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| 1 |
+
---
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| 2 |
+
base_model: Daewon0808/prm800k_llama_fulltune
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| 3 |
+
library_name: peft
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| 4 |
+
license: llama3.1
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| 5 |
+
tags:
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| 6 |
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- generated_from_trainer
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| 7 |
+
model-index:
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| 8 |
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- name: sciqqa_noaugs_llama_lora
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| 9 |
+
results: []
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| 10 |
+
---
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| 11 |
+
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| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 13 |
+
should probably proofread and complete it, then remove this comment. -->
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| 14 |
+
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| 15 |
+
# sciqqa_noaugs_llama_lora
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| 16 |
+
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| 17 |
+
This model is a fine-tuned version of [Daewon0808/prm800k_llama_fulltune](https://huggingface.co/Daewon0808/prm800k_llama_fulltune) on an unknown dataset.
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| 18 |
+
It achieves the following results on the evaluation set:
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| 19 |
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- Loss: 0.1472
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| 20 |
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- Prm accuracy: 0.9127
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| 21 |
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- Prm precision: 0.9364
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| 22 |
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- Prm recall: 0.9626
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| 23 |
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- Prm specificty: 0.6316
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| 24 |
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- Prm npv: 0.75
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| 25 |
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- Prm f1: 0.9493
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| 26 |
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- Prm f1 neg: 0.6857
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| 27 |
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- Prm f1 auc: 0.7971
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| 28 |
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- Prm f1 auc (fixed): 0.9653
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| 29 |
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| 30 |
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## Model description
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| 31 |
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| 32 |
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More information needed
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## Intended uses & limitations
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| 35 |
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| 36 |
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More information needed
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| 37 |
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| 38 |
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## Training and evaluation data
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| 39 |
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| 40 |
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More information needed
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| 41 |
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| 42 |
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## Training procedure
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| 43 |
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| 44 |
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### Training hyperparameters
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| 45 |
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| 46 |
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The following hyperparameters were used during training:
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| 47 |
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- learning_rate: 0.0001
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| 48 |
+
- train_batch_size: 2
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| 49 |
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- eval_batch_size: 4
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| 50 |
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- seed: 908932403
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| 51 |
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- distributed_type: multi-GPU
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| 52 |
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- num_devices: 8
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| 53 |
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- gradient_accumulation_steps: 2
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| 54 |
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- total_train_batch_size: 32
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| 55 |
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- total_eval_batch_size: 32
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| 56 |
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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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| 57 |
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- lr_scheduler_type: cosine
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| 58 |
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- lr_scheduler_warmup_ratio: 0.1
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| 59 |
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- num_epochs: 1
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| 60 |
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| 61 |
+
### Training results
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| 62 |
+
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| 63 |
+
| 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) |
|
| 64 |
+
|:-------------:|:------:|:----:|:---------------:|:------------:|:-------------:|:----------:|:--------------:|:-------:|:------:|:----------:|:----------:|:------------------:|
|
| 65 |
+
| No log | 0 | 0 | 0.3535 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.5989 | 0.8195 |
|
| 66 |
+
| 0.3328 | 0.0038 | 5 | 0.3544 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.5989 | 0.8202 |
|
| 67 |
+
| 0.3139 | 0.0076 | 10 | 0.3526 | 0.8413 | 0.8783 | 0.9439 | 0.2632 | 0.4545 | 0.9099 | 0.3333 | 0.6035 | 0.8160 |
|
| 68 |
+
| 0.375 | 0.0113 | 15 | 0.3438 | 0.8413 | 0.8718 | 0.9533 | 0.2105 | 0.4444 | 0.9107 | 0.2857 | 0.5819 | 0.8224 |
|
| 69 |
+
| 0.2172 | 0.0151 | 20 | 0.3504 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.5649 | 0.8325 |
|
| 70 |
+
| 0.2049 | 0.0189 | 25 | 0.3833 | 0.8492 | 0.8548 | 0.9907 | 0.0526 | 0.5 | 0.9177 | 0.0952 | 0.5216 | 0.8478 |
|
| 71 |
+
| 0.3257 | 0.0227 | 30 | 0.3566 | 0.8413 | 0.8595 | 0.9720 | 0.1053 | 0.4 | 0.9123 | 0.1667 | 0.5386 | 0.8377 |
|
| 72 |
+
| 0.2205 | 0.0264 | 35 | 0.3307 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.5649 | 0.8308 |
|
| 73 |
+
| 0.2519 | 0.0302 | 40 | 0.3368 | 0.8492 | 0.8607 | 0.9813 | 0.1053 | 0.5 | 0.9170 | 0.1739 | 0.5433 | 0.8355 |
|
| 74 |
+
| 0.2338 | 0.0340 | 45 | 0.3614 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8362 |
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| 75 |
+
| 0.2385 | 0.0378 | 50 | 0.3127 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8460 |
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| 76 |
+
| 0.2242 | 0.0415 | 55 | 0.2820 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8623 |
|
| 77 |
+
| 0.2156 | 0.0453 | 60 | 0.3156 | 0.8571 | 0.8618 | 0.9907 | 0.1053 | 0.6667 | 0.9217 | 0.1818 | 0.5480 | 0.8829 |
|
| 78 |
+
| 0.2999 | 0.0491 | 65 | 0.3628 | 0.8651 | 0.8629 | 1.0 | 0.1053 | 1.0 | 0.9264 | 0.1905 | 0.5526 | 0.8901 |
|
| 79 |
+
| 0.2272 | 0.0529 | 70 | 0.2806 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.8785 |
|
| 80 |
+
| 0.2181 | 0.0566 | 75 | 0.2671 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8910 |
|
| 81 |
+
| 0.1718 | 0.0604 | 80 | 0.2746 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8987 |
|
| 82 |
+
| 0.166 | 0.0642 | 85 | 0.2832 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8851 |
|
| 83 |
+
| 0.2396 | 0.0680 | 90 | 0.2847 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.8760 |
|
| 84 |
+
| 0.159 | 0.0717 | 95 | 0.2758 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8918 |
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| 85 |
+
| 0.218 | 0.0755 | 100 | 0.3285 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.8997 |
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| 86 |
+
| 0.1849 | 0.0793 | 105 | 0.2451 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.9196 |
|
| 87 |
+
| 0.218 | 0.0831 | 110 | 0.2453 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9142 |
|
| 88 |
+
| 0.1904 | 0.0868 | 115 | 0.2721 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.9097 |
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| 89 |
+
| 0.1325 | 0.0906 | 120 | 0.2901 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.8938 |
|
| 90 |
+
| 0.1312 | 0.0944 | 125 | 0.2664 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8977 |
|
| 91 |
+
| 0.2058 | 0.0982 | 130 | 0.2557 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.6655 | 0.9120 |
|
| 92 |
+
| 0.094 | 0.1019 | 135 | 0.3045 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.6176 | 0.9139 |
|
| 93 |
+
| 0.0851 | 0.1057 | 140 | 0.2504 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.9154 |
|
| 94 |
+
| 0.269 | 0.1095 | 145 | 0.2434 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.9156 |
|
| 95 |
+
| 0.1326 | 0.1133 | 150 | 0.2458 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.9164 |
|
| 96 |
+
| 0.1725 | 0.1170 | 155 | 0.2634 | 0.8651 | 0.8689 | 0.9907 | 0.1579 | 0.75 | 0.9258 | 0.2609 | 0.5743 | 0.9186 |
|
| 97 |
+
| 0.1548 | 0.1208 | 160 | 0.2368 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.9196 |
|
| 98 |
+
| 0.1057 | 0.1246 | 165 | 0.2501 | 0.9048 | 0.9204 | 0.9720 | 0.5263 | 0.7692 | 0.9455 | 0.625 | 0.7491 | 0.9144 |
|
| 99 |
+
| 0.064 | 0.1284 | 170 | 0.2487 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9127 |
|
| 100 |
+
| 0.1817 | 0.1321 | 175 | 0.2658 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.9112 |
|
| 101 |
+
| 0.1152 | 0.1359 | 180 | 0.2613 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.9001 |
|
| 102 |
+
| 0.0887 | 0.1397 | 185 | 0.2633 | 0.8571 | 0.8803 | 0.9626 | 0.2632 | 0.5556 | 0.9196 | 0.3571 | 0.6129 | 0.9058 |
|
| 103 |
+
| 0.0815 | 0.1435 | 190 | 0.2483 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.9166 |
|
| 104 |
+
| 0.1135 | 0.1472 | 195 | 0.2790 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.9166 |
|
| 105 |
+
| 0.133 | 0.1510 | 200 | 0.2879 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.9137 |
|
| 106 |
+
| 0.2139 | 0.1548 | 205 | 0.2979 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.9144 |
|
| 107 |
+
| 0.1917 | 0.1586 | 210 | 0.2744 | 0.8651 | 0.8814 | 0.9720 | 0.2632 | 0.625 | 0.9244 | 0.3704 | 0.6176 | 0.9154 |
|
| 108 |
+
| 0.1653 | 0.1623 | 215 | 0.2709 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9156 |
|
| 109 |
+
| 0.172 | 0.1661 | 220 | 0.2612 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.9213 |
|
| 110 |
+
| 0.2033 | 0.1699 | 225 | 0.2521 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.9218 |
|
| 111 |
+
| 0.154 | 0.1737 | 230 | 0.2831 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.9095 |
|
| 112 |
+
| 0.082 | 0.1774 | 235 | 0.2823 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.9048 |
|
| 113 |
+
| 0.2339 | 0.1812 | 240 | 0.2823 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.9063 |
|
| 114 |
+
| 0.067 | 0.1850 | 245 | 0.2531 | 0.8730 | 0.9252 | 0.9252 | 0.5789 | 0.5789 | 0.9252 | 0.5789 | 0.7521 | 0.9097 |
|
| 115 |
+
| 0.1571 | 0.1888 | 250 | 0.2622 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9127 |
|
| 116 |
+
| 0.1248 | 0.1925 | 255 | 0.2788 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.9092 |
|
| 117 |
+
| 0.1479 | 0.1963 | 260 | 0.2751 | 0.8413 | 0.9223 | 0.8879 | 0.5789 | 0.4783 | 0.9048 | 0.5238 | 0.7334 | 0.8957 |
|
| 118 |
+
| 0.1505 | 0.2001 | 265 | 0.2907 | 0.8413 | 0.9065 | 0.9065 | 0.4737 | 0.4737 | 0.9065 | 0.4737 | 0.6901 | 0.8849 |
|
| 119 |
+
| 0.1007 | 0.2039 | 270 | 0.2753 | 0.8492 | 0.9 | 0.9252 | 0.4211 | 0.5 | 0.9124 | 0.4571 | 0.6731 | 0.8977 |
|
| 120 |
+
| 0.1106 | 0.2076 | 275 | 0.2560 | 0.8810 | 0.9340 | 0.9252 | 0.6316 | 0.6 | 0.9296 | 0.6154 | 0.7784 | 0.9083 |
|
| 121 |
+
| 0.1668 | 0.2114 | 280 | 0.2426 | 0.8810 | 0.9340 | 0.9252 | 0.6316 | 0.6 | 0.9296 | 0.6154 | 0.7784 | 0.9137 |
|
| 122 |
+
| 0.1225 | 0.2152 | 285 | 0.2420 | 0.8810 | 0.9340 | 0.9252 | 0.6316 | 0.6 | 0.9296 | 0.6154 | 0.7784 | 0.9061 |
|
| 123 |
+
| 0.1254 | 0.2190 | 290 | 0.2428 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9056 |
|
| 124 |
+
| 0.1312 | 0.2227 | 295 | 0.2397 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9139 |
|
| 125 |
+
| 0.1072 | 0.2265 | 300 | 0.2506 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.9092 |
|
| 126 |
+
| 0.0867 | 0.2303 | 305 | 0.2505 | 0.8889 | 0.9189 | 0.9533 | 0.5263 | 0.6667 | 0.9358 | 0.5882 | 0.7398 | 0.9088 |
|
| 127 |
+
| 0.0724 | 0.2341 | 310 | 0.2786 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.9073 |
|
| 128 |
+
| 0.0652 | 0.2378 | 315 | 0.2687 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9137 |
|
| 129 |
+
| 0.1312 | 0.2416 | 320 | 0.2643 | 0.8810 | 0.9340 | 0.9252 | 0.6316 | 0.6 | 0.9296 | 0.6154 | 0.7784 | 0.9124 |
|
| 130 |
+
| 0.1099 | 0.2454 | 325 | 0.2628 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.9183 |
|
| 131 |
+
| 0.1619 | 0.2492 | 330 | 0.2544 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.9274 |
|
| 132 |
+
| 0.102 | 0.2529 | 335 | 0.2188 | 0.8889 | 0.9515 | 0.9159 | 0.7368 | 0.6087 | 0.9333 | 0.6667 | 0.8264 | 0.9306 |
|
| 133 |
+
| 0.1485 | 0.2567 | 340 | 0.2155 | 0.8968 | 0.9519 | 0.9252 | 0.7368 | 0.6364 | 0.9384 | 0.6829 | 0.8310 | 0.9397 |
|
| 134 |
+
| 0.1597 | 0.2605 | 345 | 0.2593 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.9469 |
|
| 135 |
+
| 0.1184 | 0.2643 | 350 | 0.2033 | 0.8968 | 0.9273 | 0.9533 | 0.5789 | 0.6875 | 0.9401 | 0.6286 | 0.7661 | 0.9511 |
|
| 136 |
+
| 0.1541 | 0.2680 | 355 | 0.2162 | 0.8571 | 0.8938 | 0.9439 | 0.3684 | 0.5385 | 0.9182 | 0.4375 | 0.6562 | 0.9429 |
|
| 137 |
+
| 0.1596 | 0.2718 | 360 | 0.2390 | 0.8730 | 0.8889 | 0.9720 | 0.3158 | 0.6667 | 0.9286 | 0.4286 | 0.6439 | 0.9375 |
|
| 138 |
+
| 0.0735 | 0.2756 | 365 | 0.1968 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9417 |
|
| 139 |
+
| 0.1558 | 0.2794 | 370 | 0.2021 | 0.8889 | 0.9429 | 0.9252 | 0.6842 | 0.6190 | 0.9340 | 0.65 | 0.8047 | 0.9405 |
|
| 140 |
+
| 0.126 | 0.2831 | 375 | 0.2101 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9375 |
|
| 141 |
+
| 0.107 | 0.2869 | 380 | 0.2047 | 0.8968 | 0.9434 | 0.9346 | 0.6842 | 0.65 | 0.9390 | 0.6667 | 0.8094 | 0.9412 |
|
| 142 |
+
| 0.141 | 0.2907 | 385 | 0.1959 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9429 |
|
| 143 |
+
| 0.0626 | 0.2945 | 390 | 0.1993 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.9405 |
|
| 144 |
+
| 0.102 | 0.2982 | 395 | 0.1938 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9484 |
|
| 145 |
+
| 0.0902 | 0.3020 | 400 | 0.2072 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9496 |
|
| 146 |
+
| 0.1481 | 0.3058 | 405 | 0.1849 | 0.8968 | 0.9434 | 0.9346 | 0.6842 | 0.65 | 0.9390 | 0.6667 | 0.8094 | 0.9535 |
|
| 147 |
+
| 0.0708 | 0.3096 | 410 | 0.1873 | 0.9286 | 0.99 | 0.9252 | 0.9474 | 0.6923 | 0.9565 | 0.8 | 0.9363 | 0.9547 |
|
| 148 |
+
| 0.0674 | 0.3133 | 415 | 0.1972 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9442 |
|
| 149 |
+
| 0.127 | 0.3171 | 420 | 0.1969 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9456 |
|
| 150 |
+
| 0.0974 | 0.3209 | 425 | 0.1775 | 0.9127 | 0.9706 | 0.9252 | 0.8421 | 0.6667 | 0.9474 | 0.7442 | 0.8837 | 0.9520 |
|
| 151 |
+
| 0.0755 | 0.3247 | 430 | 0.1804 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9525 |
|
| 152 |
+
| 0.0827 | 0.3284 | 435 | 0.1958 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.9513 |
|
| 153 |
+
| 0.1017 | 0.3322 | 440 | 0.1831 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9498 |
|
| 154 |
+
| 0.1285 | 0.3360 | 445 | 0.1775 | 0.8889 | 0.9429 | 0.9252 | 0.6842 | 0.6190 | 0.9340 | 0.65 | 0.8047 | 0.9508 |
|
| 155 |
+
| 0.1479 | 0.3398 | 450 | 0.1726 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.9538 |
|
| 156 |
+
| 0.1136 | 0.3435 | 455 | 0.1952 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9533 |
|
| 157 |
+
| 0.1274 | 0.3473 | 460 | 0.1664 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9602 |
|
| 158 |
+
| 0.1065 | 0.3511 | 465 | 0.1619 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9658 |
|
| 159 |
+
| 0.0507 | 0.3549 | 470 | 0.1597 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9670 |
|
| 160 |
+
| 0.1417 | 0.3586 | 475 | 0.1675 | 0.8889 | 0.9189 | 0.9533 | 0.5263 | 0.6667 | 0.9358 | 0.5882 | 0.7398 | 0.9643 |
|
| 161 |
+
| 0.0947 | 0.3624 | 480 | 0.1604 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9651 |
|
| 162 |
+
| 0.1216 | 0.3662 | 485 | 0.1596 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9651 |
|
| 163 |
+
| 0.0979 | 0.3700 | 490 | 0.1581 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9668 |
|
| 164 |
+
| 0.0764 | 0.3737 | 495 | 0.1578 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9673 |
|
| 165 |
+
| 0.1232 | 0.3775 | 500 | 0.1794 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9643 |
|
| 166 |
+
| 0.1159 | 0.3813 | 505 | 0.1724 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9570 |
|
| 167 |
+
| 0.1331 | 0.3851 | 510 | 0.1781 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9523 |
|
| 168 |
+
| 0.1576 | 0.3888 | 515 | 0.1919 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9511 |
|
| 169 |
+
| 0.1924 | 0.3926 | 520 | 0.1898 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9498 |
|
| 170 |
+
| 0.0823 | 0.3964 | 525 | 0.1968 | 0.9048 | 0.9612 | 0.9252 | 0.7895 | 0.6522 | 0.9429 | 0.7143 | 0.8574 | 0.9484 |
|
| 171 |
+
| 0.0995 | 0.4002 | 530 | 0.2065 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9469 |
|
| 172 |
+
| 0.0421 | 0.4039 | 535 | 0.2086 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9491 |
|
| 173 |
+
| 0.0818 | 0.4077 | 540 | 0.2006 | 0.8968 | 0.9434 | 0.9346 | 0.6842 | 0.65 | 0.9390 | 0.6667 | 0.8094 | 0.9511 |
|
| 174 |
+
| 0.1179 | 0.4115 | 545 | 0.1960 | 0.8968 | 0.9434 | 0.9346 | 0.6842 | 0.65 | 0.9390 | 0.6667 | 0.8094 | 0.9491 |
|
| 175 |
+
| 0.1114 | 0.4153 | 550 | 0.2115 | 0.8968 | 0.9273 | 0.9533 | 0.5789 | 0.6875 | 0.9401 | 0.6286 | 0.7661 | 0.9464 |
|
| 176 |
+
| 0.1148 | 0.4190 | 555 | 0.2243 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9437 |
|
| 177 |
+
| 0.0433 | 0.4228 | 560 | 0.2189 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9422 |
|
| 178 |
+
| 0.125 | 0.4266 | 565 | 0.2168 | 0.8810 | 0.9340 | 0.9252 | 0.6316 | 0.6 | 0.9296 | 0.6154 | 0.7784 | 0.9405 |
|
| 179 |
+
| 0.0984 | 0.4304 | 570 | 0.2065 | 0.8730 | 0.9333 | 0.9159 | 0.6316 | 0.5714 | 0.9245 | 0.6 | 0.7737 | 0.9380 |
|
| 180 |
+
| 0.158 | 0.4341 | 575 | 0.2048 | 0.8810 | 0.9423 | 0.9159 | 0.6842 | 0.5909 | 0.9289 | 0.6341 | 0.8000 | 0.9356 |
|
| 181 |
+
| 0.1386 | 0.4379 | 580 | 0.2135 | 0.8810 | 0.9340 | 0.9252 | 0.6316 | 0.6 | 0.9296 | 0.6154 | 0.7784 | 0.9306 |
|
| 182 |
+
| 0.0898 | 0.4417 | 585 | 0.2219 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.9331 |
|
| 183 |
+
| 0.1216 | 0.4455 | 590 | 0.2122 | 0.8968 | 0.9519 | 0.9252 | 0.7368 | 0.6364 | 0.9384 | 0.6829 | 0.8310 | 0.9356 |
|
| 184 |
+
| 0.0644 | 0.4492 | 595 | 0.2139 | 0.8889 | 0.9346 | 0.9346 | 0.6316 | 0.6316 | 0.9346 | 0.6316 | 0.7831 | 0.9400 |
|
| 185 |
+
| 0.097 | 0.4530 | 600 | 0.2089 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9484 |
|
| 186 |
+
| 0.1183 | 0.4568 | 605 | 0.1958 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9528 |
|
| 187 |
+
| 0.0851 | 0.4606 | 610 | 0.1928 | 0.9127 | 0.9444 | 0.9533 | 0.6842 | 0.7222 | 0.9488 | 0.7027 | 0.8187 | 0.9528 |
|
| 188 |
+
| 0.1627 | 0.4643 | 615 | 0.2013 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9508 |
|
| 189 |
+
| 0.0585 | 0.4681 | 620 | 0.2076 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9486 |
|
| 190 |
+
| 0.1332 | 0.4719 | 625 | 0.2182 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9515 |
|
| 191 |
+
| 0.1214 | 0.4757 | 630 | 0.2251 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.9511 |
|
| 192 |
+
| 0.1882 | 0.4794 | 635 | 0.2115 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9481 |
|
| 193 |
+
| 0.0529 | 0.4832 | 640 | 0.1852 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9481 |
|
| 194 |
+
| 0.1455 | 0.4870 | 645 | 0.1816 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.9506 |
|
| 195 |
+
| 0.0429 | 0.4908 | 650 | 0.1788 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9543 |
|
| 196 |
+
| 0.0726 | 0.4945 | 655 | 0.1764 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9584 |
|
| 197 |
+
| 0.1361 | 0.4983 | 660 | 0.1776 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9636 |
|
| 198 |
+
| 0.1765 | 0.5021 | 665 | 0.1727 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9666 |
|
| 199 |
+
| 0.1026 | 0.5059 | 670 | 0.1571 | 0.9127 | 0.9444 | 0.9533 | 0.6842 | 0.7222 | 0.9488 | 0.7027 | 0.8187 | 0.9668 |
|
| 200 |
+
| 0.115 | 0.5096 | 675 | 0.1594 | 0.8968 | 0.9434 | 0.9346 | 0.6842 | 0.65 | 0.9390 | 0.6667 | 0.8094 | 0.9666 |
|
| 201 |
+
| 0.0842 | 0.5134 | 680 | 0.1778 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.9636 |
|
| 202 |
+
| 0.087 | 0.5172 | 685 | 0.1745 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.9626 |
|
| 203 |
+
| 0.0934 | 0.5210 | 690 | 0.1644 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9611 |
|
| 204 |
+
| 0.0995 | 0.5247 | 695 | 0.1624 | 0.9206 | 0.9619 | 0.9439 | 0.7895 | 0.7143 | 0.9528 | 0.75 | 0.8667 | 0.9626 |
|
| 205 |
+
| 0.1695 | 0.5285 | 700 | 0.1615 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9614 |
|
| 206 |
+
| 0.0854 | 0.5323 | 705 | 0.1576 | 0.8968 | 0.9352 | 0.9439 | 0.6316 | 0.6667 | 0.9395 | 0.6486 | 0.7878 | 0.9616 |
|
| 207 |
+
| 0.1292 | 0.5361 | 710 | 0.1582 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9611 |
|
| 208 |
+
| 0.08 | 0.5398 | 715 | 0.1609 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9599 |
|
| 209 |
+
| 0.095 | 0.5436 | 720 | 0.1642 | 0.9206 | 0.9619 | 0.9439 | 0.7895 | 0.7143 | 0.9528 | 0.75 | 0.8667 | 0.9584 |
|
| 210 |
+
| 0.0972 | 0.5474 | 725 | 0.1703 | 0.9206 | 0.9709 | 0.9346 | 0.8421 | 0.6957 | 0.9524 | 0.7619 | 0.8883 | 0.9567 |
|
| 211 |
+
| 0.0595 | 0.5512 | 730 | 0.1770 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9597 |
|
| 212 |
+
| 0.079 | 0.5549 | 735 | 0.1840 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9582 |
|
| 213 |
+
| 0.082 | 0.5587 | 740 | 0.1893 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9584 |
|
| 214 |
+
| 0.1311 | 0.5625 | 745 | 0.1913 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.9606 |
|
| 215 |
+
| 0.0682 | 0.5663 | 750 | 0.1636 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9666 |
|
| 216 |
+
| 0.1597 | 0.5700 | 755 | 0.1570 | 0.9286 | 0.9712 | 0.9439 | 0.8421 | 0.7273 | 0.9573 | 0.7805 | 0.8930 | 0.9673 |
|
| 217 |
+
| 0.0498 | 0.5738 | 760 | 0.1601 | 0.9286 | 0.9712 | 0.9439 | 0.8421 | 0.7273 | 0.9573 | 0.7805 | 0.8930 | 0.9641 |
|
| 218 |
+
| 0.075 | 0.5776 | 765 | 0.1764 | 0.9048 | 0.9204 | 0.9720 | 0.5263 | 0.7692 | 0.9455 | 0.625 | 0.7491 | 0.9638 |
|
| 219 |
+
| 0.1459 | 0.5814 | 770 | 0.1904 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9616 |
|
| 220 |
+
| 0.1514 | 0.5851 | 775 | 0.1837 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9606 |
|
| 221 |
+
| 0.1923 | 0.5889 | 780 | 0.1733 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9592 |
|
| 222 |
+
| 0.0993 | 0.5927 | 785 | 0.1634 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9587 |
|
| 223 |
+
| 0.1239 | 0.5965 | 790 | 0.1659 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9582 |
|
| 224 |
+
| 0.0799 | 0.6002 | 795 | 0.1700 | 0.8889 | 0.9189 | 0.9533 | 0.5263 | 0.6667 | 0.9358 | 0.5882 | 0.7398 | 0.9592 |
|
| 225 |
+
| 0.0693 | 0.6040 | 800 | 0.1810 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9592 |
|
| 226 |
+
| 0.1315 | 0.6078 | 805 | 0.1771 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9575 |
|
| 227 |
+
| 0.0627 | 0.6116 | 810 | 0.1738 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.9582 |
|
| 228 |
+
| 0.1457 | 0.6153 | 815 | 0.1703 | 0.8889 | 0.9189 | 0.9533 | 0.5263 | 0.6667 | 0.9358 | 0.5882 | 0.7398 | 0.9584 |
|
| 229 |
+
| 0.1184 | 0.6191 | 820 | 0.1644 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9597 |
|
| 230 |
+
| 0.1293 | 0.6229 | 825 | 0.1602 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9606 |
|
| 231 |
+
| 0.0869 | 0.6267 | 830 | 0.1647 | 0.9127 | 0.9444 | 0.9533 | 0.6842 | 0.7222 | 0.9488 | 0.7027 | 0.8187 | 0.9604 |
|
| 232 |
+
| 0.0974 | 0.6304 | 835 | 0.1736 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9597 |
|
| 233 |
+
| 0.1035 | 0.6342 | 840 | 0.1775 | 0.9048 | 0.9439 | 0.9439 | 0.6842 | 0.6842 | 0.9439 | 0.6842 | 0.8141 | 0.9567 |
|
| 234 |
+
| 0.1022 | 0.6380 | 845 | 0.1833 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9570 |
|
| 235 |
+
| 0.0759 | 0.6418 | 850 | 0.1859 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9545 |
|
| 236 |
+
| 0.0555 | 0.6455 | 855 | 0.1818 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9555 |
|
| 237 |
+
| 0.1063 | 0.6493 | 860 | 0.1793 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9575 |
|
| 238 |
+
| 0.1168 | 0.6531 | 865 | 0.1761 | 0.8968 | 0.9273 | 0.9533 | 0.5789 | 0.6875 | 0.9401 | 0.6286 | 0.7661 | 0.9592 |
|
| 239 |
+
| 0.0726 | 0.6569 | 870 | 0.1706 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9606 |
|
| 240 |
+
| 0.1218 | 0.6606 | 875 | 0.1643 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9636 |
|
| 241 |
+
| 0.1684 | 0.6644 | 880 | 0.1619 | 0.9286 | 0.9712 | 0.9439 | 0.8421 | 0.7273 | 0.9573 | 0.7805 | 0.8930 | 0.9626 |
|
| 242 |
+
| 0.1613 | 0.6682 | 885 | 0.1564 | 0.9286 | 0.9712 | 0.9439 | 0.8421 | 0.7273 | 0.9573 | 0.7805 | 0.8930 | 0.9653 |
|
| 243 |
+
| 0.1801 | 0.6720 | 890 | 0.1575 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9643 |
|
| 244 |
+
| 0.0906 | 0.6757 | 895 | 0.1551 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9646 |
|
| 245 |
+
| 0.1181 | 0.6795 | 900 | 0.1553 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9656 |
|
| 246 |
+
| 0.1126 | 0.6833 | 905 | 0.1560 | 0.8968 | 0.9273 | 0.9533 | 0.5789 | 0.6875 | 0.9401 | 0.6286 | 0.7661 | 0.9658 |
|
| 247 |
+
| 0.1097 | 0.6871 | 910 | 0.1575 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9648 |
|
| 248 |
+
| 0.088 | 0.6908 | 915 | 0.1570 | 0.8968 | 0.9273 | 0.9533 | 0.5789 | 0.6875 | 0.9401 | 0.6286 | 0.7661 | 0.9648 |
|
| 249 |
+
| 0.0694 | 0.6946 | 920 | 0.1638 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9653 |
|
| 250 |
+
| 0.1506 | 0.6984 | 925 | 0.1628 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9643 |
|
| 251 |
+
| 0.2068 | 0.7022 | 930 | 0.1644 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9634 |
|
| 252 |
+
| 0.0779 | 0.7059 | 935 | 0.1682 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9624 |
|
| 253 |
+
| 0.0573 | 0.7097 | 940 | 0.1702 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9606 |
|
| 254 |
+
| 0.0821 | 0.7135 | 945 | 0.1750 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9616 |
|
| 255 |
+
| 0.087 | 0.7173 | 950 | 0.1783 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9611 |
|
| 256 |
+
| 0.0905 | 0.7210 | 955 | 0.1774 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9616 |
|
| 257 |
+
| 0.0823 | 0.7248 | 960 | 0.1666 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9611 |
|
| 258 |
+
| 0.0569 | 0.7286 | 965 | 0.1585 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9638 |
|
| 259 |
+
| 0.0598 | 0.7324 | 970 | 0.1576 | 0.9127 | 0.9615 | 0.9346 | 0.7895 | 0.6818 | 0.9479 | 0.7317 | 0.8620 | 0.9641 |
|
| 260 |
+
| 0.0971 | 0.7361 | 975 | 0.1578 | 0.9127 | 0.9528 | 0.9439 | 0.7368 | 0.7 | 0.9484 | 0.7179 | 0.8404 | 0.9648 |
|
| 261 |
+
| 0.066 | 0.7399 | 980 | 0.1563 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9648 |
|
| 262 |
+
| 0.0816 | 0.7437 | 985 | 0.1555 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9648 |
|
| 263 |
+
| 0.0998 | 0.7475 | 990 | 0.1570 | 0.9286 | 0.9537 | 0.9626 | 0.7368 | 0.7778 | 0.9581 | 0.7568 | 0.8497 | 0.9641 |
|
| 264 |
+
| 0.076 | 0.7512 | 995 | 0.1587 | 0.9206 | 0.9450 | 0.9626 | 0.6842 | 0.7647 | 0.9537 | 0.7222 | 0.8234 | 0.9638 |
|
| 265 |
+
| 0.0439 | 0.7550 | 1000 | 0.1594 | 0.9206 | 0.9450 | 0.9626 | 0.6842 | 0.7647 | 0.9537 | 0.7222 | 0.8234 | 0.9643 |
|
| 266 |
+
| 0.0497 | 0.7588 | 1005 | 0.1571 | 0.9286 | 0.9537 | 0.9626 | 0.7368 | 0.7778 | 0.9581 | 0.7568 | 0.8497 | 0.9643 |
|
| 267 |
+
| 0.0671 | 0.7626 | 1010 | 0.1569 | 0.9286 | 0.9537 | 0.9626 | 0.7368 | 0.7778 | 0.9581 | 0.7568 | 0.8497 | 0.9641 |
|
| 268 |
+
| 0.1369 | 0.7663 | 1015 | 0.1604 | 0.9206 | 0.9450 | 0.9626 | 0.6842 | 0.7647 | 0.9537 | 0.7222 | 0.8234 | 0.9636 |
|
| 269 |
+
| 0.1011 | 0.7701 | 1020 | 0.1599 | 0.9206 | 0.9450 | 0.9626 | 0.6842 | 0.7647 | 0.9537 | 0.7222 | 0.8234 | 0.9631 |
|
| 270 |
+
| 0.0758 | 0.7739 | 1025 | 0.1546 | 0.9206 | 0.9450 | 0.9626 | 0.6842 | 0.7647 | 0.9537 | 0.7222 | 0.8234 | 0.9641 |
|
| 271 |
+
| 0.1426 | 0.7777 | 1030 | 0.1514 | 0.9286 | 0.9537 | 0.9626 | 0.7368 | 0.7778 | 0.9581 | 0.7568 | 0.8497 | 0.9648 |
|
| 272 |
+
| 0.0784 | 0.7814 | 1035 | 0.1505 | 0.9286 | 0.9537 | 0.9626 | 0.7368 | 0.7778 | 0.9581 | 0.7568 | 0.8497 | 0.9656 |
|
| 273 |
+
| 0.0685 | 0.7852 | 1040 | 0.1505 | 0.9365 | 0.9626 | 0.9626 | 0.7895 | 0.7895 | 0.9626 | 0.7895 | 0.8760 | 0.9646 |
|
| 274 |
+
| 0.0983 | 0.7890 | 1045 | 0.1489 | 0.9365 | 0.9626 | 0.9626 | 0.7895 | 0.7895 | 0.9626 | 0.7895 | 0.8760 | 0.9661 |
|
| 275 |
+
| 0.1238 | 0.7928 | 1050 | 0.1488 | 0.9444 | 0.9717 | 0.9626 | 0.8421 | 0.8 | 0.9671 | 0.8205 | 0.9024 | 0.9656 |
|
| 276 |
+
| 0.1614 | 0.7965 | 1055 | 0.1502 | 0.9444 | 0.9717 | 0.9626 | 0.8421 | 0.8 | 0.9671 | 0.8205 | 0.9024 | 0.9658 |
|
| 277 |
+
| 0.1288 | 0.8003 | 1060 | 0.1482 | 0.9444 | 0.9717 | 0.9626 | 0.8421 | 0.8 | 0.9671 | 0.8205 | 0.9024 | 0.9666 |
|
| 278 |
+
| 0.0675 | 0.8041 | 1065 | 0.1484 | 0.9365 | 0.9714 | 0.9533 | 0.8421 | 0.7619 | 0.9623 | 0.8 | 0.8977 | 0.9661 |
|
| 279 |
+
| 0.1533 | 0.8079 | 1070 | 0.1480 | 0.9365 | 0.9714 | 0.9533 | 0.8421 | 0.7619 | 0.9623 | 0.8 | 0.8977 | 0.9663 |
|
| 280 |
+
| 0.0876 | 0.8116 | 1075 | 0.1477 | 0.9365 | 0.9626 | 0.9626 | 0.7895 | 0.7895 | 0.9626 | 0.7895 | 0.8760 | 0.9670 |
|
| 281 |
+
| 0.0713 | 0.8154 | 1080 | 0.1502 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9670 |
|
| 282 |
+
| 0.0925 | 0.8192 | 1085 | 0.1509 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9670 |
|
| 283 |
+
| 0.0835 | 0.8230 | 1090 | 0.1506 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9653 |
|
| 284 |
+
| 0.0653 | 0.8267 | 1095 | 0.1522 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9663 |
|
| 285 |
+
| 0.0807 | 0.8305 | 1100 | 0.1551 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9646 |
|
| 286 |
+
| 0.1001 | 0.8343 | 1105 | 0.1581 | 0.9127 | 0.9211 | 0.9813 | 0.5263 | 0.8333 | 0.9502 | 0.6452 | 0.7538 | 0.9641 |
|
| 287 |
+
| 0.1085 | 0.8381 | 1110 | 0.1568 | 0.9127 | 0.9211 | 0.9813 | 0.5263 | 0.8333 | 0.9502 | 0.6452 | 0.7538 | 0.9636 |
|
| 288 |
+
| 0.0751 | 0.8418 | 1115 | 0.1570 | 0.9127 | 0.9211 | 0.9813 | 0.5263 | 0.8333 | 0.9502 | 0.6452 | 0.7538 | 0.9636 |
|
| 289 |
+
| 0.0711 | 0.8456 | 1120 | 0.1546 | 0.9048 | 0.9204 | 0.9720 | 0.5263 | 0.7692 | 0.9455 | 0.625 | 0.7491 | 0.9641 |
|
| 290 |
+
| 0.148 | 0.8494 | 1125 | 0.1505 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9651 |
|
| 291 |
+
| 0.0592 | 0.8532 | 1130 | 0.1484 | 0.9127 | 0.9444 | 0.9533 | 0.6842 | 0.7222 | 0.9488 | 0.7027 | 0.8187 | 0.9653 |
|
| 292 |
+
| 0.1196 | 0.8569 | 1135 | 0.1476 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9668 |
|
| 293 |
+
| 0.0801 | 0.8607 | 1140 | 0.1471 | 0.9127 | 0.9444 | 0.9533 | 0.6842 | 0.7222 | 0.9488 | 0.7027 | 0.8187 | 0.9658 |
|
| 294 |
+
| 0.1064 | 0.8645 | 1145 | 0.1471 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9673 |
|
| 295 |
+
| 0.1343 | 0.8683 | 1150 | 0.1473 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9663 |
|
| 296 |
+
| 0.0945 | 0.8720 | 1155 | 0.1476 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9661 |
|
| 297 |
+
| 0.1215 | 0.8758 | 1160 | 0.1477 | 0.9206 | 0.9533 | 0.9533 | 0.7368 | 0.7368 | 0.9533 | 0.7368 | 0.8451 | 0.9666 |
|
| 298 |
+
| 0.1187 | 0.8796 | 1165 | 0.1473 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9670 |
|
| 299 |
+
| 0.083 | 0.8834 | 1170 | 0.1485 | 0.9048 | 0.9358 | 0.9533 | 0.6316 | 0.7059 | 0.9444 | 0.6667 | 0.7924 | 0.9651 |
|
| 300 |
+
| 0.0841 | 0.8871 | 1175 | 0.1507 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9666 |
|
| 301 |
+
| 0.104 | 0.8909 | 1180 | 0.1500 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9668 |
|
| 302 |
+
| 0.0895 | 0.8947 | 1185 | 0.1497 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9666 |
|
| 303 |
+
| 0.1156 | 0.8985 | 1190 | 0.1486 | 0.9127 | 0.9286 | 0.9720 | 0.5789 | 0.7857 | 0.9498 | 0.6667 | 0.7755 | 0.9673 |
|
| 304 |
+
| 0.1089 | 0.9022 | 1195 | 0.1497 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9668 |
|
| 305 |
+
| 0.0877 | 0.9060 | 1200 | 0.1493 | 0.9048 | 0.9279 | 0.9626 | 0.5789 | 0.7333 | 0.9450 | 0.6471 | 0.7708 | 0.9673 |
|
| 306 |
+
| 0.1283 | 0.9098 | 1205 | 0.1498 | 0.9127 | 0.9286 | 0.9720 | 0.5789 | 0.7857 | 0.9498 | 0.6667 | 0.7755 | 0.9663 |
|
| 307 |
+
| 0.1218 | 0.9136 | 1210 | 0.1480 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9673 |
|
| 308 |
+
| 0.077 | 0.9173 | 1215 | 0.1467 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9688 |
|
| 309 |
+
| 0.1762 | 0.9211 | 1220 | 0.1480 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9675 |
|
| 310 |
+
| 0.061 | 0.9249 | 1225 | 0.1479 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9663 |
|
| 311 |
+
| 0.0721 | 0.9287 | 1230 | 0.1469 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9661 |
|
| 312 |
+
| 0.0713 | 0.9324 | 1235 | 0.1467 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9668 |
|
| 313 |
+
| 0.0472 | 0.9362 | 1240 | 0.1468 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9673 |
|
| 314 |
+
| 0.0743 | 0.9400 | 1245 | 0.1475 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9675 |
|
| 315 |
+
| 0.068 | 0.9438 | 1250 | 0.1474 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9666 |
|
| 316 |
+
| 0.0789 | 0.9475 | 1255 | 0.1478 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9663 |
|
| 317 |
+
| 0.0882 | 0.9513 | 1260 | 0.1465 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9673 |
|
| 318 |
+
| 0.0997 | 0.9551 | 1265 | 0.1471 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9670 |
|
| 319 |
+
| 0.0615 | 0.9589 | 1270 | 0.1466 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9661 |
|
| 320 |
+
| 0.0874 | 0.9626 | 1275 | 0.1470 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9675 |
|
| 321 |
+
| 0.0864 | 0.9664 | 1280 | 0.1460 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9675 |
|
| 322 |
+
| 0.066 | 0.9702 | 1285 | 0.1459 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9668 |
|
| 323 |
+
| 0.0599 | 0.9740 | 1290 | 0.1458 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9673 |
|
| 324 |
+
| 0.0672 | 0.9777 | 1295 | 0.1466 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9668 |
|
| 325 |
+
| 0.1481 | 0.9815 | 1300 | 0.1472 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9661 |
|
| 326 |
+
| 0.0763 | 0.9853 | 1305 | 0.1468 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9666 |
|
| 327 |
+
| 0.109 | 0.9891 | 1310 | 0.1465 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9668 |
|
| 328 |
+
| 0.0481 | 0.9928 | 1315 | 0.1460 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9670 |
|
| 329 |
+
| 0.0744 | 0.9966 | 1320 | 0.1472 | 0.9127 | 0.9364 | 0.9626 | 0.6316 | 0.75 | 0.9493 | 0.6857 | 0.7971 | 0.9653 |
|
| 330 |
+
|
| 331 |
+
|
| 332 |
+
### Framework versions
|
| 333 |
+
|
| 334 |
+
- PEFT 0.12.0
|
| 335 |
+
- Transformers 4.46.0
|
| 336 |
+
- Pytorch 2.4.0+cu118
|
| 337 |
+
- Datasets 3.0.0
|
| 338 |
+
- Tokenizers 0.20.1
|