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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 |
+
- generated_from_trainer
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| 7 |
+
model-index:
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| 8 |
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- name: v7_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 |
+
# v7_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 |
+
- Loss: 0.2606
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| 20 |
+
- Prm accuracy: 0.8651
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| 21 |
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- Prm precision: 0.9167
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| 22 |
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- Prm recall: 0.9252
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| 23 |
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- Prm specificty: 0.5263
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| 24 |
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- Prm npv: 0.5556
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| 25 |
+
- Prm f1: 0.9209
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| 26 |
+
- Prm f1 neg: 0.5405
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| 27 |
+
- Prm f1 auc: 0.7258
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| 28 |
+
- Prm f1 auc (fixed): 0.8997
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| 29 |
+
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| 30 |
+
## Model description
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| 31 |
+
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| 32 |
+
More information needed
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| 33 |
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| 34 |
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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 |
+
## Training and evaluation data
|
| 39 |
+
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| 40 |
+
More information needed
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| 41 |
+
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| 42 |
+
## Training procedure
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| 43 |
+
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| 44 |
+
### Training hyperparameters
|
| 45 |
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| 46 |
+
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 |
+
- eval_batch_size: 4
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| 50 |
+
- seed: 908932403
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| 51 |
+
- distributed_type: multi-GPU
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| 52 |
+
- num_devices: 8
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| 53 |
+
- gradient_accumulation_steps: 2
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| 54 |
+
- total_train_batch_size: 32
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| 55 |
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- total_eval_batch_size: 32
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| 56 |
+
- 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 |
+
- lr_scheduler_type: cosine
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| 58 |
+
- 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 |
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| 66 |
+
| 0.3103 | 0.0028 | 5 | 0.3536 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.5989 | 0.8175 |
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| 67 |
+
| 0.3767 | 0.0056 | 10 | 0.3540 | 0.8333 | 0.8772 | 0.9346 | 0.2632 | 0.4167 | 0.9050 | 0.3226 | 0.5989 | 0.8217 |
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| 68 |
+
| 0.3289 | 0.0083 | 15 | 0.3501 | 0.8413 | 0.8718 | 0.9533 | 0.2105 | 0.4444 | 0.9107 | 0.2857 | 0.5819 | 0.8197 |
|
| 69 |
+
| 0.3353 | 0.0111 | 20 | 0.3497 | 0.8333 | 0.8644 | 0.9533 | 0.1579 | 0.375 | 0.9067 | 0.2222 | 0.5556 | 0.8200 |
|
| 70 |
+
| 0.2084 | 0.0139 | 25 | 0.3811 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.8298 |
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| 71 |
+
| 0.3307 | 0.0167 | 30 | 0.4454 | 0.8571 | 0.856 | 1.0 | 0.0526 | 1.0 | 0.9224 | 0.1 | 0.5263 | 0.8350 |
|
| 72 |
+
| 0.2062 | 0.0195 | 35 | 0.4262 | 0.8571 | 0.856 | 1.0 | 0.0526 | 1.0 | 0.9224 | 0.1 | 0.5263 | 0.8455 |
|
| 73 |
+
| 0.2631 | 0.0223 | 40 | 0.3652 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.8529 |
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| 74 |
+
| 0.2741 | 0.0250 | 45 | 0.3340 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.5649 | 0.8480 |
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| 75 |
+
| 0.2675 | 0.0278 | 50 | 0.3208 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8431 |
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| 76 |
+
| 0.3235 | 0.0306 | 55 | 0.3181 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8539 |
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| 77 |
+
| 0.1638 | 0.0334 | 60 | 0.3348 | 0.8571 | 0.8678 | 0.9813 | 0.1579 | 0.6 | 0.9211 | 0.25 | 0.5696 | 0.8652 |
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| 78 |
+
| 0.2751 | 0.0362 | 65 | 0.3279 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.8674 |
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| 79 |
+
| 0.2747 | 0.0390 | 70 | 0.2940 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8667 |
|
| 80 |
+
| 0.1715 | 0.0417 | 75 | 0.2915 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8660 |
|
| 81 |
+
| 0.2761 | 0.0445 | 80 | 0.3124 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8679 |
|
| 82 |
+
| 0.2293 | 0.0473 | 85 | 0.3167 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.8660 |
|
| 83 |
+
| 0.2287 | 0.0501 | 90 | 0.2892 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8669 |
|
| 84 |
+
| 0.1902 | 0.0529 | 95 | 0.2880 | 0.8492 | 0.8793 | 0.9533 | 0.2632 | 0.5 | 0.9148 | 0.3448 | 0.6082 | 0.8640 |
|
| 85 |
+
| 0.2133 | 0.0556 | 100 | 0.3007 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.5649 | 0.8635 |
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| 86 |
+
| 0.1209 | 0.0584 | 105 | 0.2995 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8583 |
|
| 87 |
+
| 0.1891 | 0.0612 | 110 | 0.2952 | 0.8413 | 0.8718 | 0.9533 | 0.2105 | 0.4444 | 0.9107 | 0.2857 | 0.5819 | 0.8633 |
|
| 88 |
+
| 0.287 | 0.0640 | 115 | 0.2932 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.8650 |
|
| 89 |
+
| 0.1836 | 0.0668 | 120 | 0.2997 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8633 |
|
| 90 |
+
| 0.1706 | 0.0696 | 125 | 0.3044 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8507 |
|
| 91 |
+
| 0.2116 | 0.0723 | 130 | 0.3025 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8458 |
|
| 92 |
+
| 0.1733 | 0.0751 | 135 | 0.3031 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8468 |
|
| 93 |
+
| 0.1867 | 0.0779 | 140 | 0.2956 | 0.8571 | 0.8739 | 0.9720 | 0.2105 | 0.5714 | 0.9204 | 0.3077 | 0.5912 | 0.8549 |
|
| 94 |
+
| 0.1822 | 0.0807 | 145 | 0.2877 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.8660 |
|
| 95 |
+
| 0.1927 | 0.0835 | 150 | 0.2947 | 0.8730 | 0.9252 | 0.9252 | 0.5789 | 0.5789 | 0.9252 | 0.5789 | 0.7521 | 0.8655 |
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| 96 |
+
| 0.2112 | 0.0863 | 155 | 0.3244 | 0.8413 | 0.8718 | 0.9533 | 0.2105 | 0.4444 | 0.9107 | 0.2857 | 0.5819 | 0.8721 |
|
| 97 |
+
| 0.1802 | 0.0890 | 160 | 0.3267 | 0.8333 | 0.8909 | 0.9159 | 0.3684 | 0.4375 | 0.9032 | 0.4 | 0.6422 | 0.8593 |
|
| 98 |
+
| 0.1962 | 0.0918 | 165 | 0.3296 | 0.8413 | 0.8783 | 0.9439 | 0.2632 | 0.4545 | 0.9099 | 0.3333 | 0.6035 | 0.8642 |
|
| 99 |
+
| 0.1899 | 0.0946 | 170 | 0.3519 | 0.8492 | 0.8667 | 0.9720 | 0.1579 | 0.5 | 0.9163 | 0.24 | 0.5649 | 0.8748 |
|
| 100 |
+
| 0.2336 | 0.0974 | 175 | 0.3031 | 0.8333 | 0.8707 | 0.9439 | 0.2105 | 0.4 | 0.9058 | 0.2759 | 0.5772 | 0.8775 |
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| 101 |
+
| 0.199 | 0.1002 | 180 | 0.3079 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8832 |
|
| 102 |
+
| 0.1262 | 0.1029 | 185 | 0.3257 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.8876 |
|
| 103 |
+
| 0.1287 | 0.1057 | 190 | 0.3005 | 0.8413 | 0.8718 | 0.9533 | 0.2105 | 0.4444 | 0.9107 | 0.2857 | 0.5819 | 0.8783 |
|
| 104 |
+
| 0.209 | 0.1085 | 195 | 0.3076 | 0.8333 | 0.8839 | 0.9252 | 0.3158 | 0.4286 | 0.9041 | 0.3636 | 0.6205 | 0.8682 |
|
| 105 |
+
| 0.1648 | 0.1113 | 200 | 0.2931 | 0.8333 | 0.8839 | 0.9252 | 0.3158 | 0.4286 | 0.9041 | 0.3636 | 0.6205 | 0.8778 |
|
| 106 |
+
| 0.25 | 0.1141 | 205 | 0.2848 | 0.8413 | 0.8850 | 0.9346 | 0.3158 | 0.4615 | 0.9091 | 0.375 | 0.6252 | 0.8807 |
|
| 107 |
+
| 0.1648 | 0.1169 | 210 | 0.2973 | 0.8492 | 0.8729 | 0.9626 | 0.2105 | 0.5 | 0.9156 | 0.2963 | 0.5866 | 0.8795 |
|
| 108 |
+
| 0.1945 | 0.1196 | 215 | 0.2897 | 0.8413 | 0.8919 | 0.9252 | 0.3684 | 0.4667 | 0.9083 | 0.4118 | 0.6468 | 0.8746 |
|
| 109 |
+
| 0.1996 | 0.1224 | 220 | 0.2932 | 0.8333 | 0.8839 | 0.9252 | 0.3158 | 0.4286 | 0.9041 | 0.3636 | 0.6205 | 0.8783 |
|
| 110 |
+
| 0.2026 | 0.1252 | 225 | 0.2988 | 0.8254 | 0.8761 | 0.9252 | 0.2632 | 0.3846 | 0.9 | 0.3125 | 0.5942 | 0.8765 |
|
| 111 |
+
| 0.2694 | 0.1280 | 230 | 0.2936 | 0.8333 | 0.8839 | 0.9252 | 0.3158 | 0.4286 | 0.9041 | 0.3636 | 0.6205 | 0.8790 |
|
| 112 |
+
| 0.1701 | 0.1308 | 235 | 0.2822 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8844 |
|
| 113 |
+
| 0.2454 | 0.1336 | 240 | 0.2835 | 0.8492 | 0.8929 | 0.9346 | 0.3684 | 0.5 | 0.9132 | 0.4242 | 0.6515 | 0.8896 |
|
| 114 |
+
| 0.1963 | 0.1363 | 245 | 0.3169 | 0.8651 | 0.875 | 0.9813 | 0.2105 | 0.6667 | 0.9251 | 0.32 | 0.5959 | 0.8928 |
|
| 115 |
+
| 0.1759 | 0.1391 | 250 | 0.2569 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8972 |
|
| 116 |
+
| 0.1261 | 0.1419 | 255 | 0.2679 | 0.8571 | 0.8938 | 0.9439 | 0.3684 | 0.5385 | 0.9182 | 0.4375 | 0.6562 | 0.9001 |
|
| 117 |
+
| 0.1476 | 0.1447 | 260 | 0.2885 | 0.8492 | 0.8860 | 0.9439 | 0.3158 | 0.5 | 0.9140 | 0.3871 | 0.6299 | 0.8965 |
|
| 118 |
+
| 0.2274 | 0.1475 | 265 | 0.2869 | 0.8571 | 0.8938 | 0.9439 | 0.3684 | 0.5385 | 0.9182 | 0.4375 | 0.6562 | 0.8918 |
|
| 119 |
+
| 0.1848 | 0.1503 | 270 | 0.2768 | 0.8571 | 0.8938 | 0.9439 | 0.3684 | 0.5385 | 0.9182 | 0.4375 | 0.6562 | 0.8901 |
|
| 120 |
+
| 0.1167 | 0.1530 | 275 | 0.2757 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8879 |
|
| 121 |
+
| 0.2666 | 0.1558 | 280 | 0.2732 | 0.8492 | 0.8929 | 0.9346 | 0.3684 | 0.5 | 0.9132 | 0.4242 | 0.6515 | 0.8879 |
|
| 122 |
+
| 0.1785 | 0.1586 | 285 | 0.2857 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.6392 | 0.8898 |
|
| 123 |
+
| 0.1932 | 0.1614 | 290 | 0.2705 | 0.8492 | 0.9 | 0.9252 | 0.4211 | 0.5 | 0.9124 | 0.4571 | 0.6731 | 0.8915 |
|
| 124 |
+
| 0.1633 | 0.1642 | 295 | 0.2679 | 0.8571 | 0.8938 | 0.9439 | 0.3684 | 0.5385 | 0.9182 | 0.4375 | 0.6562 | 0.8910 |
|
| 125 |
+
| 0.2482 | 0.1669 | 300 | 0.2825 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8896 |
|
| 126 |
+
| 0.2065 | 0.1697 | 305 | 0.2625 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.8896 |
|
| 127 |
+
| 0.2107 | 0.1725 | 310 | 0.2729 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.8832 |
|
| 128 |
+
| 0.109 | 0.1753 | 315 | 0.3070 | 0.8889 | 0.8843 | 1.0 | 0.2632 | 1.0 | 0.9386 | 0.4167 | 0.6316 | 0.8714 |
|
| 129 |
+
| 0.2434 | 0.1781 | 320 | 0.2752 | 0.8651 | 0.8879 | 0.9626 | 0.3158 | 0.6 | 0.9238 | 0.4138 | 0.6392 | 0.8807 |
|
| 130 |
+
| 0.1545 | 0.1809 | 325 | 0.2582 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8866 |
|
| 131 |
+
| 0.1957 | 0.1836 | 330 | 0.2513 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8928 |
|
| 132 |
+
| 0.2005 | 0.1864 | 335 | 0.2541 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.6655 | 0.8910 |
|
| 133 |
+
| 0.2117 | 0.1892 | 340 | 0.2460 | 0.8889 | 0.9189 | 0.9533 | 0.5263 | 0.6667 | 0.9358 | 0.5882 | 0.7398 | 0.8861 |
|
| 134 |
+
| 0.2254 | 0.1920 | 345 | 0.2434 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.9001 |
|
| 135 |
+
| 0.2149 | 0.1948 | 350 | 0.2457 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9046 |
|
| 136 |
+
| 0.1395 | 0.1976 | 355 | 0.2587 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8987 |
|
| 137 |
+
| 0.1819 | 0.2003 | 360 | 0.2649 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.8955 |
|
| 138 |
+
| 0.2227 | 0.2031 | 365 | 0.2678 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.8942 |
|
| 139 |
+
| 0.1547 | 0.2059 | 370 | 0.2777 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8898 |
|
| 140 |
+
| 0.176 | 0.2087 | 375 | 0.2870 | 0.8889 | 0.8843 | 1.0 | 0.2632 | 1.0 | 0.9386 | 0.4167 | 0.6316 | 0.8883 |
|
| 141 |
+
| 0.1597 | 0.2115 | 380 | 0.2593 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8952 |
|
| 142 |
+
| 0.1689 | 0.2142 | 385 | 0.2751 | 0.8492 | 0.8860 | 0.9439 | 0.3158 | 0.5 | 0.9140 | 0.3871 | 0.6299 | 0.8807 |
|
| 143 |
+
| 0.2253 | 0.2170 | 390 | 0.2729 | 0.8492 | 0.8860 | 0.9439 | 0.3158 | 0.5 | 0.9140 | 0.3871 | 0.6299 | 0.8832 |
|
| 144 |
+
| 0.2433 | 0.2198 | 395 | 0.2663 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.8827 |
|
| 145 |
+
| 0.1708 | 0.2226 | 400 | 0.2634 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.8768 |
|
| 146 |
+
| 0.2911 | 0.2254 | 405 | 0.2706 | 0.8730 | 0.8824 | 0.9813 | 0.2632 | 0.7143 | 0.9292 | 0.3846 | 0.6222 | 0.8819 |
|
| 147 |
+
| 0.1524 | 0.2282 | 410 | 0.2636 | 0.8730 | 0.8957 | 0.9626 | 0.3684 | 0.6364 | 0.9279 | 0.4667 | 0.6655 | 0.8785 |
|
| 148 |
+
| 0.1655 | 0.2309 | 415 | 0.2589 | 0.8492 | 0.9074 | 0.9159 | 0.4737 | 0.5 | 0.9116 | 0.4865 | 0.6948 | 0.8910 |
|
| 149 |
+
| 0.1477 | 0.2337 | 420 | 0.2561 | 0.8492 | 0.9074 | 0.9159 | 0.4737 | 0.5 | 0.9116 | 0.4865 | 0.6948 | 0.8888 |
|
| 150 |
+
| 0.1104 | 0.2365 | 425 | 0.2826 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.8869 |
|
| 151 |
+
| 0.2103 | 0.2393 | 430 | 0.3073 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8807 |
|
| 152 |
+
| 0.1706 | 0.2421 | 435 | 0.2844 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8751 |
|
| 153 |
+
| 0.2164 | 0.2449 | 440 | 0.2735 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.8839 |
|
| 154 |
+
| 0.1958 | 0.2476 | 445 | 0.2567 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8888 |
|
| 155 |
+
| 0.1705 | 0.2504 | 450 | 0.2602 | 0.9048 | 0.9204 | 0.9720 | 0.5263 | 0.7692 | 0.9455 | 0.625 | 0.7491 | 0.8864 |
|
| 156 |
+
| 0.1892 | 0.2532 | 455 | 0.2640 | 0.8730 | 0.9252 | 0.9252 | 0.5789 | 0.5789 | 0.9252 | 0.5789 | 0.7521 | 0.8866 |
|
| 157 |
+
| 0.2152 | 0.2560 | 460 | 0.2677 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8883 |
|
| 158 |
+
| 0.1763 | 0.2588 | 465 | 0.2852 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8780 |
|
| 159 |
+
| 0.2348 | 0.2615 | 470 | 0.2763 | 0.9048 | 0.8992 | 1.0 | 0.3684 | 1.0 | 0.9469 | 0.5385 | 0.6842 | 0.8824 |
|
| 160 |
+
| 0.1901 | 0.2643 | 475 | 0.2676 | 0.8413 | 0.9143 | 0.8972 | 0.5263 | 0.4762 | 0.9057 | 0.5 | 0.7118 | 0.8810 |
|
| 161 |
+
| 0.1361 | 0.2671 | 480 | 0.2519 | 0.8968 | 0.9196 | 0.9626 | 0.5263 | 0.7143 | 0.9406 | 0.6061 | 0.7445 | 0.8888 |
|
| 162 |
+
| 0.1436 | 0.2699 | 485 | 0.2559 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.8908 |
|
| 163 |
+
| 0.1405 | 0.2727 | 490 | 0.2529 | 0.8968 | 0.9273 | 0.9533 | 0.5789 | 0.6875 | 0.9401 | 0.6286 | 0.7661 | 0.8923 |
|
| 164 |
+
| 0.1445 | 0.2755 | 495 | 0.2551 | 0.8730 | 0.9333 | 0.9159 | 0.6316 | 0.5714 | 0.9245 | 0.6 | 0.7737 | 0.8893 |
|
| 165 |
+
| 0.2041 | 0.2782 | 500 | 0.2539 | 0.9206 | 0.9369 | 0.9720 | 0.6316 | 0.8 | 0.9541 | 0.7059 | 0.8018 | 0.8930 |
|
| 166 |
+
| 0.1581 | 0.2810 | 505 | 0.2529 | 0.8730 | 0.9333 | 0.9159 | 0.6316 | 0.5714 | 0.9245 | 0.6 | 0.7737 | 0.8984 |
|
| 167 |
+
| 0.1923 | 0.2838 | 510 | 0.2565 | 0.8571 | 0.9406 | 0.8879 | 0.6842 | 0.52 | 0.9135 | 0.5909 | 0.7860 | 0.9075 |
|
| 168 |
+
| 0.2584 | 0.2866 | 515 | 0.2626 | 0.8571 | 0.9406 | 0.8879 | 0.6842 | 0.52 | 0.9135 | 0.5909 | 0.7860 | 0.9068 |
|
| 169 |
+
| 0.1518 | 0.2894 | 520 | 0.2534 | 0.8730 | 0.9333 | 0.9159 | 0.6316 | 0.5714 | 0.9245 | 0.6 | 0.7737 | 0.9115 |
|
| 170 |
+
| 0.189 | 0.2922 | 525 | 0.2845 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.9075 |
|
| 171 |
+
| 0.2936 | 0.2949 | 530 | 0.2736 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8999 |
|
| 172 |
+
| 0.12 | 0.2977 | 535 | 0.2645 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8886 |
|
| 173 |
+
| 0.1352 | 0.3005 | 540 | 0.2603 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8888 |
|
| 174 |
+
| 0.1849 | 0.3033 | 545 | 0.2584 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8935 |
|
| 175 |
+
| 0.164 | 0.3061 | 550 | 0.2537 | 0.8730 | 0.9252 | 0.9252 | 0.5789 | 0.5789 | 0.9252 | 0.5789 | 0.7521 | 0.8972 |
|
| 176 |
+
| 0.186 | 0.3088 | 555 | 0.2543 | 0.8730 | 0.9252 | 0.9252 | 0.5789 | 0.5789 | 0.9252 | 0.5789 | 0.7521 | 0.9026 |
|
| 177 |
+
| 0.2104 | 0.3116 | 560 | 0.2538 | 0.8889 | 0.9266 | 0.9439 | 0.5789 | 0.6471 | 0.9352 | 0.6111 | 0.7614 | 0.9009 |
|
| 178 |
+
| 0.193 | 0.3144 | 565 | 0.2481 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9038 |
|
| 179 |
+
| 0.1246 | 0.3172 | 570 | 0.2505 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8999 |
|
| 180 |
+
| 0.1591 | 0.3200 | 575 | 0.2559 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.9016 |
|
| 181 |
+
| 0.1492 | 0.3228 | 580 | 0.2526 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.9036 |
|
| 182 |
+
| 0.1172 | 0.3255 | 585 | 0.2668 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.9024 |
|
| 183 |
+
| 0.2957 | 0.3283 | 590 | 0.2846 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8994 |
|
| 184 |
+
| 0.1685 | 0.3311 | 595 | 0.2785 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8987 |
|
| 185 |
+
| 0.1911 | 0.3339 | 600 | 0.2549 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8999 |
|
| 186 |
+
| 0.141 | 0.3367 | 605 | 0.2540 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.8997 |
|
| 187 |
+
| 0.2068 | 0.3395 | 610 | 0.2529 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.9046 |
|
| 188 |
+
| 0.1604 | 0.3422 | 615 | 0.2632 | 0.8651 | 0.9412 | 0.8972 | 0.6842 | 0.5417 | 0.9187 | 0.6047 | 0.7907 | 0.9053 |
|
| 189 |
+
| 0.1523 | 0.3450 | 620 | 0.2390 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.9080 |
|
| 190 |
+
| 0.1424 | 0.3478 | 625 | 0.2580 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.9063 |
|
| 191 |
+
| 0.1661 | 0.3506 | 630 | 0.2420 | 0.8889 | 0.8974 | 0.9813 | 0.3684 | 0.7778 | 0.9375 | 0.5 | 0.6749 | 0.9026 |
|
| 192 |
+
| 0.1227 | 0.3534 | 635 | 0.2411 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8974 |
|
| 193 |
+
| 0.2055 | 0.3561 | 640 | 0.2588 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.9004 |
|
| 194 |
+
| 0.1744 | 0.3589 | 645 | 0.2745 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8987 |
|
| 195 |
+
| 0.1375 | 0.3617 | 650 | 0.2592 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8994 |
|
| 196 |
+
| 0.1294 | 0.3645 | 655 | 0.2485 | 0.9048 | 0.9130 | 0.9813 | 0.4737 | 0.8182 | 0.9459 | 0.6 | 0.7275 | 0.8992 |
|
| 197 |
+
| 0.0993 | 0.3673 | 660 | 0.2531 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8955 |
|
| 198 |
+
| 0.1102 | 0.3701 | 665 | 0.2550 | 0.8968 | 0.9123 | 0.9720 | 0.4737 | 0.75 | 0.9412 | 0.5806 | 0.7228 | 0.9061 |
|
| 199 |
+
| 0.1672 | 0.3728 | 670 | 0.2549 | 0.8889 | 0.9115 | 0.9626 | 0.4737 | 0.6923 | 0.9364 | 0.5625 | 0.7182 | 0.9043 |
|
| 200 |
+
| 0.1869 | 0.3756 | 675 | 0.2641 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.8970 |
|
| 201 |
+
| 0.1129 | 0.3784 | 680 | 0.2577 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8957 |
|
| 202 |
+
| 0.1508 | 0.3812 | 685 | 0.2460 | 0.8810 | 0.8966 | 0.9720 | 0.3684 | 0.7 | 0.9327 | 0.4828 | 0.6702 | 0.8967 |
|
| 203 |
+
| 0.0878 | 0.3840 | 690 | 0.2591 | 0.8810 | 0.8833 | 0.9907 | 0.2632 | 0.8333 | 0.9339 | 0.4 | 0.6269 | 0.8970 |
|
| 204 |
+
| 0.1544 | 0.3868 | 695 | 0.2724 | 0.8730 | 0.8760 | 0.9907 | 0.2105 | 0.8 | 0.9298 | 0.3333 | 0.6006 | 0.8920 |
|
| 205 |
+
| 0.2217 | 0.3895 | 700 | 0.2645 | 0.8889 | 0.8908 | 0.9907 | 0.3158 | 0.8571 | 0.9381 | 0.4615 | 0.6532 | 0.8928 |
|
| 206 |
+
| 0.1508 | 0.3923 | 705 | 0.2604 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8955 |
|
| 207 |
+
| 0.1049 | 0.3951 | 710 | 0.2716 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8965 |
|
| 208 |
+
| 0.1312 | 0.3979 | 715 | 0.2860 | 0.8968 | 0.8983 | 0.9907 | 0.3684 | 0.875 | 0.9422 | 0.5185 | 0.6795 | 0.8989 |
|
| 209 |
+
| 0.1487 | 0.4007 | 720 | 0.2664 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8938 |
|
| 210 |
+
| 0.1018 | 0.4035 | 725 | 0.2599 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8906 |
|
| 211 |
+
| 0.1046 | 0.4062 | 730 | 0.2707 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8908 |
|
| 212 |
+
| 0.1186 | 0.4090 | 735 | 0.2839 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8925 |
|
| 213 |
+
| 0.1024 | 0.4118 | 740 | 0.2760 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8942 |
|
| 214 |
+
| 0.079 | 0.4146 | 745 | 0.2583 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8950 |
|
| 215 |
+
| 0.1367 | 0.4174 | 750 | 0.2485 | 0.8730 | 0.9417 | 0.9065 | 0.6842 | 0.5652 | 0.9238 | 0.6190 | 0.7954 | 0.8997 |
|
| 216 |
+
| 0.1288 | 0.4201 | 755 | 0.2472 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.8984 |
|
| 217 |
+
| 0.1222 | 0.4229 | 760 | 0.2622 | 0.9048 | 0.9060 | 0.9907 | 0.4211 | 0.8889 | 0.9464 | 0.5714 | 0.7059 | 0.8935 |
|
| 218 |
+
| 0.2062 | 0.4257 | 765 | 0.2718 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8935 |
|
| 219 |
+
| 0.1323 | 0.4285 | 770 | 0.2685 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8903 |
|
| 220 |
+
| 0.1701 | 0.4313 | 775 | 0.2551 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8989 |
|
| 221 |
+
| 0.1303 | 0.4341 | 780 | 0.2478 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8992 |
|
| 222 |
+
| 0.1394 | 0.4368 | 785 | 0.2448 | 0.8730 | 0.9333 | 0.9159 | 0.6316 | 0.5714 | 0.9245 | 0.6 | 0.7737 | 0.8970 |
|
| 223 |
+
| 0.1656 | 0.4396 | 790 | 0.2471 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.8960 |
|
| 224 |
+
| 0.1569 | 0.4424 | 795 | 0.2491 | 0.8730 | 0.9099 | 0.9439 | 0.4737 | 0.6 | 0.9266 | 0.5294 | 0.7088 | 0.9026 |
|
| 225 |
+
| 0.0894 | 0.4452 | 800 | 0.2565 | 0.8730 | 0.9099 | 0.9439 | 0.4737 | 0.6 | 0.9266 | 0.5294 | 0.7088 | 0.9016 |
|
| 226 |
+
| 0.1368 | 0.4480 | 805 | 0.2621 | 0.8730 | 0.9099 | 0.9439 | 0.4737 | 0.6 | 0.9266 | 0.5294 | 0.7088 | 0.8979 |
|
| 227 |
+
| 0.1084 | 0.4508 | 810 | 0.2579 | 0.8810 | 0.9259 | 0.9346 | 0.5789 | 0.6111 | 0.9302 | 0.5946 | 0.7568 | 0.8965 |
|
| 228 |
+
| 0.1155 | 0.4535 | 815 | 0.2532 | 0.8651 | 0.9245 | 0.9159 | 0.5789 | 0.55 | 0.9202 | 0.5641 | 0.7474 | 0.8992 |
|
| 229 |
+
| 0.166 | 0.4563 | 820 | 0.2569 | 0.8730 | 0.9417 | 0.9065 | 0.6842 | 0.5652 | 0.9238 | 0.6190 | 0.7954 | 0.9061 |
|
| 230 |
+
| 0.2071 | 0.4591 | 825 | 0.2579 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.9006 |
|
| 231 |
+
| 0.1837 | 0.4619 | 830 | 0.2731 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.9019 |
|
| 232 |
+
| 0.0879 | 0.4647 | 835 | 0.2556 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.9019 |
|
| 233 |
+
| 0.1403 | 0.4674 | 840 | 0.2463 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8987 |
|
| 234 |
+
| 0.1471 | 0.4702 | 845 | 0.2503 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8952 |
|
| 235 |
+
| 0.1499 | 0.4730 | 850 | 0.2559 | 0.8889 | 0.9043 | 0.9720 | 0.4211 | 0.7273 | 0.9369 | 0.5333 | 0.6965 | 0.8940 |
|
| 236 |
+
| 0.1195 | 0.4758 | 855 | 0.2597 | 0.8968 | 0.9052 | 0.9813 | 0.4211 | 0.8 | 0.9417 | 0.5517 | 0.7012 | 0.8957 |
|
| 237 |
+
| 0.1165 | 0.4786 | 860 | 0.2517 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8928 |
|
| 238 |
+
| 0.1761 | 0.4814 | 865 | 0.2475 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8942 |
|
| 239 |
+
| 0.1936 | 0.4841 | 870 | 0.2550 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8906 |
|
| 240 |
+
| 0.1047 | 0.4869 | 875 | 0.2780 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8879 |
|
| 241 |
+
| 0.1025 | 0.4897 | 880 | 0.2896 | 0.8810 | 0.8898 | 0.9813 | 0.3158 | 0.75 | 0.9333 | 0.4444 | 0.6485 | 0.8829 |
|
| 242 |
+
| 0.1255 | 0.4925 | 885 | 0.2731 | 0.8571 | 0.8870 | 0.9533 | 0.3158 | 0.5455 | 0.9189 | 0.4 | 0.6345 | 0.8824 |
|
| 243 |
+
| 0.1454 | 0.4953 | 890 | 0.2706 | 0.8651 | 0.9245 | 0.9159 | 0.5789 | 0.55 | 0.9202 | 0.5641 | 0.7474 | 0.8854 |
|
| 244 |
+
| 0.1548 | 0.4981 | 895 | 0.2724 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8874 |
|
| 245 |
+
| 0.1587 | 0.5008 | 900 | 0.2840 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8856 |
|
| 246 |
+
| 0.1137 | 0.5036 | 905 | 0.2882 | 0.8730 | 0.9099 | 0.9439 | 0.4737 | 0.6 | 0.9266 | 0.5294 | 0.7088 | 0.8861 |
|
| 247 |
+
| 0.1521 | 0.5064 | 910 | 0.2813 | 0.8730 | 0.9099 | 0.9439 | 0.4737 | 0.6 | 0.9266 | 0.5294 | 0.7088 | 0.8824 |
|
| 248 |
+
| 0.1516 | 0.5092 | 915 | 0.2707 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8812 |
|
| 249 |
+
| 0.1594 | 0.5120 | 920 | 0.2722 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8827 |
|
| 250 |
+
| 0.1586 | 0.5147 | 925 | 0.2895 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8849 |
|
| 251 |
+
| 0.1012 | 0.5175 | 930 | 0.2878 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.8834 |
|
| 252 |
+
| 0.1312 | 0.5203 | 935 | 0.2727 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8896 |
|
| 253 |
+
| 0.1243 | 0.5231 | 940 | 0.2658 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8938 |
|
| 254 |
+
| 0.1428 | 0.5259 | 945 | 0.2680 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8913 |
|
| 255 |
+
| 0.1139 | 0.5287 | 950 | 0.2650 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.8925 |
|
| 256 |
+
| 0.1552 | 0.5314 | 955 | 0.2640 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8957 |
|
| 257 |
+
| 0.1334 | 0.5342 | 960 | 0.2606 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8974 |
|
| 258 |
+
| 0.1373 | 0.5370 | 965 | 0.2620 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8957 |
|
| 259 |
+
| 0.1088 | 0.5398 | 970 | 0.2628 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8974 |
|
| 260 |
+
| 0.1263 | 0.5426 | 975 | 0.2608 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.9011 |
|
| 261 |
+
| 0.1237 | 0.5454 | 980 | 0.2651 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8989 |
|
| 262 |
+
| 0.1377 | 0.5481 | 985 | 0.2729 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.8977 |
|
| 263 |
+
| 0.1081 | 0.5509 | 990 | 0.2733 | 0.8651 | 0.8947 | 0.9533 | 0.3684 | 0.5833 | 0.9231 | 0.4516 | 0.6608 | 0.8974 |
|
| 264 |
+
| 0.1329 | 0.5537 | 995 | 0.2779 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8957 |
|
| 265 |
+
| 0.1628 | 0.5565 | 1000 | 0.2741 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8987 |
|
| 266 |
+
| 0.1473 | 0.5593 | 1005 | 0.2702 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.9024 |
|
| 267 |
+
| 0.1481 | 0.5620 | 1010 | 0.2627 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9019 |
|
| 268 |
+
| 0.1449 | 0.5648 | 1015 | 0.2542 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9033 |
|
| 269 |
+
| 0.1502 | 0.5676 | 1020 | 0.2560 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9029 |
|
| 270 |
+
| 0.1001 | 0.5704 | 1025 | 0.2568 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9021 |
|
| 271 |
+
| 0.0949 | 0.5732 | 1030 | 0.2589 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.9014 |
|
| 272 |
+
| 0.1839 | 0.5760 | 1035 | 0.2655 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.9014 |
|
| 273 |
+
| 0.3127 | 0.5787 | 1040 | 0.2656 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.9019 |
|
| 274 |
+
| 0.1204 | 0.5815 | 1045 | 0.2620 | 0.8571 | 0.9083 | 0.9252 | 0.4737 | 0.5294 | 0.9167 | 0.5 | 0.6995 | 0.8977 |
|
| 275 |
+
| 0.1969 | 0.5843 | 1050 | 0.2612 | 0.8571 | 0.9083 | 0.9252 | 0.4737 | 0.5294 | 0.9167 | 0.5 | 0.6995 | 0.8947 |
|
| 276 |
+
| 0.1566 | 0.5871 | 1055 | 0.2619 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8979 |
|
| 277 |
+
| 0.1608 | 0.5899 | 1060 | 0.2707 | 0.8810 | 0.9035 | 0.9626 | 0.4211 | 0.6667 | 0.9321 | 0.5161 | 0.6918 | 0.8950 |
|
| 278 |
+
| 0.1557 | 0.5927 | 1065 | 0.2676 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8979 |
|
| 279 |
+
| 0.0644 | 0.5954 | 1070 | 0.2665 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8979 |
|
| 280 |
+
| 0.1584 | 0.5982 | 1075 | 0.2705 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8935 |
|
| 281 |
+
| 0.152 | 0.6010 | 1080 | 0.2701 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8874 |
|
| 282 |
+
| 0.1322 | 0.6038 | 1085 | 0.2739 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8844 |
|
| 283 |
+
| 0.1639 | 0.6066 | 1090 | 0.2772 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8819 |
|
| 284 |
+
| 0.1226 | 0.6093 | 1095 | 0.2826 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8797 |
|
| 285 |
+
| 0.1031 | 0.6121 | 1100 | 0.2818 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8790 |
|
| 286 |
+
| 0.1036 | 0.6149 | 1105 | 0.2873 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8847 |
|
| 287 |
+
| 0.1398 | 0.6177 | 1110 | 0.2873 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8837 |
|
| 288 |
+
| 0.1227 | 0.6205 | 1115 | 0.2875 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8839 |
|
| 289 |
+
| 0.1409 | 0.6233 | 1120 | 0.2839 | 0.8571 | 0.9083 | 0.9252 | 0.4737 | 0.5294 | 0.9167 | 0.5 | 0.6995 | 0.8827 |
|
| 290 |
+
| 0.1269 | 0.6260 | 1125 | 0.2906 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8792 |
|
| 291 |
+
| 0.0567 | 0.6288 | 1130 | 0.2920 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8800 |
|
| 292 |
+
| 0.2161 | 0.6316 | 1135 | 0.2935 | 0.8651 | 0.9018 | 0.9439 | 0.4211 | 0.5714 | 0.9224 | 0.4848 | 0.6825 | 0.8770 |
|
| 293 |
+
| 0.1042 | 0.6344 | 1140 | 0.2905 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8778 |
|
| 294 |
+
| 0.293 | 0.6372 | 1145 | 0.2897 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8768 |
|
| 295 |
+
| 0.1699 | 0.6400 | 1150 | 0.2865 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8783 |
|
| 296 |
+
| 0.1279 | 0.6427 | 1155 | 0.2922 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8797 |
|
| 297 |
+
| 0.2309 | 0.6455 | 1160 | 0.2906 | 0.8730 | 0.9027 | 0.9533 | 0.4211 | 0.6154 | 0.9273 | 0.5 | 0.6872 | 0.8790 |
|
| 298 |
+
| 0.1402 | 0.6483 | 1165 | 0.2888 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8807 |
|
| 299 |
+
| 0.1148 | 0.6511 | 1170 | 0.2875 | 0.8571 | 0.9009 | 0.9346 | 0.4211 | 0.5333 | 0.9174 | 0.4706 | 0.6778 | 0.8824 |
|
| 300 |
+
| 0.1557 | 0.6539 | 1175 | 0.2877 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8871 |
|
| 301 |
+
| 0.1379 | 0.6566 | 1180 | 0.2921 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8861 |
|
| 302 |
+
| 0.2314 | 0.6594 | 1185 | 0.2840 | 0.8571 | 0.9083 | 0.9252 | 0.4737 | 0.5294 | 0.9167 | 0.5 | 0.6995 | 0.8908 |
|
| 303 |
+
| 0.1616 | 0.6622 | 1190 | 0.2789 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8906 |
|
| 304 |
+
| 0.1424 | 0.6650 | 1195 | 0.2768 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8910 |
|
| 305 |
+
| 0.0644 | 0.6678 | 1200 | 0.2770 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8930 |
|
| 306 |
+
| 0.1319 | 0.6706 | 1205 | 0.2764 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8947 |
|
| 307 |
+
| 0.1207 | 0.6733 | 1210 | 0.2805 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8938 |
|
| 308 |
+
| 0.1493 | 0.6761 | 1215 | 0.2792 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8945 |
|
| 309 |
+
| 0.1248 | 0.6789 | 1220 | 0.2782 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8933 |
|
| 310 |
+
| 0.175 | 0.6817 | 1225 | 0.2728 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8942 |
|
| 311 |
+
| 0.1635 | 0.6845 | 1230 | 0.2707 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8908 |
|
| 312 |
+
| 0.1852 | 0.6873 | 1235 | 0.2669 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8935 |
|
| 313 |
+
| 0.1397 | 0.6900 | 1240 | 0.2696 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8913 |
|
| 314 |
+
| 0.1088 | 0.6928 | 1245 | 0.2699 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8923 |
|
| 315 |
+
| 0.0983 | 0.6956 | 1250 | 0.2723 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8933 |
|
| 316 |
+
| 0.103 | 0.6984 | 1255 | 0.2715 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8938 |
|
| 317 |
+
| 0.1411 | 0.7012 | 1260 | 0.2726 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8930 |
|
| 318 |
+
| 0.1735 | 0.7040 | 1265 | 0.2690 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8947 |
|
| 319 |
+
| 0.099 | 0.7067 | 1270 | 0.2668 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8967 |
|
| 320 |
+
| 0.1587 | 0.7095 | 1275 | 0.2677 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8970 |
|
| 321 |
+
| 0.1987 | 0.7123 | 1280 | 0.2672 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8942 |
|
| 322 |
+
| 0.122 | 0.7151 | 1285 | 0.2638 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8942 |
|
| 323 |
+
| 0.0837 | 0.7179 | 1290 | 0.2641 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8940 |
|
| 324 |
+
| 0.0937 | 0.7206 | 1295 | 0.2688 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.8942 |
|
| 325 |
+
| 0.1105 | 0.7234 | 1300 | 0.2736 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.8974 |
|
| 326 |
+
| 0.1485 | 0.7262 | 1305 | 0.2725 | 0.8810 | 0.9107 | 0.9533 | 0.4737 | 0.6429 | 0.9315 | 0.5455 | 0.7135 | 0.8970 |
|
| 327 |
+
| 0.1893 | 0.7290 | 1310 | 0.2716 | 0.8810 | 0.9182 | 0.9439 | 0.5263 | 0.625 | 0.9309 | 0.5714 | 0.7351 | 0.8987 |
|
| 328 |
+
| 0.1389 | 0.7318 | 1315 | 0.2698 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8970 |
|
| 329 |
+
| 0.0937 | 0.7346 | 1320 | 0.2715 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8955 |
|
| 330 |
+
| 0.225 | 0.7373 | 1325 | 0.2741 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8945 |
|
| 331 |
+
| 0.2316 | 0.7401 | 1330 | 0.2748 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8935 |
|
| 332 |
+
| 0.091 | 0.7429 | 1335 | 0.2722 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8955 |
|
| 333 |
+
| 0.1639 | 0.7457 | 1340 | 0.2754 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8913 |
|
| 334 |
+
| 0.1012 | 0.7485 | 1345 | 0.2739 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8918 |
|
| 335 |
+
| 0.1338 | 0.7513 | 1350 | 0.2741 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8933 |
|
| 336 |
+
| 0.1463 | 0.7540 | 1355 | 0.2725 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8918 |
|
| 337 |
+
| 0.1361 | 0.7568 | 1360 | 0.2763 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8893 |
|
| 338 |
+
| 0.1624 | 0.7596 | 1365 | 0.2743 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8915 |
|
| 339 |
+
| 0.159 | 0.7624 | 1370 | 0.2793 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8906 |
|
| 340 |
+
| 0.2389 | 0.7652 | 1375 | 0.2776 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8906 |
|
| 341 |
+
| 0.0695 | 0.7679 | 1380 | 0.2775 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8930 |
|
| 342 |
+
| 0.1485 | 0.7707 | 1385 | 0.2744 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8906 |
|
| 343 |
+
| 0.0919 | 0.7735 | 1390 | 0.2747 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8930 |
|
| 344 |
+
| 0.1101 | 0.7763 | 1395 | 0.2722 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8957 |
|
| 345 |
+
| 0.0921 | 0.7791 | 1400 | 0.2709 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8965 |
|
| 346 |
+
| 0.1472 | 0.7819 | 1405 | 0.2719 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8962 |
|
| 347 |
+
| 0.1018 | 0.7846 | 1410 | 0.2711 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8979 |
|
| 348 |
+
| 0.1873 | 0.7874 | 1415 | 0.2742 | 0.8651 | 0.9245 | 0.9159 | 0.5789 | 0.55 | 0.9202 | 0.5641 | 0.7474 | 0.8957 |
|
| 349 |
+
| 0.1717 | 0.7902 | 1420 | 0.2717 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8965 |
|
| 350 |
+
| 0.1041 | 0.7930 | 1425 | 0.2700 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8982 |
|
| 351 |
+
| 0.1221 | 0.7958 | 1430 | 0.2704 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8972 |
|
| 352 |
+
| 0.1907 | 0.7986 | 1435 | 0.2688 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8974 |
|
| 353 |
+
| 0.1222 | 0.8013 | 1440 | 0.2675 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8982 |
|
| 354 |
+
| 0.1449 | 0.8041 | 1445 | 0.2697 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8967 |
|
| 355 |
+
| 0.1319 | 0.8069 | 1450 | 0.2692 | 0.8492 | 0.9151 | 0.9065 | 0.5263 | 0.5 | 0.9108 | 0.5128 | 0.7164 | 0.8977 |
|
| 356 |
+
| 0.1458 | 0.8097 | 1455 | 0.2659 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8984 |
|
| 357 |
+
| 0.1407 | 0.8125 | 1460 | 0.2691 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8947 |
|
| 358 |
+
| 0.1769 | 0.8152 | 1465 | 0.2696 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8967 |
|
| 359 |
+
| 0.1328 | 0.8180 | 1470 | 0.2683 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8974 |
|
| 360 |
+
| 0.1454 | 0.8208 | 1475 | 0.2685 | 0.8571 | 0.9238 | 0.9065 | 0.5789 | 0.5238 | 0.9151 | 0.55 | 0.7427 | 0.8989 |
|
| 361 |
+
| 0.1593 | 0.8236 | 1480 | 0.2675 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8992 |
|
| 362 |
+
| 0.1978 | 0.8264 | 1485 | 0.2683 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.9001 |
|
| 363 |
+
| 0.1051 | 0.8292 | 1490 | 0.2718 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8977 |
|
| 364 |
+
| 0.1279 | 0.8319 | 1495 | 0.2694 | 0.8571 | 0.9159 | 0.9159 | 0.5263 | 0.5263 | 0.9159 | 0.5263 | 0.7211 | 0.8974 |
|
| 365 |
+
| 0.1515 | 0.8347 | 1500 | 0.2703 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8974 |
|
| 366 |
+
| 0.1208 | 0.8375 | 1505 | 0.2704 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8970 |
|
| 367 |
+
| 0.1787 | 0.8403 | 1510 | 0.2708 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8979 |
|
| 368 |
+
| 0.0791 | 0.8431 | 1515 | 0.2691 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8987 |
|
| 369 |
+
| 0.14 | 0.8459 | 1520 | 0.2689 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8974 |
|
| 370 |
+
| 0.2009 | 0.8486 | 1525 | 0.2699 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8989 |
|
| 371 |
+
| 0.1629 | 0.8514 | 1530 | 0.2678 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9006 |
|
| 372 |
+
| 0.2086 | 0.8542 | 1535 | 0.2663 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.9001 |
|
| 373 |
+
| 0.0804 | 0.8570 | 1540 | 0.2681 | 0.8651 | 0.9091 | 0.9346 | 0.4737 | 0.5625 | 0.9217 | 0.5143 | 0.7041 | 0.8974 |
|
| 374 |
+
| 0.1166 | 0.8598 | 1545 | 0.2649 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8984 |
|
| 375 |
+
| 0.1854 | 0.8625 | 1550 | 0.2658 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8972 |
|
| 376 |
+
| 0.2123 | 0.8653 | 1555 | 0.2665 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8970 |
|
| 377 |
+
| 0.1114 | 0.8681 | 1560 | 0.2639 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8977 |
|
| 378 |
+
| 0.1162 | 0.8709 | 1565 | 0.2627 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8989 |
|
| 379 |
+
| 0.1656 | 0.8737 | 1570 | 0.2612 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8974 |
|
| 380 |
+
| 0.1162 | 0.8765 | 1575 | 0.2640 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8984 |
|
| 381 |
+
| 0.1096 | 0.8792 | 1580 | 0.2639 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8982 |
|
| 382 |
+
| 0.1189 | 0.8820 | 1585 | 0.2622 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8997 |
|
| 383 |
+
| 0.1202 | 0.8848 | 1590 | 0.2634 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8982 |
|
| 384 |
+
| 0.1421 | 0.8876 | 1595 | 0.2622 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9011 |
|
| 385 |
+
| 0.1227 | 0.8904 | 1600 | 0.2621 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8977 |
|
| 386 |
+
| 0.1103 | 0.8932 | 1605 | 0.2604 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8997 |
|
| 387 |
+
| 0.1229 | 0.8959 | 1610 | 0.2603 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8989 |
|
| 388 |
+
| 0.1324 | 0.8987 | 1615 | 0.2646 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8974 |
|
| 389 |
+
| 0.1164 | 0.9015 | 1620 | 0.2616 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8987 |
|
| 390 |
+
| 0.0945 | 0.9043 | 1625 | 0.2608 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9006 |
|
| 391 |
+
| 0.1388 | 0.9071 | 1630 | 0.2643 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8974 |
|
| 392 |
+
| 0.0759 | 0.9098 | 1635 | 0.2609 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9001 |
|
| 393 |
+
| 0.127 | 0.9126 | 1640 | 0.2609 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.9001 |
|
| 394 |
+
| 0.0884 | 0.9154 | 1645 | 0.2640 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8987 |
|
| 395 |
+
| 0.146 | 0.9182 | 1650 | 0.2620 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8989 |
|
| 396 |
+
| 0.1497 | 0.9210 | 1655 | 0.2617 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8984 |
|
| 397 |
+
| 0.1216 | 0.9238 | 1660 | 0.2628 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8972 |
|
| 398 |
+
| 0.1573 | 0.9265 | 1665 | 0.2628 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8999 |
|
| 399 |
+
| 0.156 | 0.9293 | 1670 | 0.2641 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8970 |
|
| 400 |
+
| 0.123 | 0.9321 | 1675 | 0.2618 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8989 |
|
| 401 |
+
| 0.1357 | 0.9349 | 1680 | 0.2621 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8979 |
|
| 402 |
+
| 0.0694 | 0.9377 | 1685 | 0.2631 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8970 |
|
| 403 |
+
| 0.1622 | 0.9405 | 1690 | 0.2611 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.9009 |
|
| 404 |
+
| 0.1787 | 0.9432 | 1695 | 0.2649 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8987 |
|
| 405 |
+
| 0.0839 | 0.9460 | 1700 | 0.2633 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8989 |
|
| 406 |
+
| 0.1098 | 0.9488 | 1705 | 0.2630 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8965 |
|
| 407 |
+
| 0.1712 | 0.9516 | 1710 | 0.2639 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8982 |
|
| 408 |
+
| 0.1486 | 0.9544 | 1715 | 0.2636 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8997 |
|
| 409 |
+
| 0.0938 | 0.9572 | 1720 | 0.2615 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.9014 |
|
| 410 |
+
| 0.091 | 0.9599 | 1725 | 0.2612 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.9009 |
|
| 411 |
+
| 0.1503 | 0.9627 | 1730 | 0.2612 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8987 |
|
| 412 |
+
| 0.106 | 0.9655 | 1735 | 0.2649 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8979 |
|
| 413 |
+
| 0.1087 | 0.9683 | 1740 | 0.2638 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8967 |
|
| 414 |
+
| 0.1995 | 0.9711 | 1745 | 0.2610 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8994 |
|
| 415 |
+
| 0.0778 | 0.9738 | 1750 | 0.2631 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8982 |
|
| 416 |
+
| 0.1065 | 0.9766 | 1755 | 0.2640 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8974 |
|
| 417 |
+
| 0.1543 | 0.9794 | 1760 | 0.2647 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8962 |
|
| 418 |
+
| 0.1065 | 0.9822 | 1765 | 0.2630 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8979 |
|
| 419 |
+
| 0.1642 | 0.9850 | 1770 | 0.2626 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8989 |
|
| 420 |
+
| 0.145 | 0.9878 | 1775 | 0.2630 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.9006 |
|
| 421 |
+
| 0.1278 | 0.9905 | 1780 | 0.2637 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8962 |
|
| 422 |
+
| 0.0931 | 0.9933 | 1785 | 0.2617 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8999 |
|
| 423 |
+
| 0.1147 | 0.9961 | 1790 | 0.2656 | 0.8730 | 0.9174 | 0.9346 | 0.5263 | 0.5882 | 0.9259 | 0.5556 | 0.7304 | 0.8970 |
|
| 424 |
+
| 0.126 | 0.9989 | 1795 | 0.2606 | 0.8651 | 0.9167 | 0.9252 | 0.5263 | 0.5556 | 0.9209 | 0.5405 | 0.7258 | 0.8997 |
|
| 425 |
+
|
| 426 |
+
|
| 427 |
+
### Framework versions
|
| 428 |
+
|
| 429 |
+
- PEFT 0.12.0
|
| 430 |
+
- Transformers 4.46.0
|
| 431 |
+
- Pytorch 2.4.0+cu118
|
| 432 |
+
- Datasets 3.0.0
|
| 433 |
+
- Tokenizers 0.20.1
|