 | 0.3447 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8298 |
207
+ | 0.1512 | 0.2810 | 710 | 0.3147 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8318 |
208
+ | 0.2946 | 0.2829 | 715 | 0.3571 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8308 |
209
+ | 0.2282 | 0.2849 | 720 | 0.3261 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8227 |
210
+ | 0.2394 | 0.2869 | 725 | 0.3212 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8190 |
211
+ | 0.2025 | 0.2889 | 730 | 0.3847 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8232 |
212
+ | 0.2534 | 0.2909 | 735 | 0.3625 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8261 |
213
+ | 0.3388 | 0.2928 | 740 | 0.3203 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8264 |
214
+ | 0.235 | 0.2948 | 745 | 0.3610 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.8303 |
215
+ | 0.1916 | 0.2968 | 750 | 0.3227 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8374 |
216
+ | 0.2184 | 0.2988 | 755 | 0.3023 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.8411 |
217
+ | 0.1884 | 0.3008 | 760 | 0.3788 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8431 |
218
+ | 0.1884 | 0.3027 | 765 | 0.3437 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8416 |
219
+ | 0.2096 | 0.3047 | 770 | 0.3103 | 0.9048 | 0.9130 | 0.9813 | 0.4737 | 0.8182 | 0.9459 | 0.6 | 0.7275 | 0.8355 |
220
+ | 0.1832 | 0.3067 | 775 | 0.3447 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8303 |
221
+ | 0.2738 | 0.3087 | 780 | 0.3455 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8291 |
222
+ | 0.1178 | 0.3106 | 785 | 0.3260 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8340 |
223
+ | 0.2438 | 0.3126 | 790 | 0.3312 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8394 |
224
+ | 0.2003 | 0.3146 | 795 | 0.3298 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8399 |
225
+ | 0.2218 | 0.3166 | 800 | 0.3409 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8433 |
226
+ | 0.1641 | 0.3186 | 805 | 0.3307 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8460 |
227
+ | 0.1597 | 0.3205 | 810 | 0.3006 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8519 |
228
+ | 0.2445 | 0.3225 | 815 | 0.3099 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8549 |
229
+ | 0.2193 | 0.3245 | 820 | 0.3398 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8502 |
230
+ | 0.2312 | 0.3265 | 825 | 0.3037 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8534 |
231
+ | 0.2233 | 0.3285 | 830 | 0.3080 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8522 |
232
+ | 0.1822 | 0.3304 | 835 | 0.3498 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8529 |
233
+ | 0.2524 | 0.3324 | 840 | 0.3406 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8505 |
234
+ | 0.218 | 0.3344 | 845 | 0.3158 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8500 |
235
+ | 0.2832 | 0.3364 | 850 | 0.3398 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8497 |
236
+ | 0.1613 | 0.3383 | 855 | 0.3161 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8515 |
237
+ | 0.2129 | 0.3403 | 860 | 0.3019 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.8502 |
238
+ | 0.1417 | 0.3423 | 865 | 0.3062 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8537 |
239
+ | 0.2302 | 0.3443 | 870 | 0.3017 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.8446 |
240
+ | 0.1799 | 0.3463 | 875 | 0.3090 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8478 |
241
+ | 0.2359 | 0.3482 | 880 | 0.3146 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8465 |
242
+ | 0.1962 | 0.3502 | 885 | 0.3106 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8465 |
243
+ | 0.2147 | 0.3522 | 890 | 0.3199 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8475 |
244
+ | 0.1606 | 0.3542 | 895 | 0.3333 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8480 |
245
+ | 0.1739 | 0.3562 | 900 | 0.3455 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8473 |
246
+ | 0.1594 | 0.3581 | 905 | 0.3077 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8485 |
247
+ | 0.1866 | 0.3601 | 910 | 0.3182 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8478 |
248
+ | 0.1687 | 0.3621 | 915 | 0.3429 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8465 |
249
+ | 0.3129 | 0.3641 | 920 | 0.2977 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8458 |
250
+ | 0.226 | 0.3660 | 925 | 0.2998 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8485 |
251
+ | 0.1836 | 0.3680 | 930 | 0.3607 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8502 |
252
+ | 0.1641 | 0.3700 | 935 | 0.2893 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8598 |
253
+ | 0.1512 | 0.3720 | 940 | 0.2899 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8630 |
254
+ | 0.2178 | 0.3740 | 945 | 0.3340 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8598 |
255
+ | 0.1821 | 0.3759 | 950 | 0.3080 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8596 |
256
+ | 0.2137 | 0.3779 | 955 | 0.2998 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8581 |
257
+ | 0.2775 | 0.3799 | 960 | 0.3210 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8588 |
258
+ | 0.1785 | 0.3819 | 965 | 0.3332 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8596 |
259
+ | 0.1975 | 0.3839 | 970 | 0.2895 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8620 |
260
+ | 0.1635 | 0.3858 | 975 | 0.2874 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8640 |
261
+ | 0.219 | 0.3878 | 980 | 0.3315 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8625 |
262
+ | 0.1945 | 0.3898 | 985 | 0.3269 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8578 |
263
+ | 0.2274 | 0.3918 | 990 | 0.2985 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8559 |
264
+ | 0.2163 | 0.3937 | 995 | 0.2962 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8542 |
265
+ | 0.1915 | 0.3957 | 1000 | 0.3209 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8487 |
266
+ | 0.1689 | 0.3977 | 1005 | 0.3379 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8475 |
267
+ | 0.1707 | 0.3997 | 1010 | 0.3088 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8480 |
268
+ | 0.1794 | 0.4017 | 1015 | 0.3026 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8458 |
269
+ | 0.1654 | 0.4036 | 1020 | 0.3215 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8453 |
270
+ | 0.1343 | 0.4056 | 1025 | 0.3336 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8421 |
271
+ | 0.1627 | 0.4076 | 1030 | 0.3530 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8377 |
272
+ | 0.1505 | 0.4096 | 1035 | 0.3388 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8401 |
273
+ | 0.1239 | 0.4116 | 1040 | 0.3343 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8436 |
274
+ | 0.2198 | 0.4135 | 1045 | 0.3449 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.8463 |
275
+ | 0.2705 | 0.4155 | 1050 | 0.3061 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8500 |
276
+ | 0.229 | 0.4175 | 1055 | 0.2882 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8473 |
277
+ | 0.1955 | 0.4195 | 1060 | 0.2944 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8519 |
278
+ | 0.173 | 0.4214 | 1065 | 0.3173 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8522 |
279
+ | 0.2326 | 0.4234 | 1070 | 0.3100 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8485 |
280
+ | 0.2472 | 0.4254 | 1075 | 0.2982 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8468 |
281
+ | 0.2624 | 0.4274 | 1080 | 0.2991 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8451 |
282
+ | 0.2067 | 0.4294 | 1085 | 0.3249 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8475 |
283
+ | 0.1562 | 0.4313 | 1090 | 0.3524 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8495 |
284
+ | 0.1449 | 0.4333 | 1095 | 0.3212 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8502 |
285
+ | 0.2139 | 0.4353 | 1100 | 0.2956 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8519 |
286
+ | 0.1584 | 0.4373 | 1105 | 0.3142 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8468 |
287
+ | 0.1884 | 0.4393 | 1110 | 0.3681 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.8453 |
288
+ | 0.1485 | 0.4412 | 1115 | 0.3284 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.8451 |
289
+ | 0.1679 | 0.4432 | 1120 | 0.3028 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8448 |
290
+ | 0.1472 | 0.4452 | 1125 | 0.3122 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8502 |
291
+ | 0.2616 | 0.4472 | 1130 | 0.3474 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
292
+ | 0.2173 | 0.4491 | 1135 | 0.3386 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8546 |
293
+ | 0.2084 | 0.4511 | 1140 | 0.3328 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8522 |
294
+ | 0.1569 | 0.4531 | 1145 | 0.3304 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8527 |
295
+ | 0.2011 | 0.4551 | 1150 | 0.3278 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8532 |
296
+ | 0.2245 | 0.4571 | 1155 | 0.3148 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8515 |
297
+ | 0.2149 | 0.4590 | 1160 | 0.3085 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8532 |
298
+ | 0.1635 | 0.4610 | 1165 | 0.3017 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8574 |
299
+ | 0.2701 | 0.4630 | 1170 | 0.3017 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8574 |
300
+ | 0.154 | 0.4650 | 1175 | 0.3111 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8571 |
301
+ | 0.1305 | 0.4670 | 1180 | 0.3244 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8593 |
302
+ | 0.1199 | 0.4689 | 1185 | 0.3112 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8586 |
303
+ | 0.1594 | 0.4709 | 1190 | 0.3232 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8583 |
304
+ | 0.2006 | 0.4729 | 1195 | 0.3201 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8596 |
305
+ | 0.241 | 0.4749 | 1200 | 0.3260 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8532 |
306
+ | 0.1544 | 0.4769 | 1205 | 0.3364 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8490 |
307
+ | 0.1993 | 0.4788 | 1210 | 0.3194 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8443 |
308
+ | 0.2995 | 0.4808 | 1215 | 0.3051 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8473 |
309
+ | 0.1518 | 0.4828 | 1220 | 0.3070 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8478 |
310
+ | 0.1909 | 0.4848 | 1225 | 0.3390 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8483 |
311
+ | 0.1817 | 0.4867 | 1230 | 0.3389 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8510 |
312
+ | 0.2411 | 0.4887 | 1235 | 0.3198 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8537 |
313
+ | 0.1182 | 0.4907 | 1240 | 0.3081 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
314
+ | 0.1952 | 0.4927 | 1245 | 0.3142 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8554 |
315
+ | 0.1814 | 0.4947 | 1250 | 0.3453 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8586 |
316
+ | 0.2119 | 0.4966 | 1255 | 0.3266 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8598 |
317
+ | 0.1998 | 0.4986 | 1260 | 0.3104 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8588 |
318
+ | 0.1725 | 0.5006 | 1265 | 0.3087 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8561 |
319
+ | 0.2262 | 0.5026 | 1270 | 0.3196 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8549 |
320
+ | 0.2123 | 0.5046 | 1275 | 0.3043 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8519 |
321
+ | 0.1981 | 0.5065 | 1280 | 0.2934 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8532 |
322
+ | 0.1699 | 0.5085 | 1285 | 0.2971 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8556 |
323
+ | 0.1694 | 0.5105 | 1290 | 0.3048 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8574 |
324
+ | 0.1819 | 0.5125 | 1295 | 0.3101 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8591 |
325
+ | 0.1496 | 0.5144 | 1300 | 0.3043 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8593 |
326
+ | 0.1215 | 0.5164 | 1305 | 0.3120 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8633 |
327
+ | 0.1274 | 0.5184 | 1310 | 0.3137 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8647 |
328
+ | 0.2365 | 0.5204 | 1315 | 0.3063 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8630 |
329
+ | 0.1468 | 0.5224 | 1320 | 0.2877 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8640 |
330
+ | 0.2423 | 0.5243 | 1325 | 0.2895 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8669 |
331
+ | 0.201 | 0.5263 | 1330 | 0.3008 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8697 |
332
+ | 0.1875 | 0.5283 | 1335 | 0.3212 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8736 |
333
+ | 0.2389 | 0.5303 | 1340 | 0.3243 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8728 |
334
+ | 0.1849 | 0.5323 | 1345 | 0.2962 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8701 |
335
+ | 0.2174 | 0.5342 | 1350 | 0.2862 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8687 |
336
+ | 0.1718 | 0.5362 | 1355 | 0.3080 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8662 |
337
+ | 0.1796 | 0.5382 | 1360 | 0.3437 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8625 |
338
+ | 0.1669 | 0.5402 | 1365 | 0.3327 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8569 |
339
+ | 0.1885 | 0.5421 | 1370 | 0.3073 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8542 |
340
+ | 0.1953 | 0.5441 | 1375 | 0.2983 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8534 |
341
+ | 0.1581 | 0.5461 | 1380 | 0.3058 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8515 |
342
+ | 0.1101 | 0.5481 | 1385 | 0.3163 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8510 |
343
+ | 0.1406 | 0.5501 | 1390 | 0.3280 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8529 |
344
+ | 0.207 | 0.5520 | 1395 | 0.3176 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8554 |
345
+ | 0.1514 | 0.5540 | 1400 | 0.3003 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8559 |
346
+ | 0.1946 | 0.5560 | 1405 | 0.3038 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8561 |
347
+ | 0.1833 | 0.5580 | 1410 | 0.3171 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8542 |
348
+ | 0.1427 | 0.5600 | 1415 | 0.3279 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8505 |
349
+ | 0.1781 | 0.5619 | 1420 | 0.3394 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8487 |
350
+ | 0.2148 | 0.5639 | 1425 | 0.3411 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8468 |
351
+ | 0.2962 | 0.5659 | 1430 | 0.3162 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8478 |
352
+ | 0.2215 | 0.5679 | 1435 | 0.2992 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8483 |
353
+ | 0.2125 | 0.5698 | 1440 | 0.3159 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8500 |
354
+ | 0.192 | 0.5718 | 1445 | 0.3254 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8480 |
355
+ | 0.2133 | 0.5738 | 1450 | 0.3170 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8458 |
356
+ | 0.2072 | 0.5758 | 1455 | 0.3177 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8480 |
357
+ | 0.1854 | 0.5778 | 1460 | 0.3049 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8502 |
358
+ | 0.1541 | 0.5797 | 1465 | 0.3148 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8512 |
359
+ | 0.1773 | 0.5817 | 1470 | 0.3208 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
360
+ | 0.1723 | 0.5837 | 1475 | 0.3148 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8556 |
361
+ | 0.2402 | 0.5857 | 1480 | 0.3066 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8561 |
362
+ | 0.1594 | 0.5877 | 1485 | 0.3022 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8598 |
363
+ | 0.2017 | 0.5896 | 1490 | 0.3124 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8603 |
364
+ | 0.1636 | 0.5916 | 1495 | 0.3328 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8620 |
365
+ | 0.154 | 0.5936 | 1500 | 0.3318 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8633 |
366
+ | 0.1664 | 0.5956 | 1505 | 0.3029 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8645 |
367
+ | 0.1935 | 0.5975 | 1510 | 0.2980 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8610 |
368
+ | 0.1244 | 0.5995 | 1515 | 0.3066 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8574 |
369
+ | 0.1265 | 0.6015 | 1520 | 0.3210 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8566 |
370
+ | 0.1666 | 0.6035 | 1525 | 0.3236 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8581 |
371
+ | 0.2179 | 0.6055 | 1530 | 0.3149 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8608 |
372
+ | 0.1604 | 0.6074 | 1535 | 0.2990 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8610 |
373
+ | 0.1859 | 0.6094 | 1540 | 0.3000 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8576 |
374
+ | 0.1632 | 0.6114 | 1545 | 0.3030 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8618 |
375
+ | 0.1629 | 0.6134 | 1550 | 0.3008 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8628 |
376
+ | 0.1621 | 0.6154 | 1555 | 0.3028 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8615 |
377
+ | 0.1784 | 0.6173 | 1560 | 0.3043 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8633 |
378
+ | 0.1253 | 0.6193 | 1565 | 0.3204 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8628 |
379
+ | 0.3087 | 0.6213 | 1570 | 0.3219 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8640 |
380
+ | 0.2167 | 0.6233 | 1575 | 0.3031 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8596 |
381
+ | 0.1726 | 0.6252 | 1580 | 0.2937 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8596 |
382
+ | 0.0975 | 0.6272 | 1585 | 0.2997 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8598 |
383
+ | 0.1441 | 0.6292 | 1590 | 0.3050 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8596 |
384
+ | 0.1994 | 0.6312 | 1595 | 0.3048 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8603 |
385
+ | 0.174 | 0.6332 | 1600 | 0.2971 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8566 |
386
+ | 0.1615 | 0.6351 | 1605 | 0.2968 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8583 |
387
+ | 0.2045 | 0.6371 | 1610 | 0.3076 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8581 |
388
+ | 0.2123 | 0.6391 | 1615 | 0.2998 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8596 |
389
+ | 0.1759 | 0.6411 | 1620 | 0.2925 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
390
+ | 0.137 | 0.6431 | 1625 | 0.3001 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
391
+ | 0.1516 | 0.6450 | 1630 | 0.3101 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
392
+ | 0.1934 | 0.6470 | 1635 | 0.3146 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
393
+ | 0.222 | 0.6490 | 1640 | 0.3115 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
394
+ | 0.1723 | 0.6510 | 1645 | 0.2986 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8527 |
395
+ | 0.1717 | 0.6529 | 1650 | 0.2956 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8529 |
396
+ | 0.1648 | 0.6549 | 1655 | 0.3013 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8515 |
397
+ | 0.1169 | 0.6569 | 1660 | 0.3105 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8515 |
398
+ | 0.1116 | 0.6589 | 1665 | 0.3048 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
399
+ | 0.1587 | 0.6609 | 1670 | 0.3035 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
400
+ | 0.1542 | 0.6628 | 1675 | 0.3054 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8569 |
401
+ | 0.2056 | 0.6648 | 1680 | 0.3051 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8588 |
402
+ | 0.1623 | 0.6668 | 1685 | 0.3090 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8596 |
403
+ | 0.1749 | 0.6688 | 1690 | 0.3148 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8601 |
404
+ | 0.27 | 0.6708 | 1695 | 0.3151 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8586 |
405
+ | 0.1588 | 0.6727 | 1700 | 0.3036 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8574 |
406
+ | 0.158 | 0.6747 | 1705 | 0.3023 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8566 |
407
+ | 0.1364 | 0.6767 | 1710 | 0.3053 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8566 |
408
+ | 0.1802 | 0.6787 | 1715 | 0.3034 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8571 |
409
+ | 0.2141 | 0.6806 | 1720 | 0.3042 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8566 |
410
+ | 0.1845 | 0.6826 | 1725 | 0.2992 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8588 |
411
+ | 0.1677 | 0.6846 | 1730 | 0.3014 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8598 |
412
+ | 0.1163 | 0.6866 | 1735 | 0.3155 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8596 |
413
+ | 0.1423 | 0.6886 | 1740 | 0.3161 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8603 |
414
+ | 0.1427 | 0.6905 | 1745 | 0.3088 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8593 |
415
+ | 0.2051 | 0.6925 | 1750 | 0.2985 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8610 |
416
+ | 0.0986 | 0.6945 | 1755 | 0.2973 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8603 |
417
+ | 0.1767 | 0.6965 | 1760 | 0.3121 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8591 |
418
+ | 0.1489 | 0.6985 | 1765 | 0.3171 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8588 |
419
+ | 0.1785 | 0.7004 | 1770 | 0.3090 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8574 |
420
+ | 0.2541 | 0.7024 | 1775 | 0.3116 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8576 |
421
+ | 0.1767 | 0.7044 | 1780 | 0.3172 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8591 |
422
+ | 0.164 | 0.7064 | 1785 | 0.3163 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8596 |
423
+ | 0.1358 | 0.7083 | 1790 | 0.3132 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8566 |
424
+ | 0.1469 | 0.7103 | 1795 | 0.3172 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8551 |
425
+ | 0.2433 | 0.7123 | 1800 | 0.3213 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8529 |
426
+ | 0.1415 | 0.7143 | 1805 | 0.3176 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8534 |
427
+ | 0.1764 | 0.7163 | 1810 | 0.3198 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8519 |
428
+ | 0.1719 | 0.7182 | 1815 | 0.3209 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8529 |
429
+ | 0.163 | 0.7202 | 1820 | 0.3146 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8515 |
430
+ | 0.1381 | 0.7222 | 1825 | 0.3129 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8527 |
431
+ | 0.1919 | 0.7242 | 1830 | 0.3202 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
432
+ | 0.1592 | 0.7262 | 1835 | 0.3219 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8559 |
433
+ | 0.1519 | 0.7281 | 1840 | 0.3194 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8551 |
434
+ | 0.1467 | 0.7301 | 1845 | 0.3165 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8529 |
435
+ | 0.2076 | 0.7321 | 1850 | 0.3229 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
436
+ | 0.2 | 0.7341 | 1855 | 0.3237 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8500 |
437
+ | 0.176 | 0.7361 | 1860 | 0.3225 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8515 |
438
+ | 0.1667 | 0.7380 | 1865 | 0.3249 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8524 |
439
+ | 0.0992 | 0.7400 | 1870 | 0.3236 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8524 |
440
+ | 0.1375 | 0.7420 | 1875 | 0.3251 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
441
+ | 0.2045 | 0.7440 | 1880 | 0.3209 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8537 |
442
+ | 0.1933 | 0.7459 | 1885 | 0.3122 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8554 |
443
+ | 0.1511 | 0.7479 | 1890 | 0.3090 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8564 |
444
+ | 0.1344 | 0.7499 | 1895 | 0.3082 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8569 |
445
+ | 0.1948 | 0.7519 | 1900 | 0.3111 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8564 |
446
+ | 0.1065 | 0.7539 | 1905 | 0.3176 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8574 |
447
+ | 0.1941 | 0.7558 | 1910 | 0.3239 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8559 |
448
+ | 0.1329 | 0.7578 | 1915 | 0.3196 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8564 |
449
+ | 0.1283 | 0.7598 | 1920 | 0.3164 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8532 |
450
+ | 0.1865 | 0.7618 | 1925 | 0.3102 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8527 |
451
+ | 0.2078 | 0.7638 | 1930 | 0.3114 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8519 |
452
+ | 0.1534 | 0.7657 | 1935 | 0.3184 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8512 |
453
+ | 0.1253 | 0.7677 | 1940 | 0.3240 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8537 |
454
+ | 0.1569 | 0.7697 | 1945 | 0.3233 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8529 |
455
+ | 0.1068 | 0.7717 | 1950 | 0.3193 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8529 |
456
+ | 0.1718 | 0.7736 | 1955 | 0.3107 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8527 |
457
+ | 0.1505 | 0.7756 | 1960 | 0.3083 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8529 |
458
+ | 0.161 | 0.7776 | 1965 | 0.3104 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8522 |
459
+ | 0.2034 | 0.7796 | 1970 | 0.3115 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8532 |
460
+ | 0.1789 | 0.7816 | 1975 | 0.3139 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8564 |
461
+ | 0.1659 | 0.7835 | 1980 | 0.3222 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
462
+ | 0.0946 | 0.7855 | 1985 | 0.3160 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
463
+ | 0.2298 | 0.7875 | 1990 | 0.3103 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
464
+ | 0.1596 | 0.7895 | 1995 | 0.3024 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
465
+ | 0.1172 | 0.7915 | 2000 | 0.2993 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8512 |
466
+ | 0.1486 | 0.7934 | 2005 | 0.3000 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8524 |
467
+ | 0.1898 | 0.7954 | 2010 | 0.3023 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8517 |
468
+ | 0.1056 | 0.7974 | 2015 | 0.3045 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8524 |
469
+ | 0.1373 | 0.7994 | 2020 | 0.3100 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8532 |
470
+ | 0.1265 | 0.8013 | 2025 | 0.3187 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
471
+ | 0.0622 | 0.8033 | 2030 | 0.3220 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8569 |
472
+ | 0.2048 | 0.8053 | 2035 | 0.3185 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8574 |
473
+ | 0.124 | 0.8073 | 2040 | 0.3145 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8551 |
474
+ | 0.1599 | 0.8093 | 2045 | 0.3175 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8539 |
475
+ | 0.1553 | 0.8112 | 2050 | 0.3189 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8534 |
476
+ | 0.1805 | 0.8132 | 2055 | 0.3207 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8554 |
477
+ | 0.212 | 0.8152 | 2060 | 0.3229 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8574 |
478
+ | 0.124 | 0.8172 | 2065 | 0.3180 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
479
+ | 0.1447 | 0.8192 | 2070 | 0.3161 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8564 |
480
+ | 0.1486 | 0.8211 | 2075 | 0.3150 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
481
+ | 0.2164 | 0.8231 | 2080 | 0.3130 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8537 |
482
+ | 0.143 | 0.8251 | 2085 | 0.3113 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
483
+ | 0.2189 | 0.8271 | 2090 | 0.3107 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8512 |
484
+ | 0.1814 | 0.8290 | 2095 | 0.3048 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8524 |
485
+ | 0.1414 | 0.8310 | 2100 | 0.3076 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8510 |
486
+ | 0.2166 | 0.8330 | 2105 | 0.3079 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
487
+ | 0.2751 | 0.8350 | 2110 | 0.3129 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
488
+ | 0.0929 | 0.8370 | 2115 | 0.3176 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8524 |
489
+ | 0.1919 | 0.8389 | 2120 | 0.3186 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8512 |
490
+ | 0.1255 | 0.8409 | 2125 | 0.3197 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8554 |
491
+ | 0.2044 | 0.8429 | 2130 | 0.3211 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
492
+ | 0.1896 | 0.8449 | 2135 | 0.3207 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
493
+ | 0.1822 | 0.8469 | 2140 | 0.3179 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
494
+ | 0.2928 | 0.8488 | 2145 | 0.3130 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
495
+ | 0.1669 | 0.8508 | 2150 | 0.3068 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8515 |
496
+ | 0.2464 | 0.8528 | 2155 | 0.3047 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8522 |
497
+ | 0.2052 | 0.8548 | 2160 | 0.3035 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8510 |
498
+ | 0.1371 | 0.8567 | 2165 | 0.3031 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8554 |
499
+ | 0.1304 | 0.8587 | 2170 | 0.3055 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8532 |
500
+ | 0.1441 | 0.8607 | 2175 | 0.3090 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8542 |
501
+ | 0.1254 | 0.8627 | 2180 | 0.3127 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
502
+ | 0.1487 | 0.8647 | 2185 | 0.3148 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
503
+ | 0.1137 | 0.8666 | 2190 | 0.3144 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8554 |
504
+ | 0.1571 | 0.8686 | 2195 | 0.3167 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
505
+ | 0.1294 | 0.8706 | 2200 | 0.3166 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8566 |
506
+ | 0.1529 | 0.8726 | 2205 | 0.3154 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
507
+ | 0.1224 | 0.8746 | 2210 | 0.3156 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
508
+ | 0.1599 | 0.8765 | 2215 | 0.3140 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8569 |
509
+ | 0.2002 | 0.8785 | 2220 | 0.3159 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8537 |
510
+ | 0.1227 | 0.8805 | 2225 | 0.3164 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8549 |
511
+ | 0.1461 | 0.8825 | 2230 | 0.3152 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
512
+ | 0.2303 | 0.8844 | 2235 | 0.3167 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8551 |
513
+ | 0.0977 | 0.8864 | 2240 | 0.3149 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8556 |
514
+ | 0.1516 | 0.8884 | 2245 | 0.3139 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8566 |
515
+ | 0.188 | 0.8904 | 2250 | 0.3136 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8551 |
516
+ | 0.2878 | 0.8924 | 2255 | 0.3143 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
517
+ | 0.1907 | 0.8943 | 2260 | 0.3129 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8549 |
518
+ | 0.1502 | 0.8963 | 2265 | 0.3137 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8546 |
519
+ | 0.1483 | 0.8983 | 2270 | 0.3139 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8546 |
520
+ | 0.2176 | 0.9003 | 2275 | 0.3147 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8556 |
521
+ | 0.2037 | 0.9023 | 2280 | 0.3159 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
522
+ | 0.1778 | 0.9042 | 2285 | 0.3152 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8559 |
523
+ | 0.2564 | 0.9062 | 2290 | 0.3160 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
524
+ | 0.1507 | 0.9082 | 2295 | 0.3159 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8556 |
525
+ | 0.1673 | 0.9102 | 2300 | 0.3154 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8554 |
526
+ | 0.2277 | 0.9121 | 2305 | 0.3154 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
527
+ | 0.1084 | 0.9141 | 2310 | 0.3131 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
528
+ | 0.1546 | 0.9161 | 2315 | 0.3142 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
529
+ | 0.1406 | 0.9181 | 2320 | 0.3142 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
530
+ | 0.2154 | 0.9201 | 2325 | 0.3136 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
531
+ | 0.2028 | 0.9220 | 2330 | 0.3141 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
532
+ | 0.1785 | 0.9240 | 2335 | 0.3141 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8529 |
533
+ | 0.1516 | 0.9260 | 2340 | 0.3137 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
534
+ | 0.1029 | 0.9280 | 2345 | 0.3139 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
535
+ | 0.1734 | 0.9300 | 2350 | 0.3138 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
536
+ | 0.143 | 0.9319 | 2355 | 0.3134 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8532 |
537
+ | 0.1323 | 0.9339 | 2360 | 0.3131 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
538
+ | 0.1156 | 0.9359 | 2365 | 0.3145 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
539
+ | 0.193 | 0.9379 | 2370 | 0.3121 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
540
+ | 0.2156 | 0.9398 | 2375 | 0.3132 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
541
+ | 0.0938 | 0.9418 | 2380 | 0.3131 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
542
+ | 0.138 | 0.9438 | 2385 | 0.3145 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
543
+ | 0.1452 | 0.9458 | 2390 | 0.3157 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
544
+ | 0.0962 | 0.9478 | 2395 | 0.3149 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
545
+ | 0.1677 | 0.9497 | 2400 | 0.3152 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
546
+ | 0.2062 | 0.9517 | 2405 | 0.3144 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
547
+ | 0.0949 | 0.9537 | 2410 | 0.3155 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
548
+ | 0.122 | 0.9557 | 2415 | 0.3149 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
549
+ | 0.2095 | 0.9577 | 2420 | 0.3150 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8534 |
550
+ | 0.1147 | 0.9596 | 2425 | 0.3143 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
551
+ | 0.1699 | 0.9616 | 2430 | 0.3141 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
552
+ | 0.2087 | 0.9636 | 2435 | 0.3124 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8556 |
553
+ | 0.1735 | 0.9656 | 2440 | 0.3141 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
554
+ | 0.1382 | 0.9676 | 2445 | 0.3142 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
555
+ | 0.1773 | 0.9695 | 2450 | 0.3142 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8556 |
556
+ | 0.0783 | 0.9715 | 2455 | 0.3150 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8537 |
557
+ | 0.174 | 0.9735 | 2460 | 0.3148 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
558
+ | 0.1226 | 0.9755 | 2465 | 0.3142 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
559
+ | 0.1486 | 0.9774 | 2470 | 0.3144 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8549 |
560
+ | 0.1159 | 0.9794 | 2475 | 0.3131 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8551 |
561
+ | 0.0905 | 0.9814 | 2480 | 0.3152 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8529 |
562
+ | 0.2012 | 0.9834 | 2485 | 0.3145 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8539 |
563
+ | 0.173 | 0.9854 | 2490 | 0.3147 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8532 |
564
+ | 0.1925 | 0.9873 | 2495 | 0.3139 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8546 |
565
+ | 0.1533 | 0.9893 | 2500 | 0.3141 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
566
+ | 0.1685 | 0.9913 | 2505 | 0.3131 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8566 |
567
+ | 0.1471 | 0.9933 | 2510 | 0.3147 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8542 |
568
+ | 0.1645 | 0.9953 | 2515 | 0.3146 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8554 |
569
+ | 0.1341 | 0.9972 | 2520 | 0.3129 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8566 |
570
+ | 0.1946 | 0.9992 | 2525 | 0.3134 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8544 |
571
+
572
+
573
+ ### Framework versions
574
+
575
+ - PEFT 0.12.0
576
+ - Transformers 4.46.0
577
+ - Pytorch 2.4.0+cu118
578
+ - Datasets 3.0.0
579
+ - Tokenizers 0.20.1