Training in progress, step 500
Browse files- README.md +565 -0
- config.json +32 -0
- model.safetensors +3 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
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| 2 |
+
library_name: transformers
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| 3 |
+
base_model: aubmindlab/bert-base-arabertv02
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| 4 |
+
tags:
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| 5 |
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- generated_from_trainer
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| 6 |
+
model-index:
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| 7 |
+
- name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_task1_organization
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| 8 |
+
results: []
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| 9 |
+
---
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| 10 |
+
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| 11 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
| 12 |
+
should probably proofread and complete it, then remove this comment. -->
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| 13 |
+
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| 14 |
+
# ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_task1_organization
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| 15 |
+
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| 16 |
+
This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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| 17 |
+
It achieves the following results on the evaluation set:
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| 18 |
+
- Loss: 0.8732
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| 19 |
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- Qwk: 0.7456
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| 20 |
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- Mse: 0.8732
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| 21 |
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- Rmse: 0.9345
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| 22 |
+
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| 23 |
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## Model description
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| 24 |
+
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| 25 |
+
More information needed
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| 26 |
+
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| 27 |
+
## Intended uses & limitations
|
| 28 |
+
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| 29 |
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More information needed
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| 30 |
+
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| 31 |
+
## Training and evaluation data
|
| 32 |
+
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| 33 |
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More information needed
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| 34 |
+
|
| 35 |
+
## Training procedure
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| 36 |
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| 37 |
+
### Training hyperparameters
|
| 38 |
+
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| 39 |
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The following hyperparameters were used during training:
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| 40 |
+
- learning_rate: 2e-05
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| 41 |
+
- train_batch_size: 8
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| 42 |
+
- eval_batch_size: 8
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| 43 |
+
- seed: 42
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| 44 |
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 45 |
+
- lr_scheduler_type: linear
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| 46 |
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- num_epochs: 100
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| 47 |
+
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| 48 |
+
### Training results
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| 49 |
+
|
| 50 |
+
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|
| 51 |
+
|:-------------:|:------:|:----:|:---------------:|:------:|:------:|:------:|
|
| 52 |
+
| No log | 0.0133 | 2 | 6.8867 | 0.0242 | 6.8867 | 2.6243 |
|
| 53 |
+
| No log | 0.0267 | 4 | 5.0463 | 0.0599 | 5.0463 | 2.2464 |
|
| 54 |
+
| No log | 0.04 | 6 | 2.9499 | 0.0952 | 2.9499 | 1.7175 |
|
| 55 |
+
| No log | 0.0533 | 8 | 2.2733 | 0.0851 | 2.2733 | 1.5078 |
|
| 56 |
+
| No log | 0.0667 | 10 | 1.9127 | 0.1739 | 1.9127 | 1.3830 |
|
| 57 |
+
| No log | 0.08 | 12 | 1.5504 | 0.1165 | 1.5504 | 1.2452 |
|
| 58 |
+
| No log | 0.0933 | 14 | 1.6115 | 0.1321 | 1.6115 | 1.2695 |
|
| 59 |
+
| No log | 0.1067 | 16 | 1.7632 | 0.1321 | 1.7632 | 1.3279 |
|
| 60 |
+
| No log | 0.12 | 18 | 1.6117 | 0.0784 | 1.6117 | 1.2695 |
|
| 61 |
+
| No log | 0.1333 | 20 | 1.4823 | 0.1538 | 1.4823 | 1.2175 |
|
| 62 |
+
| No log | 0.1467 | 22 | 1.3802 | 0.2617 | 1.3802 | 1.1748 |
|
| 63 |
+
| No log | 0.16 | 24 | 1.3828 | 0.2075 | 1.3828 | 1.1759 |
|
| 64 |
+
| No log | 0.1733 | 26 | 1.5243 | 0.3423 | 1.5243 | 1.2346 |
|
| 65 |
+
| No log | 0.1867 | 28 | 1.6052 | 0.4 | 1.6052 | 1.2670 |
|
| 66 |
+
| No log | 0.2 | 30 | 1.5248 | 0.3363 | 1.5248 | 1.2348 |
|
| 67 |
+
| No log | 0.2133 | 32 | 1.5739 | 0.3443 | 1.5739 | 1.2546 |
|
| 68 |
+
| No log | 0.2267 | 34 | 1.4919 | 0.3934 | 1.4919 | 1.2214 |
|
| 69 |
+
| No log | 0.24 | 36 | 1.3083 | 0.4202 | 1.3083 | 1.1438 |
|
| 70 |
+
| No log | 0.2533 | 38 | 1.2253 | 0.5197 | 1.2253 | 1.1070 |
|
| 71 |
+
| No log | 0.2667 | 40 | 1.0582 | 0.5909 | 1.0582 | 1.0287 |
|
| 72 |
+
| No log | 0.28 | 42 | 0.9921 | 0.5736 | 0.9921 | 0.9961 |
|
| 73 |
+
| No log | 0.2933 | 44 | 0.9090 | 0.5625 | 0.9090 | 0.9534 |
|
| 74 |
+
| No log | 0.3067 | 46 | 0.8776 | 0.6316 | 0.8776 | 0.9368 |
|
| 75 |
+
| No log | 0.32 | 48 | 0.7844 | 0.6718 | 0.7844 | 0.8857 |
|
| 76 |
+
| No log | 0.3333 | 50 | 0.7726 | 0.6818 | 0.7726 | 0.8790 |
|
| 77 |
+
| No log | 0.3467 | 52 | 0.7182 | 0.7465 | 0.7182 | 0.8475 |
|
| 78 |
+
| No log | 0.36 | 54 | 0.6992 | 0.7518 | 0.6992 | 0.8362 |
|
| 79 |
+
| No log | 0.3733 | 56 | 0.7044 | 0.7338 | 0.7044 | 0.8393 |
|
| 80 |
+
| No log | 0.3867 | 58 | 0.6289 | 0.7413 | 0.6289 | 0.7930 |
|
| 81 |
+
| No log | 0.4 | 60 | 0.7762 | 0.7020 | 0.7762 | 0.8810 |
|
| 82 |
+
| No log | 0.4133 | 62 | 1.0804 | 0.5772 | 1.0804 | 1.0394 |
|
| 83 |
+
| No log | 0.4267 | 64 | 0.9392 | 0.6309 | 0.9392 | 0.9691 |
|
| 84 |
+
| No log | 0.44 | 66 | 0.7278 | 0.7183 | 0.7278 | 0.8531 |
|
| 85 |
+
| No log | 0.4533 | 68 | 0.6987 | 0.7606 | 0.6987 | 0.8359 |
|
| 86 |
+
| No log | 0.4667 | 70 | 0.7736 | 0.6861 | 0.7736 | 0.8796 |
|
| 87 |
+
| No log | 0.48 | 72 | 0.8765 | 0.7042 | 0.8765 | 0.9362 |
|
| 88 |
+
| No log | 0.4933 | 74 | 0.9527 | 0.6197 | 0.9527 | 0.9761 |
|
| 89 |
+
| No log | 0.5067 | 76 | 0.8524 | 0.6712 | 0.8524 | 0.9232 |
|
| 90 |
+
| No log | 0.52 | 78 | 0.8180 | 0.7143 | 0.8180 | 0.9044 |
|
| 91 |
+
| No log | 0.5333 | 80 | 1.1121 | 0.5180 | 1.1121 | 1.0545 |
|
| 92 |
+
| No log | 0.5467 | 82 | 1.0927 | 0.5205 | 1.0927 | 1.0453 |
|
| 93 |
+
| No log | 0.56 | 84 | 0.8128 | 0.7067 | 0.8128 | 0.9015 |
|
| 94 |
+
| No log | 0.5733 | 86 | 1.2476 | 0.4932 | 1.2476 | 1.1170 |
|
| 95 |
+
| No log | 0.5867 | 88 | 1.4738 | 0.4933 | 1.4738 | 1.2140 |
|
| 96 |
+
| No log | 0.6 | 90 | 1.0739 | 0.5850 | 1.0739 | 1.0363 |
|
| 97 |
+
| No log | 0.6133 | 92 | 0.7472 | 0.7467 | 0.7472 | 0.8644 |
|
| 98 |
+
| No log | 0.6267 | 94 | 1.0375 | 0.6013 | 1.0375 | 1.0186 |
|
| 99 |
+
| No log | 0.64 | 96 | 1.0153 | 0.5833 | 1.0153 | 1.0076 |
|
| 100 |
+
| No log | 0.6533 | 98 | 0.8011 | 0.6806 | 0.8011 | 0.8951 |
|
| 101 |
+
| No log | 0.6667 | 100 | 0.7331 | 0.7613 | 0.7331 | 0.8562 |
|
| 102 |
+
| No log | 0.68 | 102 | 0.7812 | 0.7020 | 0.7812 | 0.8838 |
|
| 103 |
+
| No log | 0.6933 | 104 | 0.6946 | 0.7871 | 0.6946 | 0.8334 |
|
| 104 |
+
| No log | 0.7067 | 106 | 0.7220 | 0.7308 | 0.7220 | 0.8497 |
|
| 105 |
+
| No log | 0.72 | 108 | 0.9365 | 0.6364 | 0.9365 | 0.9678 |
|
| 106 |
+
| No log | 0.7333 | 110 | 0.9629 | 0.6259 | 0.9629 | 0.9813 |
|
| 107 |
+
| No log | 0.7467 | 112 | 0.9300 | 0.6202 | 0.9300 | 0.9644 |
|
| 108 |
+
| No log | 0.76 | 114 | 1.0799 | 0.4480 | 1.0799 | 1.0392 |
|
| 109 |
+
| No log | 0.7733 | 116 | 0.9087 | 0.6202 | 0.9087 | 0.9532 |
|
| 110 |
+
| No log | 0.7867 | 118 | 0.7704 | 0.7194 | 0.7704 | 0.8777 |
|
| 111 |
+
| No log | 0.8 | 120 | 0.6788 | 0.7194 | 0.6788 | 0.8239 |
|
| 112 |
+
| No log | 0.8133 | 122 | 0.5901 | 0.7919 | 0.5901 | 0.7682 |
|
| 113 |
+
| No log | 0.8267 | 124 | 0.5669 | 0.7871 | 0.5669 | 0.7529 |
|
| 114 |
+
| No log | 0.84 | 126 | 0.5640 | 0.7875 | 0.5640 | 0.7510 |
|
| 115 |
+
| No log | 0.8533 | 128 | 0.5828 | 0.8 | 0.5828 | 0.7634 |
|
| 116 |
+
| No log | 0.8667 | 130 | 0.5640 | 0.8023 | 0.5640 | 0.7510 |
|
| 117 |
+
| No log | 0.88 | 132 | 0.5894 | 0.7791 | 0.5894 | 0.7677 |
|
| 118 |
+
| No log | 0.8933 | 134 | 0.6043 | 0.7831 | 0.6043 | 0.7774 |
|
| 119 |
+
| No log | 0.9067 | 136 | 0.6044 | 0.7784 | 0.6044 | 0.7775 |
|
| 120 |
+
| No log | 0.92 | 138 | 0.6592 | 0.7821 | 0.6592 | 0.8119 |
|
| 121 |
+
| No log | 0.9333 | 140 | 0.6333 | 0.7550 | 0.6333 | 0.7958 |
|
| 122 |
+
| No log | 0.9467 | 142 | 0.6535 | 0.7613 | 0.6535 | 0.8084 |
|
| 123 |
+
| No log | 0.96 | 144 | 0.7194 | 0.7297 | 0.7194 | 0.8482 |
|
| 124 |
+
| No log | 0.9733 | 146 | 0.6952 | 0.7619 | 0.6952 | 0.8338 |
|
| 125 |
+
| No log | 0.9867 | 148 | 0.6924 | 0.7568 | 0.6924 | 0.8321 |
|
| 126 |
+
| No log | 1.0 | 150 | 0.6538 | 0.7568 | 0.6538 | 0.8086 |
|
| 127 |
+
| No log | 1.0133 | 152 | 0.6601 | 0.7792 | 0.6601 | 0.8125 |
|
| 128 |
+
| No log | 1.0267 | 154 | 0.7029 | 0.7578 | 0.7029 | 0.8384 |
|
| 129 |
+
| No log | 1.04 | 156 | 0.6443 | 0.8026 | 0.6443 | 0.8027 |
|
| 130 |
+
| No log | 1.0533 | 158 | 0.6227 | 0.7534 | 0.6227 | 0.7891 |
|
| 131 |
+
| No log | 1.0667 | 160 | 0.6396 | 0.7432 | 0.6396 | 0.7998 |
|
| 132 |
+
| No log | 1.08 | 162 | 0.5844 | 0.7703 | 0.5844 | 0.7644 |
|
| 133 |
+
| No log | 1.0933 | 164 | 0.5775 | 0.8228 | 0.5775 | 0.7599 |
|
| 134 |
+
| No log | 1.1067 | 166 | 0.6088 | 0.8161 | 0.6088 | 0.7803 |
|
| 135 |
+
| No log | 1.12 | 168 | 0.6424 | 0.8 | 0.6424 | 0.8015 |
|
| 136 |
+
| No log | 1.1333 | 170 | 0.7281 | 0.7684 | 0.7281 | 0.8533 |
|
| 137 |
+
| No log | 1.1467 | 172 | 0.6569 | 0.7799 | 0.6569 | 0.8105 |
|
| 138 |
+
| No log | 1.16 | 174 | 0.5993 | 0.8026 | 0.5993 | 0.7742 |
|
| 139 |
+
| No log | 1.1733 | 176 | 0.6312 | 0.7397 | 0.6312 | 0.7945 |
|
| 140 |
+
| No log | 1.1867 | 178 | 0.7040 | 0.7162 | 0.7040 | 0.8391 |
|
| 141 |
+
| No log | 1.2 | 180 | 0.6706 | 0.7297 | 0.6706 | 0.8189 |
|
| 142 |
+
| No log | 1.2133 | 182 | 0.6643 | 0.7550 | 0.6643 | 0.8150 |
|
| 143 |
+
| No log | 1.2267 | 184 | 0.7296 | 0.7067 | 0.7296 | 0.8542 |
|
| 144 |
+
| No log | 1.24 | 186 | 0.7247 | 0.7368 | 0.7247 | 0.8513 |
|
| 145 |
+
| No log | 1.2533 | 188 | 0.6696 | 0.7417 | 0.6696 | 0.8183 |
|
| 146 |
+
| No log | 1.2667 | 190 | 0.6524 | 0.7891 | 0.6524 | 0.8077 |
|
| 147 |
+
| No log | 1.28 | 192 | 0.6437 | 0.7919 | 0.6437 | 0.8023 |
|
| 148 |
+
| No log | 1.2933 | 194 | 0.6603 | 0.7383 | 0.6603 | 0.8126 |
|
| 149 |
+
| No log | 1.3067 | 196 | 0.7359 | 0.7237 | 0.7359 | 0.8578 |
|
| 150 |
+
| No log | 1.32 | 198 | 0.7133 | 0.7237 | 0.7133 | 0.8446 |
|
| 151 |
+
| No log | 1.3333 | 200 | 0.6245 | 0.7871 | 0.6245 | 0.7902 |
|
| 152 |
+
| No log | 1.3467 | 202 | 0.5849 | 0.7947 | 0.5849 | 0.7648 |
|
| 153 |
+
| No log | 1.3600 | 204 | 0.5846 | 0.8079 | 0.5846 | 0.7646 |
|
| 154 |
+
| No log | 1.3733 | 206 | 0.6419 | 0.7237 | 0.6419 | 0.8012 |
|
| 155 |
+
| No log | 1.3867 | 208 | 0.6833 | 0.6986 | 0.6833 | 0.8266 |
|
| 156 |
+
| No log | 1.4 | 210 | 0.6376 | 0.7550 | 0.6376 | 0.7985 |
|
| 157 |
+
| No log | 1.4133 | 212 | 0.5899 | 0.8079 | 0.5899 | 0.7681 |
|
| 158 |
+
| No log | 1.4267 | 214 | 0.5938 | 0.7895 | 0.5938 | 0.7706 |
|
| 159 |
+
| No log | 1.44 | 216 | 0.6397 | 0.7582 | 0.6397 | 0.7998 |
|
| 160 |
+
| No log | 1.4533 | 218 | 0.6783 | 0.7550 | 0.6783 | 0.8236 |
|
| 161 |
+
| No log | 1.4667 | 220 | 0.6537 | 0.7632 | 0.6537 | 0.8085 |
|
| 162 |
+
| No log | 1.48 | 222 | 0.6009 | 0.7974 | 0.6009 | 0.7752 |
|
| 163 |
+
| No log | 1.4933 | 224 | 0.6064 | 0.7662 | 0.6064 | 0.7787 |
|
| 164 |
+
| No log | 1.5067 | 226 | 0.6454 | 0.7532 | 0.6454 | 0.8034 |
|
| 165 |
+
| No log | 1.52 | 228 | 0.5727 | 0.7922 | 0.5727 | 0.7567 |
|
| 166 |
+
| No log | 1.5333 | 230 | 0.6209 | 0.8353 | 0.6209 | 0.7880 |
|
| 167 |
+
| No log | 1.5467 | 232 | 0.9055 | 0.6848 | 0.9055 | 0.9516 |
|
| 168 |
+
| No log | 1.56 | 234 | 0.9948 | 0.6897 | 0.9948 | 0.9974 |
|
| 169 |
+
| No log | 1.5733 | 236 | 0.8336 | 0.6490 | 0.8336 | 0.9130 |
|
| 170 |
+
| No log | 1.5867 | 238 | 0.6600 | 0.7143 | 0.6600 | 0.8124 |
|
| 171 |
+
| No log | 1.6 | 240 | 0.6858 | 0.7763 | 0.6858 | 0.8281 |
|
| 172 |
+
| No log | 1.6133 | 242 | 0.9014 | 0.6710 | 0.9014 | 0.9494 |
|
| 173 |
+
| No log | 1.6267 | 244 | 0.8938 | 0.6923 | 0.8938 | 0.9454 |
|
| 174 |
+
| No log | 1.6400 | 246 | 0.6827 | 0.7771 | 0.6827 | 0.8263 |
|
| 175 |
+
| No log | 1.6533 | 248 | 0.5970 | 0.7974 | 0.5970 | 0.7726 |
|
| 176 |
+
| No log | 1.6667 | 250 | 0.8679 | 0.6581 | 0.8679 | 0.9316 |
|
| 177 |
+
| No log | 1.6800 | 252 | 1.0461 | 0.7151 | 1.0461 | 1.0228 |
|
| 178 |
+
| No log | 1.6933 | 254 | 0.9601 | 0.6832 | 0.9601 | 0.9799 |
|
| 179 |
+
| No log | 1.7067 | 256 | 0.7126 | 0.6711 | 0.7126 | 0.8442 |
|
| 180 |
+
| No log | 1.72 | 258 | 0.6153 | 0.7895 | 0.6153 | 0.7844 |
|
| 181 |
+
| No log | 1.7333 | 260 | 0.6401 | 0.7947 | 0.6401 | 0.8000 |
|
| 182 |
+
| No log | 1.7467 | 262 | 0.6381 | 0.8026 | 0.6381 | 0.7988 |
|
| 183 |
+
| No log | 1.76 | 264 | 0.6543 | 0.7286 | 0.6543 | 0.8089 |
|
| 184 |
+
| No log | 1.7733 | 266 | 0.6995 | 0.7067 | 0.6995 | 0.8363 |
|
| 185 |
+
| No log | 1.7867 | 268 | 0.8095 | 0.6803 | 0.8095 | 0.8997 |
|
| 186 |
+
| No log | 1.8 | 270 | 0.7867 | 0.6803 | 0.7867 | 0.8869 |
|
| 187 |
+
| No log | 1.8133 | 272 | 0.6361 | 0.7067 | 0.6361 | 0.7976 |
|
| 188 |
+
| No log | 1.8267 | 274 | 0.5209 | 0.8129 | 0.5209 | 0.7217 |
|
| 189 |
+
| No log | 1.8400 | 276 | 0.5217 | 0.8466 | 0.5217 | 0.7223 |
|
| 190 |
+
| No log | 1.8533 | 278 | 0.4753 | 0.8606 | 0.4753 | 0.6894 |
|
| 191 |
+
| No log | 1.8667 | 280 | 0.4652 | 0.8466 | 0.4652 | 0.6821 |
|
| 192 |
+
| No log | 1.88 | 282 | 0.5449 | 0.8242 | 0.5449 | 0.7382 |
|
| 193 |
+
| No log | 1.8933 | 284 | 0.6043 | 0.8298 | 0.6043 | 0.7774 |
|
| 194 |
+
| No log | 1.9067 | 286 | 0.5199 | 0.8208 | 0.5199 | 0.7210 |
|
| 195 |
+
| No log | 1.92 | 288 | 0.4652 | 0.8589 | 0.4652 | 0.6821 |
|
| 196 |
+
| No log | 1.9333 | 290 | 0.5080 | 0.85 | 0.5080 | 0.7128 |
|
| 197 |
+
| No log | 1.9467 | 292 | 0.5226 | 0.85 | 0.5226 | 0.7229 |
|
| 198 |
+
| No log | 1.96 | 294 | 0.5759 | 0.7922 | 0.5759 | 0.7589 |
|
| 199 |
+
| No log | 1.9733 | 296 | 0.6060 | 0.7922 | 0.6060 | 0.7784 |
|
| 200 |
+
| No log | 1.9867 | 298 | 0.6263 | 0.7755 | 0.6263 | 0.7914 |
|
| 201 |
+
| No log | 2.0 | 300 | 0.6441 | 0.7429 | 0.6441 | 0.8026 |
|
| 202 |
+
| No log | 2.0133 | 302 | 0.6327 | 0.7552 | 0.6327 | 0.7954 |
|
| 203 |
+
| No log | 2.0267 | 304 | 0.6250 | 0.7724 | 0.6250 | 0.7906 |
|
| 204 |
+
| No log | 2.04 | 306 | 0.6054 | 0.7785 | 0.6054 | 0.7781 |
|
| 205 |
+
| No log | 2.0533 | 308 | 0.6104 | 0.7432 | 0.6104 | 0.7813 |
|
| 206 |
+
| No log | 2.0667 | 310 | 0.6687 | 0.7190 | 0.6687 | 0.8177 |
|
| 207 |
+
| No log | 2.08 | 312 | 0.7654 | 0.7105 | 0.7654 | 0.8749 |
|
| 208 |
+
| No log | 2.0933 | 314 | 0.7289 | 0.6939 | 0.7289 | 0.8538 |
|
| 209 |
+
| No log | 2.1067 | 316 | 0.6490 | 0.7237 | 0.6490 | 0.8056 |
|
| 210 |
+
| No log | 2.12 | 318 | 0.6143 | 0.7662 | 0.6143 | 0.7837 |
|
| 211 |
+
| No log | 2.1333 | 320 | 0.6184 | 0.7651 | 0.6184 | 0.7864 |
|
| 212 |
+
| No log | 2.1467 | 322 | 0.6289 | 0.7682 | 0.6289 | 0.7931 |
|
| 213 |
+
| No log | 2.16 | 324 | 0.6324 | 0.7763 | 0.6324 | 0.7952 |
|
| 214 |
+
| No log | 2.1733 | 326 | 0.6787 | 0.7532 | 0.6787 | 0.8238 |
|
| 215 |
+
| No log | 2.1867 | 328 | 0.7115 | 0.7467 | 0.7115 | 0.8435 |
|
| 216 |
+
| No log | 2.2 | 330 | 0.6685 | 0.7417 | 0.6685 | 0.8176 |
|
| 217 |
+
| No log | 2.2133 | 332 | 0.6559 | 0.7651 | 0.6559 | 0.8099 |
|
| 218 |
+
| No log | 2.2267 | 334 | 0.6695 | 0.7432 | 0.6695 | 0.8182 |
|
| 219 |
+
| No log | 2.24 | 336 | 0.6926 | 0.7260 | 0.6926 | 0.8322 |
|
| 220 |
+
| No log | 2.2533 | 338 | 0.7398 | 0.6986 | 0.7398 | 0.8601 |
|
| 221 |
+
| No log | 2.2667 | 340 | 0.7487 | 0.7027 | 0.7487 | 0.8653 |
|
| 222 |
+
| No log | 2.2800 | 342 | 0.7227 | 0.7152 | 0.7227 | 0.8501 |
|
| 223 |
+
| No log | 2.2933 | 344 | 0.6857 | 0.7248 | 0.6857 | 0.8281 |
|
| 224 |
+
| No log | 2.3067 | 346 | 0.7007 | 0.7248 | 0.7007 | 0.8371 |
|
| 225 |
+
| No log | 2.32 | 348 | 0.6911 | 0.7123 | 0.6911 | 0.8313 |
|
| 226 |
+
| No log | 2.3333 | 350 | 0.6663 | 0.7808 | 0.6663 | 0.8163 |
|
| 227 |
+
| No log | 2.3467 | 352 | 0.6386 | 0.7808 | 0.6386 | 0.7991 |
|
| 228 |
+
| No log | 2.36 | 354 | 0.5844 | 0.8129 | 0.5844 | 0.7645 |
|
| 229 |
+
| No log | 2.3733 | 356 | 0.5889 | 0.7857 | 0.5889 | 0.7674 |
|
| 230 |
+
| No log | 2.3867 | 358 | 0.6931 | 0.7692 | 0.6931 | 0.8325 |
|
| 231 |
+
| No log | 2.4 | 360 | 0.6483 | 0.8229 | 0.6483 | 0.8052 |
|
| 232 |
+
| No log | 2.4133 | 362 | 0.5493 | 0.8503 | 0.5493 | 0.7412 |
|
| 233 |
+
| No log | 2.4267 | 364 | 0.5656 | 0.8302 | 0.5656 | 0.7520 |
|
| 234 |
+
| No log | 2.44 | 366 | 0.6202 | 0.8050 | 0.6202 | 0.7875 |
|
| 235 |
+
| No log | 2.4533 | 368 | 0.7470 | 0.7143 | 0.7470 | 0.8643 |
|
| 236 |
+
| No log | 2.4667 | 370 | 0.8205 | 0.7333 | 0.8205 | 0.9058 |
|
| 237 |
+
| No log | 2.48 | 372 | 0.7813 | 0.7333 | 0.7813 | 0.8839 |
|
| 238 |
+
| No log | 2.4933 | 374 | 0.7528 | 0.7345 | 0.7528 | 0.8676 |
|
| 239 |
+
| No log | 2.5067 | 376 | 0.7038 | 0.7674 | 0.7038 | 0.8389 |
|
| 240 |
+
| No log | 2.52 | 378 | 0.6754 | 0.7778 | 0.6754 | 0.8218 |
|
| 241 |
+
| No log | 2.5333 | 380 | 0.6726 | 0.75 | 0.6726 | 0.8201 |
|
| 242 |
+
| No log | 2.5467 | 382 | 0.6755 | 0.7375 | 0.6755 | 0.8219 |
|
| 243 |
+
| No log | 2.56 | 384 | 0.6802 | 0.7665 | 0.6802 | 0.8248 |
|
| 244 |
+
| No log | 2.5733 | 386 | 0.7709 | 0.7374 | 0.7709 | 0.8780 |
|
| 245 |
+
| No log | 2.5867 | 388 | 0.7816 | 0.7374 | 0.7816 | 0.8841 |
|
| 246 |
+
| No log | 2.6 | 390 | 0.6496 | 0.7665 | 0.6496 | 0.8060 |
|
| 247 |
+
| No log | 2.6133 | 392 | 0.5429 | 0.8364 | 0.5429 | 0.7368 |
|
| 248 |
+
| No log | 2.6267 | 394 | 0.5021 | 0.8421 | 0.5021 | 0.7086 |
|
| 249 |
+
| No log | 2.64 | 396 | 0.4950 | 0.8387 | 0.4950 | 0.7035 |
|
| 250 |
+
| No log | 2.6533 | 398 | 0.5277 | 0.8513 | 0.5277 | 0.7264 |
|
| 251 |
+
| No log | 2.6667 | 400 | 0.6034 | 0.8060 | 0.6034 | 0.7768 |
|
| 252 |
+
| No log | 2.68 | 402 | 0.6667 | 0.7979 | 0.6667 | 0.8165 |
|
| 253 |
+
| No log | 2.6933 | 404 | 0.7038 | 0.7709 | 0.7038 | 0.8390 |
|
| 254 |
+
| No log | 2.7067 | 406 | 0.7056 | 0.7123 | 0.7056 | 0.8400 |
|
| 255 |
+
| No log | 2.7200 | 408 | 0.7654 | 0.6806 | 0.7654 | 0.8749 |
|
| 256 |
+
| No log | 2.7333 | 410 | 0.7986 | 0.6573 | 0.7986 | 0.8936 |
|
| 257 |
+
| No log | 2.7467 | 412 | 0.7526 | 0.6806 | 0.7526 | 0.8675 |
|
| 258 |
+
| No log | 2.76 | 414 | 0.7484 | 0.6806 | 0.7484 | 0.8651 |
|
| 259 |
+
| No log | 2.7733 | 416 | 0.6950 | 0.7190 | 0.6950 | 0.8336 |
|
| 260 |
+
| No log | 2.7867 | 418 | 0.6458 | 0.7797 | 0.6458 | 0.8036 |
|
| 261 |
+
| No log | 2.8 | 420 | 0.6007 | 0.8066 | 0.6007 | 0.7751 |
|
| 262 |
+
| No log | 2.8133 | 422 | 0.5654 | 0.8066 | 0.5654 | 0.7520 |
|
| 263 |
+
| No log | 2.8267 | 424 | 0.5542 | 0.8118 | 0.5542 | 0.7444 |
|
| 264 |
+
| No log | 2.84 | 426 | 0.5772 | 0.7853 | 0.5772 | 0.7598 |
|
| 265 |
+
| No log | 2.8533 | 428 | 0.6394 | 0.7342 | 0.6394 | 0.7996 |
|
| 266 |
+
| No log | 2.8667 | 430 | 0.6760 | 0.7261 | 0.6760 | 0.8222 |
|
| 267 |
+
| No log | 2.88 | 432 | 0.6577 | 0.7237 | 0.6577 | 0.8110 |
|
| 268 |
+
| No log | 2.8933 | 434 | 0.6200 | 0.7724 | 0.6200 | 0.7874 |
|
| 269 |
+
| No log | 2.9067 | 436 | 0.6326 | 0.7838 | 0.6326 | 0.7954 |
|
| 270 |
+
| No log | 2.92 | 438 | 0.6347 | 0.7606 | 0.6347 | 0.7967 |
|
| 271 |
+
| No log | 2.9333 | 440 | 0.6057 | 0.7778 | 0.6057 | 0.7783 |
|
| 272 |
+
| No log | 2.9467 | 442 | 0.6107 | 0.75 | 0.6107 | 0.7815 |
|
| 273 |
+
| No log | 2.96 | 444 | 0.7925 | 0.7326 | 0.7925 | 0.8902 |
|
| 274 |
+
| No log | 2.9733 | 446 | 0.8900 | 0.7461 | 0.8900 | 0.9434 |
|
| 275 |
+
| No log | 2.9867 | 448 | 0.7428 | 0.75 | 0.7428 | 0.8619 |
|
| 276 |
+
| No log | 3.0 | 450 | 0.5674 | 0.8280 | 0.5674 | 0.7533 |
|
| 277 |
+
| No log | 3.0133 | 452 | 0.4727 | 0.8263 | 0.4727 | 0.6875 |
|
| 278 |
+
| No log | 3.0267 | 454 | 0.4779 | 0.8452 | 0.4779 | 0.6913 |
|
| 279 |
+
| No log | 3.04 | 456 | 0.5230 | 0.8205 | 0.5230 | 0.7232 |
|
| 280 |
+
| No log | 3.0533 | 458 | 0.5423 | 0.8026 | 0.5423 | 0.7364 |
|
| 281 |
+
| No log | 3.0667 | 460 | 0.5306 | 0.8052 | 0.5306 | 0.7284 |
|
| 282 |
+
| No log | 3.08 | 462 | 0.5206 | 0.7975 | 0.5206 | 0.7215 |
|
| 283 |
+
| No log | 3.0933 | 464 | 0.5316 | 0.8 | 0.5316 | 0.7291 |
|
| 284 |
+
| No log | 3.1067 | 466 | 0.5376 | 0.8049 | 0.5376 | 0.7332 |
|
| 285 |
+
| No log | 3.12 | 468 | 0.5492 | 0.7922 | 0.5492 | 0.7411 |
|
| 286 |
+
| No log | 3.1333 | 470 | 0.6069 | 0.7785 | 0.6069 | 0.7790 |
|
| 287 |
+
| No log | 3.1467 | 472 | 0.6680 | 0.7391 | 0.6680 | 0.8173 |
|
| 288 |
+
| No log | 3.16 | 474 | 0.6935 | 0.6963 | 0.6935 | 0.8327 |
|
| 289 |
+
| No log | 3.1733 | 476 | 0.6992 | 0.6809 | 0.6992 | 0.8362 |
|
| 290 |
+
| No log | 3.1867 | 478 | 0.6930 | 0.6761 | 0.6930 | 0.8324 |
|
| 291 |
+
| No log | 3.2 | 480 | 0.6438 | 0.6986 | 0.6438 | 0.8024 |
|
| 292 |
+
| No log | 3.2133 | 482 | 0.5663 | 0.7867 | 0.5663 | 0.7525 |
|
| 293 |
+
| No log | 3.2267 | 484 | 0.5447 | 0.7974 | 0.5447 | 0.7380 |
|
| 294 |
+
| No log | 3.24 | 486 | 0.5416 | 0.7974 | 0.5416 | 0.7359 |
|
| 295 |
+
| No log | 3.2533 | 488 | 0.5884 | 0.7651 | 0.5884 | 0.7671 |
|
| 296 |
+
| No log | 3.2667 | 490 | 0.5989 | 0.7763 | 0.5989 | 0.7739 |
|
| 297 |
+
| No log | 3.2800 | 492 | 0.5539 | 0.8125 | 0.5539 | 0.7443 |
|
| 298 |
+
| No log | 3.2933 | 494 | 0.5417 | 0.8302 | 0.5417 | 0.7360 |
|
| 299 |
+
| No log | 3.3067 | 496 | 0.5568 | 0.8125 | 0.5568 | 0.7462 |
|
| 300 |
+
| No log | 3.32 | 498 | 0.6215 | 0.7467 | 0.6215 | 0.7884 |
|
| 301 |
+
| 0.441 | 3.3333 | 500 | 0.6793 | 0.6892 | 0.6793 | 0.8242 |
|
| 302 |
+
| 0.441 | 3.3467 | 502 | 0.7129 | 0.6803 | 0.7129 | 0.8443 |
|
| 303 |
+
| 0.441 | 3.36 | 504 | 0.7043 | 0.6803 | 0.7043 | 0.8393 |
|
| 304 |
+
| 0.441 | 3.3733 | 506 | 0.7005 | 0.7222 | 0.7005 | 0.8370 |
|
| 305 |
+
| 0.441 | 3.3867 | 508 | 0.7176 | 0.6713 | 0.7176 | 0.8471 |
|
| 306 |
+
| 0.441 | 3.4 | 510 | 0.7503 | 0.6667 | 0.7503 | 0.8662 |
|
| 307 |
+
| 0.441 | 3.4133 | 512 | 0.7271 | 0.6713 | 0.7271 | 0.8527 |
|
| 308 |
+
| 0.441 | 3.4267 | 514 | 0.6915 | 0.6957 | 0.6915 | 0.8316 |
|
| 309 |
+
| 0.441 | 3.44 | 516 | 0.6885 | 0.7042 | 0.6885 | 0.8297 |
|
| 310 |
+
| 0.441 | 3.4533 | 518 | 0.7028 | 0.6806 | 0.7028 | 0.8383 |
|
| 311 |
+
| 0.441 | 3.4667 | 520 | 0.6814 | 0.6763 | 0.6814 | 0.8255 |
|
| 312 |
+
| 0.441 | 3.48 | 522 | 0.6248 | 0.7552 | 0.6248 | 0.7904 |
|
| 313 |
+
| 0.441 | 3.4933 | 524 | 0.6173 | 0.7945 | 0.6173 | 0.7857 |
|
| 314 |
+
| 0.441 | 3.5067 | 526 | 0.6095 | 0.7945 | 0.6095 | 0.7807 |
|
| 315 |
+
| 0.441 | 3.52 | 528 | 0.6012 | 0.7838 | 0.6012 | 0.7754 |
|
| 316 |
+
| 0.441 | 3.5333 | 530 | 0.6454 | 0.7582 | 0.6454 | 0.8034 |
|
| 317 |
+
| 0.441 | 3.5467 | 532 | 0.7065 | 0.7453 | 0.7065 | 0.8406 |
|
| 318 |
+
| 0.441 | 3.56 | 534 | 0.7308 | 0.7468 | 0.7308 | 0.8549 |
|
| 319 |
+
| 0.441 | 3.5733 | 536 | 0.7304 | 0.7468 | 0.7304 | 0.8546 |
|
| 320 |
+
| 0.441 | 3.5867 | 538 | 0.7437 | 0.7468 | 0.7437 | 0.8624 |
|
| 321 |
+
| 0.441 | 3.6 | 540 | 0.7151 | 0.7123 | 0.7151 | 0.8457 |
|
| 322 |
+
| 0.441 | 3.6133 | 542 | 0.7030 | 0.7123 | 0.7030 | 0.8384 |
|
| 323 |
+
| 0.441 | 3.6267 | 544 | 0.6630 | 0.7347 | 0.6630 | 0.8142 |
|
| 324 |
+
| 0.441 | 3.64 | 546 | 0.6716 | 0.7919 | 0.6716 | 0.8195 |
|
| 325 |
+
| 0.441 | 3.6533 | 548 | 0.6663 | 0.8133 | 0.6663 | 0.8163 |
|
| 326 |
+
| 0.441 | 3.6667 | 550 | 0.6501 | 0.7432 | 0.6501 | 0.8063 |
|
| 327 |
+
| 0.441 | 3.68 | 552 | 0.6804 | 0.7421 | 0.6804 | 0.8249 |
|
| 328 |
+
| 0.441 | 3.6933 | 554 | 0.7390 | 0.7374 | 0.7390 | 0.8597 |
|
| 329 |
+
| 0.441 | 3.7067 | 556 | 0.7110 | 0.7429 | 0.7110 | 0.8432 |
|
| 330 |
+
| 0.441 | 3.7200 | 558 | 0.6335 | 0.7564 | 0.6335 | 0.7959 |
|
| 331 |
+
| 0.441 | 3.7333 | 560 | 0.6489 | 0.7945 | 0.6489 | 0.8055 |
|
| 332 |
+
| 0.441 | 3.7467 | 562 | 0.6780 | 0.7347 | 0.6780 | 0.8234 |
|
| 333 |
+
| 0.441 | 3.76 | 564 | 0.6513 | 0.7755 | 0.6513 | 0.8071 |
|
| 334 |
+
| 0.441 | 3.7733 | 566 | 0.6254 | 0.7310 | 0.6254 | 0.7908 |
|
| 335 |
+
| 0.441 | 3.7867 | 568 | 0.6220 | 0.7673 | 0.6220 | 0.7887 |
|
| 336 |
+
| 0.441 | 3.8 | 570 | 0.6092 | 0.7730 | 0.6092 | 0.7805 |
|
| 337 |
+
| 0.441 | 3.8133 | 572 | 0.5811 | 0.7882 | 0.5811 | 0.7623 |
|
| 338 |
+
| 0.441 | 3.8267 | 574 | 0.5520 | 0.8161 | 0.5520 | 0.7430 |
|
| 339 |
+
| 0.441 | 3.84 | 576 | 0.5700 | 0.8114 | 0.5700 | 0.7550 |
|
| 340 |
+
| 0.441 | 3.8533 | 578 | 0.5593 | 0.8208 | 0.5593 | 0.7478 |
|
| 341 |
+
| 0.441 | 3.8667 | 580 | 0.5468 | 0.8333 | 0.5468 | 0.7394 |
|
| 342 |
+
| 0.441 | 3.88 | 582 | 0.5662 | 0.7722 | 0.5662 | 0.7525 |
|
| 343 |
+
| 0.441 | 3.8933 | 584 | 0.5772 | 0.7763 | 0.5772 | 0.7597 |
|
| 344 |
+
| 0.441 | 3.9067 | 586 | 0.5891 | 0.7632 | 0.5891 | 0.7675 |
|
| 345 |
+
| 0.441 | 3.92 | 588 | 0.5813 | 0.7950 | 0.5813 | 0.7624 |
|
| 346 |
+
| 0.441 | 3.9333 | 590 | 0.5972 | 0.7975 | 0.5972 | 0.7728 |
|
| 347 |
+
| 0.441 | 3.9467 | 592 | 0.6927 | 0.725 | 0.6927 | 0.8323 |
|
| 348 |
+
| 0.441 | 3.96 | 594 | 0.7578 | 0.7081 | 0.7578 | 0.8705 |
|
| 349 |
+
| 0.441 | 3.9733 | 596 | 0.7696 | 0.7081 | 0.7696 | 0.8772 |
|
| 350 |
+
| 0.441 | 3.9867 | 598 | 0.7818 | 0.6968 | 0.7818 | 0.8842 |
|
| 351 |
+
| 0.441 | 4.0 | 600 | 0.7353 | 0.7013 | 0.7353 | 0.8575 |
|
| 352 |
+
| 0.441 | 4.0133 | 602 | 0.6331 | 0.7484 | 0.6331 | 0.7957 |
|
| 353 |
+
| 0.441 | 4.0267 | 604 | 0.5564 | 0.8052 | 0.5564 | 0.7459 |
|
| 354 |
+
| 0.441 | 4.04 | 606 | 0.5386 | 0.8375 | 0.5386 | 0.7339 |
|
| 355 |
+
| 0.441 | 4.0533 | 608 | 0.5279 | 0.8605 | 0.5279 | 0.7266 |
|
| 356 |
+
| 0.441 | 4.0667 | 610 | 0.5518 | 0.8222 | 0.5518 | 0.7429 |
|
| 357 |
+
| 0.441 | 4.08 | 612 | 0.6035 | 0.7701 | 0.6035 | 0.7769 |
|
| 358 |
+
| 0.441 | 4.0933 | 614 | 0.6667 | 0.7326 | 0.6667 | 0.8165 |
|
| 359 |
+
| 0.441 | 4.1067 | 616 | 0.6599 | 0.7468 | 0.6599 | 0.8123 |
|
| 360 |
+
| 0.441 | 4.12 | 618 | 0.6340 | 0.7568 | 0.6340 | 0.7962 |
|
| 361 |
+
| 0.441 | 4.1333 | 620 | 0.6111 | 0.7651 | 0.6111 | 0.7817 |
|
| 362 |
+
| 0.441 | 4.1467 | 622 | 0.5753 | 0.7871 | 0.5753 | 0.7585 |
|
| 363 |
+
| 0.441 | 4.16 | 624 | 0.5653 | 0.8072 | 0.5653 | 0.7519 |
|
| 364 |
+
| 0.441 | 4.1733 | 626 | 0.5950 | 0.8242 | 0.5950 | 0.7713 |
|
| 365 |
+
| 0.441 | 4.1867 | 628 | 0.5721 | 0.8268 | 0.5721 | 0.7564 |
|
| 366 |
+
| 0.441 | 4.2 | 630 | 0.5254 | 0.8166 | 0.5254 | 0.7248 |
|
| 367 |
+
| 0.441 | 4.2133 | 632 | 0.5497 | 0.8098 | 0.5497 | 0.7414 |
|
| 368 |
+
| 0.441 | 4.2267 | 634 | 0.6207 | 0.75 | 0.6207 | 0.7879 |
|
| 369 |
+
| 0.441 | 4.24 | 636 | 0.6727 | 0.7143 | 0.6727 | 0.8202 |
|
| 370 |
+
| 0.441 | 4.2533 | 638 | 0.6658 | 0.7027 | 0.6658 | 0.8159 |
|
| 371 |
+
| 0.441 | 4.2667 | 640 | 0.6709 | 0.7114 | 0.6709 | 0.8191 |
|
| 372 |
+
| 0.441 | 4.28 | 642 | 0.6188 | 0.7771 | 0.6188 | 0.7867 |
|
| 373 |
+
| 0.441 | 4.2933 | 644 | 0.5849 | 0.7821 | 0.5849 | 0.7648 |
|
| 374 |
+
| 0.441 | 4.3067 | 646 | 0.6026 | 0.7853 | 0.6026 | 0.7763 |
|
| 375 |
+
| 0.441 | 4.32 | 648 | 0.5988 | 0.7853 | 0.5988 | 0.7738 |
|
| 376 |
+
| 0.441 | 4.3333 | 650 | 0.5649 | 0.8 | 0.5649 | 0.7516 |
|
| 377 |
+
| 0.441 | 4.3467 | 652 | 0.5951 | 0.7831 | 0.5951 | 0.7714 |
|
| 378 |
+
| 0.441 | 4.36 | 654 | 0.6146 | 0.7831 | 0.6146 | 0.7840 |
|
| 379 |
+
| 0.441 | 4.3733 | 656 | 0.6183 | 0.8047 | 0.6183 | 0.7863 |
|
| 380 |
+
| 0.441 | 4.3867 | 658 | 0.6266 | 0.7857 | 0.6266 | 0.7916 |
|
| 381 |
+
| 0.441 | 4.4 | 660 | 0.6739 | 0.7857 | 0.6739 | 0.8209 |
|
| 382 |
+
| 0.441 | 4.4133 | 662 | 0.6587 | 0.7857 | 0.6587 | 0.8116 |
|
| 383 |
+
| 0.441 | 4.4267 | 664 | 0.6417 | 0.7778 | 0.6417 | 0.8011 |
|
| 384 |
+
| 0.441 | 4.44 | 666 | 0.6535 | 0.7778 | 0.6535 | 0.8084 |
|
| 385 |
+
| 0.441 | 4.4533 | 668 | 0.6840 | 0.7673 | 0.6840 | 0.8270 |
|
| 386 |
+
| 0.441 | 4.4667 | 670 | 0.7125 | 0.7394 | 0.7125 | 0.8441 |
|
| 387 |
+
| 0.441 | 4.48 | 672 | 0.6827 | 0.7485 | 0.6827 | 0.8262 |
|
| 388 |
+
| 0.441 | 4.4933 | 674 | 0.6763 | 0.7586 | 0.6763 | 0.8224 |
|
| 389 |
+
| 0.441 | 4.5067 | 676 | 0.6480 | 0.7771 | 0.6480 | 0.8050 |
|
| 390 |
+
| 0.441 | 4.52 | 678 | 0.6144 | 0.7771 | 0.6144 | 0.7838 |
|
| 391 |
+
| 0.441 | 4.5333 | 680 | 0.6291 | 0.7865 | 0.6291 | 0.7932 |
|
| 392 |
+
| 0.441 | 4.5467 | 682 | 0.6665 | 0.7865 | 0.6665 | 0.8164 |
|
| 393 |
+
| 0.441 | 4.5600 | 684 | 0.6359 | 0.7771 | 0.6359 | 0.7974 |
|
| 394 |
+
| 0.441 | 4.5733 | 686 | 0.6048 | 0.7879 | 0.6048 | 0.7777 |
|
| 395 |
+
| 0.441 | 4.5867 | 688 | 0.6035 | 0.7879 | 0.6035 | 0.7769 |
|
| 396 |
+
| 0.441 | 4.6 | 690 | 0.6272 | 0.7674 | 0.6272 | 0.7920 |
|
| 397 |
+
| 0.441 | 4.6133 | 692 | 0.6235 | 0.7674 | 0.6235 | 0.7896 |
|
| 398 |
+
| 0.441 | 4.6267 | 694 | 0.5997 | 0.7673 | 0.5997 | 0.7744 |
|
| 399 |
+
| 0.441 | 4.64 | 696 | 0.5620 | 0.7949 | 0.5620 | 0.7497 |
|
| 400 |
+
| 0.441 | 4.6533 | 698 | 0.5606 | 0.7619 | 0.5606 | 0.7487 |
|
| 401 |
+
| 0.441 | 4.6667 | 700 | 0.5740 | 0.7397 | 0.5740 | 0.7576 |
|
| 402 |
+
| 0.441 | 4.68 | 702 | 0.6072 | 0.7517 | 0.6072 | 0.7792 |
|
| 403 |
+
| 0.441 | 4.6933 | 704 | 0.6829 | 0.7215 | 0.6829 | 0.8264 |
|
| 404 |
+
| 0.441 | 4.7067 | 706 | 0.7395 | 0.725 | 0.7395 | 0.8599 |
|
| 405 |
+
| 0.441 | 4.72 | 708 | 0.7098 | 0.7317 | 0.7098 | 0.8425 |
|
| 406 |
+
| 0.441 | 4.7333 | 710 | 0.6258 | 0.7532 | 0.6258 | 0.7911 |
|
| 407 |
+
| 0.441 | 4.7467 | 712 | 0.5761 | 0.7619 | 0.5761 | 0.7590 |
|
| 408 |
+
| 0.441 | 4.76 | 714 | 0.5664 | 0.7671 | 0.5664 | 0.7526 |
|
| 409 |
+
| 0.441 | 4.7733 | 716 | 0.5822 | 0.7550 | 0.5822 | 0.7630 |
|
| 410 |
+
| 0.441 | 4.7867 | 718 | 0.6006 | 0.7742 | 0.6006 | 0.7750 |
|
| 411 |
+
| 0.441 | 4.8 | 720 | 0.5805 | 0.7662 | 0.5805 | 0.7619 |
|
| 412 |
+
| 0.441 | 4.8133 | 722 | 0.5586 | 0.7671 | 0.5586 | 0.7474 |
|
| 413 |
+
| 0.441 | 4.8267 | 724 | 0.5579 | 0.7891 | 0.5579 | 0.7469 |
|
| 414 |
+
| 0.441 | 4.84 | 726 | 0.5363 | 0.7843 | 0.5363 | 0.7323 |
|
| 415 |
+
| 0.441 | 4.8533 | 728 | 0.5527 | 0.7778 | 0.5527 | 0.7434 |
|
| 416 |
+
| 0.441 | 4.8667 | 730 | 0.5922 | 0.7673 | 0.5922 | 0.7695 |
|
| 417 |
+
| 0.441 | 4.88 | 732 | 0.6399 | 0.7692 | 0.6399 | 0.7999 |
|
| 418 |
+
| 0.441 | 4.8933 | 734 | 0.7180 | 0.7143 | 0.7180 | 0.8474 |
|
| 419 |
+
| 0.441 | 4.9067 | 736 | 0.7616 | 0.6849 | 0.7616 | 0.8727 |
|
| 420 |
+
| 0.441 | 4.92 | 738 | 0.7963 | 0.6901 | 0.7963 | 0.8923 |
|
| 421 |
+
| 0.441 | 4.9333 | 740 | 0.8091 | 0.6950 | 0.8091 | 0.8995 |
|
| 422 |
+
| 0.441 | 4.9467 | 742 | 0.8305 | 0.6809 | 0.8305 | 0.9113 |
|
| 423 |
+
| 0.441 | 4.96 | 744 | 0.8526 | 0.6901 | 0.8526 | 0.9234 |
|
| 424 |
+
| 0.441 | 4.9733 | 746 | 0.8514 | 0.6713 | 0.8514 | 0.9227 |
|
| 425 |
+
| 0.441 | 4.9867 | 748 | 0.8477 | 0.6667 | 0.8477 | 0.9207 |
|
| 426 |
+
| 0.441 | 5.0 | 750 | 0.8230 | 0.6853 | 0.8230 | 0.9072 |
|
| 427 |
+
| 0.441 | 5.0133 | 752 | 0.7946 | 0.7114 | 0.7946 | 0.8914 |
|
| 428 |
+
| 0.441 | 5.0267 | 754 | 0.7235 | 0.7248 | 0.7235 | 0.8506 |
|
| 429 |
+
| 0.441 | 5.04 | 756 | 0.6395 | 0.7451 | 0.6395 | 0.7997 |
|
| 430 |
+
| 0.441 | 5.0533 | 758 | 0.5860 | 0.8 | 0.5860 | 0.7655 |
|
| 431 |
+
| 0.441 | 5.0667 | 760 | 0.5553 | 0.8 | 0.5553 | 0.7452 |
|
| 432 |
+
| 0.441 | 5.08 | 762 | 0.5401 | 0.8263 | 0.5401 | 0.7349 |
|
| 433 |
+
| 0.441 | 5.0933 | 764 | 0.5573 | 0.8263 | 0.5573 | 0.7466 |
|
| 434 |
+
| 0.441 | 5.1067 | 766 | 0.6330 | 0.7805 | 0.6330 | 0.7956 |
|
| 435 |
+
| 0.441 | 5.12 | 768 | 0.7573 | 0.7317 | 0.7573 | 0.8702 |
|
| 436 |
+
| 0.441 | 5.1333 | 770 | 0.8041 | 0.7073 | 0.8041 | 0.8967 |
|
| 437 |
+
| 0.441 | 5.1467 | 772 | 0.7784 | 0.7296 | 0.7784 | 0.8823 |
|
| 438 |
+
| 0.441 | 5.16 | 774 | 0.7298 | 0.72 | 0.7298 | 0.8543 |
|
| 439 |
+
| 0.441 | 5.1733 | 776 | 0.7059 | 0.7075 | 0.7059 | 0.8402 |
|
| 440 |
+
| 0.441 | 5.1867 | 778 | 0.6925 | 0.7075 | 0.6925 | 0.8322 |
|
| 441 |
+
| 0.441 | 5.2 | 780 | 0.6969 | 0.7320 | 0.6969 | 0.8348 |
|
| 442 |
+
| 0.441 | 5.2133 | 782 | 0.7077 | 0.7362 | 0.7077 | 0.8412 |
|
| 443 |
+
| 0.441 | 5.2267 | 784 | 0.6376 | 0.8118 | 0.6376 | 0.7985 |
|
| 444 |
+
| 0.441 | 5.24 | 786 | 0.5466 | 0.8304 | 0.5466 | 0.7393 |
|
| 445 |
+
| 0.441 | 5.2533 | 788 | 0.5277 | 0.8024 | 0.5277 | 0.7265 |
|
| 446 |
+
| 0.441 | 5.2667 | 790 | 0.5576 | 0.8 | 0.5576 | 0.7468 |
|
| 447 |
+
| 0.441 | 5.28 | 792 | 0.5980 | 0.7919 | 0.5980 | 0.7733 |
|
| 448 |
+
| 0.441 | 5.2933 | 794 | 0.6249 | 0.7867 | 0.6249 | 0.7905 |
|
| 449 |
+
| 0.441 | 5.3067 | 796 | 0.6574 | 0.7639 | 0.6574 | 0.8108 |
|
| 450 |
+
| 0.441 | 5.32 | 798 | 0.6757 | 0.6857 | 0.6757 | 0.8220 |
|
| 451 |
+
| 0.441 | 5.3333 | 800 | 0.7450 | 0.6883 | 0.7450 | 0.8632 |
|
| 452 |
+
| 0.441 | 5.3467 | 802 | 0.7749 | 0.7337 | 0.7749 | 0.8803 |
|
| 453 |
+
| 0.441 | 5.36 | 804 | 0.7243 | 0.7543 | 0.7243 | 0.8510 |
|
| 454 |
+
| 0.441 | 5.3733 | 806 | 0.6371 | 0.7730 | 0.6371 | 0.7982 |
|
| 455 |
+
| 0.441 | 5.3867 | 808 | 0.5969 | 0.8050 | 0.5969 | 0.7726 |
|
| 456 |
+
| 0.441 | 5.4 | 810 | 0.5996 | 0.8052 | 0.5996 | 0.7743 |
|
| 457 |
+
| 0.441 | 5.4133 | 812 | 0.6187 | 0.8129 | 0.6187 | 0.7866 |
|
| 458 |
+
| 0.441 | 5.4267 | 814 | 0.6483 | 0.7651 | 0.6483 | 0.8052 |
|
| 459 |
+
| 0.441 | 5.44 | 816 | 0.6911 | 0.7123 | 0.6911 | 0.8313 |
|
| 460 |
+
| 0.441 | 5.4533 | 818 | 0.7443 | 0.6857 | 0.7443 | 0.8627 |
|
| 461 |
+
| 0.441 | 5.4667 | 820 | 0.7612 | 0.6667 | 0.7612 | 0.8725 |
|
| 462 |
+
| 0.441 | 5.48 | 822 | 0.7257 | 0.7020 | 0.7257 | 0.8519 |
|
| 463 |
+
| 0.441 | 5.4933 | 824 | 0.6366 | 0.7826 | 0.6366 | 0.7979 |
|
| 464 |
+
| 0.441 | 5.5067 | 826 | 0.5544 | 0.8148 | 0.5544 | 0.7446 |
|
| 465 |
+
| 0.441 | 5.52 | 828 | 0.5338 | 0.8148 | 0.5338 | 0.7306 |
|
| 466 |
+
| 0.441 | 5.5333 | 830 | 0.5577 | 0.8235 | 0.5577 | 0.7468 |
|
| 467 |
+
| 0.441 | 5.5467 | 832 | 0.6103 | 0.8161 | 0.6103 | 0.7812 |
|
| 468 |
+
| 0.441 | 5.5600 | 834 | 0.6232 | 0.7805 | 0.6232 | 0.7894 |
|
| 469 |
+
| 0.441 | 5.5733 | 836 | 0.6156 | 0.7564 | 0.6156 | 0.7846 |
|
| 470 |
+
| 0.441 | 5.5867 | 838 | 0.6165 | 0.7451 | 0.6165 | 0.7852 |
|
| 471 |
+
| 0.441 | 5.6 | 840 | 0.6304 | 0.7248 | 0.6304 | 0.7940 |
|
| 472 |
+
| 0.441 | 5.6133 | 842 | 0.6510 | 0.7248 | 0.6510 | 0.8068 |
|
| 473 |
+
| 0.441 | 5.6267 | 844 | 0.6498 | 0.7248 | 0.6498 | 0.8061 |
|
| 474 |
+
| 0.441 | 5.64 | 846 | 0.6591 | 0.7190 | 0.6591 | 0.8119 |
|
| 475 |
+
| 0.441 | 5.6533 | 848 | 0.6283 | 0.7467 | 0.6283 | 0.7927 |
|
| 476 |
+
| 0.441 | 5.6667 | 850 | 0.5705 | 0.7662 | 0.5705 | 0.7553 |
|
| 477 |
+
| 0.441 | 5.68 | 852 | 0.5304 | 0.8026 | 0.5304 | 0.7283 |
|
| 478 |
+
| 0.441 | 5.6933 | 854 | 0.5291 | 0.8129 | 0.5291 | 0.7274 |
|
| 479 |
+
| 0.441 | 5.7067 | 856 | 0.5148 | 0.8205 | 0.5148 | 0.7175 |
|
| 480 |
+
| 0.441 | 5.72 | 858 | 0.5088 | 0.8176 | 0.5088 | 0.7133 |
|
| 481 |
+
| 0.441 | 5.7333 | 860 | 0.5361 | 0.8025 | 0.5361 | 0.7322 |
|
| 482 |
+
| 0.441 | 5.7467 | 862 | 0.5647 | 0.7848 | 0.5647 | 0.7514 |
|
| 483 |
+
| 0.441 | 5.76 | 864 | 0.5934 | 0.7468 | 0.5934 | 0.7703 |
|
| 484 |
+
| 0.441 | 5.7733 | 866 | 0.6257 | 0.7123 | 0.6257 | 0.7910 |
|
| 485 |
+
| 0.441 | 5.7867 | 868 | 0.6552 | 0.6993 | 0.6552 | 0.8094 |
|
| 486 |
+
| 0.441 | 5.8 | 870 | 0.6535 | 0.6857 | 0.6535 | 0.8084 |
|
| 487 |
+
| 0.441 | 5.8133 | 872 | 0.6272 | 0.7413 | 0.6272 | 0.7920 |
|
| 488 |
+
| 0.441 | 5.8267 | 874 | 0.6236 | 0.7222 | 0.6236 | 0.7897 |
|
| 489 |
+
| 0.441 | 5.84 | 876 | 0.6596 | 0.7296 | 0.6596 | 0.8121 |
|
| 490 |
+
| 0.441 | 5.8533 | 878 | 0.7054 | 0.7412 | 0.7054 | 0.8399 |
|
| 491 |
+
| 0.441 | 5.8667 | 880 | 0.6827 | 0.7412 | 0.6827 | 0.8263 |
|
| 492 |
+
| 0.441 | 5.88 | 882 | 0.6252 | 0.7619 | 0.6252 | 0.7907 |
|
| 493 |
+
| 0.441 | 5.8933 | 884 | 0.6051 | 0.7607 | 0.6051 | 0.7779 |
|
| 494 |
+
| 0.441 | 5.9067 | 886 | 0.5701 | 0.7550 | 0.5701 | 0.7550 |
|
| 495 |
+
| 0.441 | 5.92 | 888 | 0.5862 | 0.7310 | 0.5862 | 0.7656 |
|
| 496 |
+
| 0.441 | 5.9333 | 890 | 0.5994 | 0.7310 | 0.5994 | 0.7742 |
|
| 497 |
+
| 0.441 | 5.9467 | 892 | 0.5958 | 0.7310 | 0.5958 | 0.7719 |
|
| 498 |
+
| 0.441 | 5.96 | 894 | 0.5556 | 0.7550 | 0.5556 | 0.7454 |
|
| 499 |
+
| 0.441 | 5.9733 | 896 | 0.5203 | 0.7871 | 0.5203 | 0.7213 |
|
| 500 |
+
| 0.441 | 5.9867 | 898 | 0.4767 | 0.8434 | 0.4767 | 0.6905 |
|
| 501 |
+
| 0.441 | 6.0 | 900 | 0.4551 | 0.8364 | 0.4551 | 0.6746 |
|
| 502 |
+
| 0.441 | 6.0133 | 902 | 0.4629 | 0.8421 | 0.4629 | 0.6804 |
|
| 503 |
+
| 0.441 | 6.0267 | 904 | 0.5233 | 0.8166 | 0.5233 | 0.7234 |
|
| 504 |
+
| 0.441 | 6.04 | 906 | 0.5930 | 0.7719 | 0.5930 | 0.7701 |
|
| 505 |
+
| 0.441 | 6.0533 | 908 | 0.6922 | 0.7362 | 0.6922 | 0.8320 |
|
| 506 |
+
| 0.441 | 6.0667 | 910 | 0.7847 | 0.6939 | 0.7847 | 0.8858 |
|
| 507 |
+
| 0.441 | 6.08 | 912 | 0.8107 | 0.6713 | 0.8107 | 0.9004 |
|
| 508 |
+
| 0.441 | 6.0933 | 914 | 0.7881 | 0.6713 | 0.7881 | 0.8878 |
|
| 509 |
+
| 0.441 | 6.1067 | 916 | 0.7123 | 0.6944 | 0.7123 | 0.8440 |
|
| 510 |
+
| 0.441 | 6.12 | 918 | 0.6374 | 0.7703 | 0.6374 | 0.7984 |
|
| 511 |
+
| 0.441 | 6.1333 | 920 | 0.5797 | 0.7895 | 0.5797 | 0.7614 |
|
| 512 |
+
| 0.441 | 6.1467 | 922 | 0.5553 | 0.8101 | 0.5553 | 0.7452 |
|
| 513 |
+
| 0.441 | 6.16 | 924 | 0.5766 | 0.8050 | 0.5766 | 0.7593 |
|
| 514 |
+
| 0.441 | 6.1733 | 926 | 0.5907 | 0.7950 | 0.5907 | 0.7686 |
|
| 515 |
+
| 0.441 | 6.1867 | 928 | 0.5988 | 0.7975 | 0.5988 | 0.7739 |
|
| 516 |
+
| 0.441 | 6.2 | 930 | 0.5968 | 0.7619 | 0.5968 | 0.7725 |
|
| 517 |
+
| 0.441 | 6.2133 | 932 | 0.5962 | 0.7619 | 0.5962 | 0.7721 |
|
| 518 |
+
| 0.441 | 6.2267 | 934 | 0.5886 | 0.7848 | 0.5886 | 0.7672 |
|
| 519 |
+
| 0.441 | 6.24 | 936 | 0.6351 | 0.7630 | 0.6351 | 0.7969 |
|
| 520 |
+
| 0.441 | 6.2533 | 938 | 0.7229 | 0.7629 | 0.7229 | 0.8502 |
|
| 521 |
+
| 0.441 | 6.2667 | 940 | 0.7213 | 0.7861 | 0.7213 | 0.8493 |
|
| 522 |
+
| 0.441 | 6.28 | 942 | 0.6397 | 0.8187 | 0.6397 | 0.7998 |
|
| 523 |
+
| 0.441 | 6.2933 | 944 | 0.5528 | 0.8108 | 0.5528 | 0.7435 |
|
| 524 |
+
| 0.441 | 6.3067 | 946 | 0.5190 | 0.8214 | 0.5190 | 0.7204 |
|
| 525 |
+
| 0.441 | 6.32 | 948 | 0.5316 | 0.8129 | 0.5316 | 0.7291 |
|
| 526 |
+
| 0.441 | 6.3333 | 950 | 0.5487 | 0.7792 | 0.5487 | 0.7407 |
|
| 527 |
+
| 0.441 | 6.3467 | 952 | 0.5824 | 0.7517 | 0.5824 | 0.7631 |
|
| 528 |
+
| 0.441 | 6.36 | 954 | 0.6441 | 0.7285 | 0.6441 | 0.8025 |
|
| 529 |
+
| 0.441 | 6.3733 | 956 | 0.6619 | 0.7195 | 0.6619 | 0.8136 |
|
| 530 |
+
| 0.441 | 6.3867 | 958 | 0.6212 | 0.7730 | 0.6212 | 0.7882 |
|
| 531 |
+
| 0.441 | 6.4 | 960 | 0.5490 | 0.7871 | 0.5490 | 0.7409 |
|
| 532 |
+
| 0.441 | 6.4133 | 962 | 0.5016 | 0.8258 | 0.5016 | 0.7082 |
|
| 533 |
+
| 0.441 | 6.4267 | 964 | 0.5139 | 0.8079 | 0.5139 | 0.7168 |
|
| 534 |
+
| 0.441 | 6.44 | 966 | 0.5225 | 0.8387 | 0.5225 | 0.7228 |
|
| 535 |
+
| 0.441 | 6.4533 | 968 | 0.5322 | 0.8176 | 0.5322 | 0.7295 |
|
| 536 |
+
| 0.441 | 6.4667 | 970 | 0.5967 | 0.7436 | 0.5967 | 0.7725 |
|
| 537 |
+
| 0.441 | 6.48 | 972 | 0.7214 | 0.7407 | 0.7214 | 0.8493 |
|
| 538 |
+
| 0.441 | 6.4933 | 974 | 0.7702 | 0.7407 | 0.7702 | 0.8776 |
|
| 539 |
+
| 0.441 | 6.5067 | 976 | 0.7301 | 0.7468 | 0.7301 | 0.8545 |
|
| 540 |
+
| 0.441 | 6.52 | 978 | 0.6353 | 0.7432 | 0.6353 | 0.7971 |
|
| 541 |
+
| 0.441 | 6.5333 | 980 | 0.5580 | 0.7671 | 0.5580 | 0.7470 |
|
| 542 |
+
| 0.441 | 6.5467 | 982 | 0.5528 | 0.8212 | 0.5528 | 0.7435 |
|
| 543 |
+
| 0.441 | 6.5600 | 984 | 0.5712 | 0.7867 | 0.5712 | 0.7558 |
|
| 544 |
+
| 0.441 | 6.5733 | 986 | 0.5548 | 0.8212 | 0.5548 | 0.7448 |
|
| 545 |
+
| 0.441 | 6.5867 | 988 | 0.5363 | 0.7891 | 0.5363 | 0.7324 |
|
| 546 |
+
| 0.441 | 6.6 | 990 | 0.5957 | 0.7843 | 0.5957 | 0.7718 |
|
| 547 |
+
| 0.441 | 6.6133 | 992 | 0.7419 | 0.7089 | 0.7419 | 0.8614 |
|
| 548 |
+
| 0.441 | 6.6267 | 994 | 0.8263 | 0.7205 | 0.8263 | 0.9090 |
|
| 549 |
+
| 0.441 | 6.64 | 996 | 0.8106 | 0.7305 | 0.8106 | 0.9003 |
|
| 550 |
+
| 0.441 | 6.6533 | 998 | 0.7172 | 0.7205 | 0.7172 | 0.8469 |
|
| 551 |
+
| 0.0886 | 6.6667 | 1000 | 0.6130 | 0.7654 | 0.6130 | 0.7829 |
|
| 552 |
+
| 0.0886 | 6.68 | 1002 | 0.5745 | 0.7722 | 0.5745 | 0.7580 |
|
| 553 |
+
| 0.0886 | 6.6933 | 1004 | 0.6024 | 0.7320 | 0.6024 | 0.7761 |
|
| 554 |
+
| 0.0886 | 6.7067 | 1006 | 0.6453 | 0.7320 | 0.6453 | 0.8033 |
|
| 555 |
+
| 0.0886 | 6.72 | 1008 | 0.7095 | 0.7329 | 0.7095 | 0.8423 |
|
| 556 |
+
| 0.0886 | 6.7333 | 1010 | 0.7971 | 0.7215 | 0.7971 | 0.8928 |
|
| 557 |
+
| 0.0886 | 6.7467 | 1012 | 0.8732 | 0.7456 | 0.8732 | 0.9345 |
|
| 558 |
+
|
| 559 |
+
|
| 560 |
+
### Framework versions
|
| 561 |
+
|
| 562 |
+
- Transformers 4.44.2
|
| 563 |
+
- Pytorch 2.4.0+cu118
|
| 564 |
+
- Datasets 2.21.0
|
| 565 |
+
- Tokenizers 0.19.1
|
config.json
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "aubmindlab/bert-base-arabertv02",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 768,
|
| 11 |
+
"id2label": {
|
| 12 |
+
"0": "LABEL_0"
|
| 13 |
+
},
|
| 14 |
+
"initializer_range": 0.02,
|
| 15 |
+
"intermediate_size": 3072,
|
| 16 |
+
"label2id": {
|
| 17 |
+
"LABEL_0": 0
|
| 18 |
+
},
|
| 19 |
+
"layer_norm_eps": 1e-12,
|
| 20 |
+
"max_position_embeddings": 512,
|
| 21 |
+
"model_type": "bert",
|
| 22 |
+
"num_attention_heads": 12,
|
| 23 |
+
"num_hidden_layers": 12,
|
| 24 |
+
"pad_token_id": 0,
|
| 25 |
+
"position_embedding_type": "absolute",
|
| 26 |
+
"problem_type": "regression",
|
| 27 |
+
"torch_dtype": "float32",
|
| 28 |
+
"transformers_version": "4.44.2",
|
| 29 |
+
"type_vocab_size": 2,
|
| 30 |
+
"use_cache": true,
|
| 31 |
+
"vocab_size": 64000
|
| 32 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1db339d34dcee0521df2ac5901c78885ee9ac67536cc37fe5595f1a7e2354032
|
| 3 |
+
size 540799996
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b32a895ca4c372e791192136e8af85598b8a1322e27e30a6e6862ae397f45477
|
| 3 |
+
size 5304
|