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AST_EGTZAN_PLUS

Audio Classification
Transformers
PyTorch
audio-spectrogram-transformer
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Community
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Training in progress, step 5

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  1. README.md +857 -0
  2. all_results.json +12 -0
  3. config.json +53 -0
  4. eval_results.json +8 -0
  5. preprocessor_config.json +13 -0
  6. pytorch_model.bin +3 -0
  7. train_results.json +7 -0
  8. trainer_state.json +0 -0
  9. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: bsd-3-clause
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+ base_model: MIT/ast-finetuned-audioset-10-10-0.4593
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - audiofolder
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: test_ast
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+ results:
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+ - task:
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+ name: Audio Classification
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+ type: audio-classification
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+ dataset:
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+ name: audiofolder
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+ type: audiofolder
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+ config: default
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+ split: train
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+ args: default
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+ metrics:
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.7298850574712644
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # test_ast
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+
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+ This model is a fine-tuned version of [MIT/ast-finetuned-audioset-10-10-0.4593](https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593) on the audiofolder dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.7183
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+ - Accuracy: 0.7299
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0002
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+ - train_batch_size: 6
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 15
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | 3.2249 | 0.02 | 5 | 3.1167 | 0.0977 |
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+ | 3.3654 | 0.04 | 10 | 3.1071 | 0.1667 |
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+ | 2.952 | 0.06 | 15 | 2.3668 | 0.2816 |
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+ | 2.6551 | 0.08 | 20 | 3.0941 | 0.2299 |
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+ | 3.2285 | 0.1 | 25 | 2.4252 | 0.1379 |
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+ | 2.4251 | 0.11 | 30 | 2.3162 | 0.1552 |
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+ | 2.2216 | 0.13 | 35 | 2.2743 | 0.2414 |
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+ | 1.982 | 0.15 | 40 | 2.5583 | 0.2586 |
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+ | 2.2904 | 0.17 | 45 | 2.2775 | 0.1897 |
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+ | 2.2136 | 0.19 | 50 | 2.2644 | 0.1724 |
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+ | 1.9795 | 0.21 | 55 | 2.1317 | 0.2759 |
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+ | 2.1172 | 0.23 | 60 | 2.0072 | 0.2989 |
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+ | 2.1899 | 0.25 | 65 | 1.9535 | 0.1954 |
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+ | 2.1116 | 0.27 | 70 | 1.9115 | 0.2299 |
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+ | 2.0904 | 0.29 | 75 | 1.9307 | 0.3161 |
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+ | 1.9124 | 0.31 | 80 | 1.8103 | 0.3391 |
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+ | 1.6039 | 0.33 | 85 | 1.9070 | 0.2184 |
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+ | 1.5797 | 0.34 | 90 | 1.9559 | 0.3621 |
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+ | 1.9217 | 0.36 | 95 | 1.7302 | 0.2874 |
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+ | 2.1192 | 0.38 | 100 | 2.1213 | 0.2874 |
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+ | 1.991 | 0.4 | 105 | 1.8870 | 0.2529 |
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+ | 1.9855 | 0.42 | 110 | 1.8531 | 0.3448 |
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+ | 1.6668 | 0.44 | 115 | 2.0079 | 0.3218 |
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+ | 1.4628 | 0.46 | 120 | 1.8913 | 0.3793 |
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+ | 1.8827 | 0.48 | 125 | 1.7698 | 0.2989 |
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+ | 1.9941 | 0.5 | 130 | 1.7076 | 0.2931 |
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+ | 1.844 | 0.52 | 135 | 1.7230 | 0.2931 |
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+ | 1.5423 | 0.54 | 140 | 1.6390 | 0.3793 |
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+ | 1.9086 | 0.56 | 145 | 1.7207 | 0.3621 |
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+ | 1.572 | 0.57 | 150 | 1.8218 | 0.3161 |
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+ | 1.8335 | 0.59 | 155 | 1.6243 | 0.3908 |
98
+ | 1.5903 | 0.61 | 160 | 1.6348 | 0.3851 |
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+ | 1.7064 | 0.63 | 165 | 1.5470 | 0.4253 |
100
+ | 1.3325 | 0.65 | 170 | 1.5237 | 0.4310 |
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+ | 1.5154 | 0.67 | 175 | 1.5712 | 0.4253 |
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+ | 1.7564 | 0.69 | 180 | 1.5861 | 0.2989 |
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+ | 1.3903 | 0.71 | 185 | 1.8145 | 0.2586 |
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+ | 2.0853 | 0.73 | 190 | 1.5079 | 0.3678 |
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+ | 1.5312 | 0.75 | 195 | 1.4409 | 0.4483 |
106
+ | 1.2828 | 0.77 | 200 | 1.6001 | 0.3966 |
107
+ | 1.9389 | 0.79 | 205 | 1.7927 | 0.3678 |
108
+ | 1.5486 | 0.8 | 210 | 1.5749 | 0.3908 |
109
+ | 1.4306 | 0.82 | 215 | 1.7232 | 0.2816 |
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+ | 1.814 | 0.84 | 220 | 1.7349 | 0.2586 |
111
+ | 1.7483 | 0.86 | 225 | 1.6068 | 0.4483 |
112
+ | 1.836 | 0.88 | 230 | 1.6200 | 0.4310 |
113
+ | 1.8752 | 0.9 | 235 | 1.4892 | 0.4195 |
114
+ | 1.3274 | 0.92 | 240 | 1.5102 | 0.4483 |
115
+ | 1.1109 | 0.94 | 245 | 1.6441 | 0.4598 |
116
+ | 1.137 | 0.96 | 250 | 1.6820 | 0.4885 |
117
+ | 2.029 | 0.98 | 255 | 1.5568 | 0.4425 |
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+ | 1.3499 | 1.0 | 260 | 1.5453 | 0.4713 |
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+ | 1.6062 | 1.02 | 265 | 1.7614 | 0.3851 |
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+ | 1.2653 | 1.03 | 270 | 1.6806 | 0.4080 |
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+ | 1.5162 | 1.05 | 275 | 2.1193 | 0.3161 |
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+ | 1.8098 | 1.07 | 280 | 1.5041 | 0.4540 |
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+ | 1.5888 | 1.09 | 285 | 1.6980 | 0.3736 |
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+ | 1.57 | 1.11 | 290 | 1.5114 | 0.3851 |
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+ | 1.3931 | 1.13 | 295 | 1.5042 | 0.4080 |
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+ | 1.494 | 1.15 | 300 | 1.4945 | 0.4425 |
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+ | 1.2355 | 1.17 | 305 | 1.4153 | 0.4770 |
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+ | 1.9234 | 1.19 | 310 | 1.3997 | 0.4655 |
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+ | 1.2396 | 1.21 | 315 | 1.3300 | 0.4655 |
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+ | 1.8784 | 1.23 | 320 | 1.5062 | 0.4425 |
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+ | 1.2335 | 1.25 | 325 | 1.3658 | 0.4655 |
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+ | 1.2988 | 1.26 | 330 | 1.4404 | 0.5115 |
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+ | 1.6458 | 1.28 | 335 | 1.3897 | 0.4770 |
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+ | 1.4325 | 1.3 | 340 | 1.9435 | 0.3391 |
135
+ | 1.8258 | 1.32 | 345 | 1.6747 | 0.4138 |
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+ | 1.6398 | 1.34 | 350 | 1.5373 | 0.4310 |
137
+ | 1.3836 | 1.36 | 355 | 1.5308 | 0.4540 |
138
+ | 1.1067 | 1.38 | 360 | 1.5032 | 0.4598 |
139
+ | 1.4948 | 1.4 | 365 | 1.4820 | 0.4770 |
140
+ | 1.3582 | 1.42 | 370 | 1.4555 | 0.4195 |
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+ | 1.2616 | 1.44 | 375 | 1.3622 | 0.4655 |
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+ | 1.4582 | 1.46 | 380 | 1.2709 | 0.4943 |
143
+ | 1.7958 | 1.48 | 385 | 1.5656 | 0.3621 |
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+ | 1.4743 | 1.49 | 390 | 1.3905 | 0.4368 |
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+ | 1.3111 | 1.51 | 395 | 1.3618 | 0.5287 |
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+ | 1.1186 | 1.53 | 400 | 1.4679 | 0.5 |
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+ | 1.3566 | 1.55 | 405 | 1.6266 | 0.4770 |
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+ | 1.4949 | 1.57 | 410 | 1.4490 | 0.5057 |
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+ | 1.2182 | 1.59 | 415 | 1.1528 | 0.5460 |
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+ | 1.1455 | 1.61 | 420 | 1.2889 | 0.4540 |
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+ | 1.0795 | 1.63 | 425 | 1.4589 | 0.4828 |
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+ | 1.2771 | 1.65 | 430 | 1.5260 | 0.5115 |
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+ | 1.2858 | 1.67 | 435 | 1.4051 | 0.4885 |
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+ | 1.0829 | 1.69 | 440 | 1.3037 | 0.5345 |
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+ | 1.5866 | 1.7 | 445 | 1.3284 | 0.5230 |
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+ | 1.2964 | 1.72 | 450 | 1.2732 | 0.5115 |
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+ | 1.1894 | 1.74 | 455 | 1.4988 | 0.4253 |
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+ | 1.5003 | 1.76 | 460 | 1.3296 | 0.4655 |
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+ | 1.1569 | 1.78 | 465 | 1.4281 | 0.5 |
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+ | 1.0751 | 1.8 | 470 | 1.5788 | 0.4713 |
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+ | 1.592 | 1.82 | 475 | 1.2109 | 0.5 |
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+ | 1.4279 | 1.84 | 480 | 1.2072 | 0.5287 |
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+ | 1.19 | 1.86 | 485 | 1.2765 | 0.5402 |
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+ | 1.3807 | 1.88 | 490 | 1.3952 | 0.5230 |
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+ | 1.2857 | 1.9 | 495 | 1.2477 | 0.5057 |
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+ | 1.229 | 1.92 | 500 | 1.2090 | 0.5230 |
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+ | 0.9704 | 1.93 | 505 | 1.0012 | 0.5862 |
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+ | 1.2077 | 1.95 | 510 | 1.0754 | 0.6092 |
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+ | 1.31 | 1.97 | 515 | 1.1700 | 0.5747 |
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+ | 0.9374 | 1.99 | 520 | 1.1663 | 0.5402 |
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+ | 1.3027 | 2.01 | 525 | 1.2674 | 0.5057 |
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+ | 1.2744 | 2.03 | 530 | 1.1398 | 0.5230 |
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+ | 0.6539 | 2.05 | 535 | 1.3558 | 0.5115 |
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+ | 1.3282 | 2.07 | 540 | 1.6711 | 0.4885 |
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+ | 1.7389 | 2.09 | 545 | 1.4172 | 0.4885 |
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+ | 0.8713 | 2.11 | 550 | 1.4531 | 0.4598 |
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+ | 1.3864 | 2.13 | 555 | 1.4029 | 0.4195 |
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+ | 1.3272 | 2.15 | 560 | 1.2591 | 0.4943 |
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+ | 1.4224 | 2.16 | 565 | 1.4082 | 0.4770 |
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+ | 1.2348 | 2.18 | 570 | 1.2709 | 0.4943 |
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+ | 1.4141 | 2.2 | 575 | 1.3384 | 0.5057 |
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+ | 1.3264 | 2.22 | 580 | 1.2666 | 0.5287 |
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+ | 1.1512 | 2.24 | 585 | 1.2081 | 0.5172 |
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+ | 1.0147 | 2.26 | 590 | 1.1952 | 0.5115 |
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+ | 1.1854 | 2.28 | 595 | 1.1515 | 0.5460 |
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+ | 1.1736 | 2.3 | 600 | 1.1325 | 0.5517 |
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+ | 0.8421 | 2.32 | 605 | 1.3058 | 0.4713 |
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+ | 1.0093 | 2.34 | 610 | 1.1371 | 0.5345 |
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+ | 1.096 | 2.36 | 615 | 1.1987 | 0.5402 |
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+ | 1.1738 | 2.38 | 620 | 1.1630 | 0.5230 |
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+ | 0.7222 | 2.39 | 625 | 1.3792 | 0.4598 |
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+ | 1.259 | 2.41 | 630 | 1.4273 | 0.5057 |
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+ | 0.8788 | 2.43 | 635 | 1.4666 | 0.5115 |
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+ | 1.527 | 2.45 | 640 | 1.4999 | 0.4770 |
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+ | 1.1176 | 2.47 | 645 | 1.5711 | 0.4598 |
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+ | 0.9834 | 2.49 | 650 | 1.5396 | 0.5 |
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+ | 1.046 | 2.51 | 655 | 1.2918 | 0.5345 |
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+ | 1.2347 | 2.53 | 660 | 1.3253 | 0.5460 |
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+ | 0.7441 | 2.55 | 665 | 1.4184 | 0.5345 |
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+ | 1.3217 | 2.57 | 670 | 1.2241 | 0.5690 |
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+ | 1.517 | 2.59 | 675 | 1.3936 | 0.4483 |
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+ | 1.5603 | 2.61 | 680 | 1.2586 | 0.5115 |
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+ | 1.0121 | 2.62 | 685 | 1.1528 | 0.5690 |
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+ | 0.9157 | 2.64 | 690 | 1.1512 | 0.5862 |
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+ | 1.0072 | 2.66 | 695 | 1.2196 | 0.5575 |
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+ | 1.1345 | 2.68 | 700 | 1.0880 | 0.5632 |
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+ | 1.1517 | 2.7 | 705 | 1.1541 | 0.5287 |
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+ | 1.2588 | 2.72 | 710 | 1.1189 | 0.6264 |
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+ | 0.9318 | 2.74 | 715 | 1.1550 | 0.5575 |
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+ | 0.7644 | 2.76 | 720 | 1.1557 | 0.5747 |
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+ | 1.2642 | 2.78 | 725 | 1.0784 | 0.6207 |
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+ | 1.3219 | 2.8 | 730 | 1.0925 | 0.5862 |
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+ | 1.2288 | 2.82 | 735 | 1.0300 | 0.6092 |
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+ | 0.8471 | 2.84 | 740 | 1.0471 | 0.6092 |
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+ | 0.9432 | 2.85 | 745 | 1.1337 | 0.5690 |
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+ | 0.8942 | 2.87 | 750 | 1.0347 | 0.5977 |
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+ | 0.8582 | 2.89 | 755 | 0.9947 | 0.6552 |
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+ | 0.7802 | 2.91 | 760 | 1.0483 | 0.5862 |
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+ | 0.9362 | 2.93 | 765 | 1.1574 | 0.6034 |
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+ | 0.7052 | 2.95 | 770 | 0.9469 | 0.6667 |
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+ | 0.9615 | 2.97 | 775 | 1.1713 | 0.5690 |
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+ | 1.3158 | 2.99 | 780 | 1.0249 | 0.6034 |
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+ | 1.4599 | 3.01 | 785 | 1.2700 | 0.5575 |
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+ | 1.3217 | 3.03 | 790 | 1.1199 | 0.5632 |
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+ | 0.8367 | 3.05 | 795 | 1.0456 | 0.5690 |
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+ | 0.7845 | 3.07 | 800 | 1.0649 | 0.5632 |
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+ | 0.8503 | 3.08 | 805 | 0.9967 | 0.6207 |
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+ | 0.6945 | 3.1 | 810 | 0.9508 | 0.6437 |
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+ | 0.916 | 3.12 | 815 | 1.0733 | 0.6437 |
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+ | 0.9392 | 3.14 | 820 | 1.0749 | 0.5862 |
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+ | 1.0007 | 3.16 | 825 | 1.1707 | 0.5862 |
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+ | 1.2342 | 3.18 | 830 | 1.2818 | 0.5862 |
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+ | 0.9419 | 3.2 | 835 | 0.9362 | 0.6609 |
234
+ | 0.7473 | 3.22 | 840 | 1.2352 | 0.5517 |
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+ | 1.3524 | 3.24 | 845 | 1.2916 | 0.5575 |
236
+ | 0.7914 | 3.26 | 850 | 1.0420 | 0.6034 |
237
+ | 0.9782 | 3.28 | 855 | 1.0024 | 0.6207 |
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+ | 0.6729 | 3.3 | 860 | 1.0617 | 0.6322 |
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+ | 1.1071 | 3.31 | 865 | 1.5525 | 0.5 |
240
+ | 1.6989 | 3.33 | 870 | 1.0040 | 0.6207 |
241
+ | 0.7271 | 3.35 | 875 | 1.2051 | 0.5632 |
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+ | 0.8168 | 3.37 | 880 | 1.0162 | 0.6092 |
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+ | 1.0251 | 3.39 | 885 | 1.2412 | 0.5402 |
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+ | 1.262 | 3.41 | 890 | 1.0845 | 0.6322 |
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+ | 0.752 | 3.43 | 895 | 1.1151 | 0.6322 |
246
+ | 0.781 | 3.45 | 900 | 1.1569 | 0.6437 |
247
+ | 0.689 | 3.47 | 905 | 1.1400 | 0.5805 |
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+ | 1.1359 | 3.49 | 910 | 1.2362 | 0.5747 |
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+ | 1.0256 | 3.51 | 915 | 1.3777 | 0.5 |
250
+ | 1.0887 | 3.52 | 920 | 1.1072 | 0.6207 |
251
+ | 0.6106 | 3.54 | 925 | 1.2341 | 0.5460 |
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+ | 1.3364 | 3.56 | 930 | 1.1365 | 0.5747 |
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+ | 0.7705 | 3.58 | 935 | 1.2306 | 0.5920 |
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+ | 0.8368 | 3.6 | 940 | 1.0860 | 0.6322 |
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+ | 0.8946 | 3.62 | 945 | 1.2349 | 0.5805 |
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+ | 1.226 | 3.64 | 950 | 1.2052 | 0.5920 |
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+ | 1.1585 | 3.66 | 955 | 0.9785 | 0.6437 |
258
+ | 0.7824 | 3.68 | 960 | 0.8754 | 0.6897 |
259
+ | 0.6437 | 3.7 | 965 | 0.9257 | 0.6264 |
260
+ | 0.8286 | 3.72 | 970 | 0.9191 | 0.6724 |
261
+ | 0.8671 | 3.74 | 975 | 0.8496 | 0.6609 |
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+ | 0.5814 | 3.75 | 980 | 0.9789 | 0.6494 |
263
+ | 0.7895 | 3.77 | 985 | 1.0326 | 0.6379 |
264
+ | 0.8104 | 3.79 | 990 | 0.9865 | 0.6322 |
265
+ | 0.8277 | 3.81 | 995 | 1.0854 | 0.6092 |
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+ | 0.5801 | 3.83 | 1000 | 1.0071 | 0.6264 |
267
+ | 0.6394 | 3.85 | 1005 | 0.9902 | 0.6264 |
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+ | 0.7135 | 3.87 | 1010 | 1.1339 | 0.5920 |
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+ | 1.3432 | 3.89 | 1015 | 1.0168 | 0.6034 |
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+ | 0.8375 | 3.91 | 1020 | 0.8976 | 0.6437 |
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+ | 1.2419 | 3.93 | 1025 | 1.0345 | 0.6149 |
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+ | 1.2465 | 3.95 | 1030 | 0.9065 | 0.6667 |
273
+ | 0.8987 | 3.97 | 1035 | 0.8305 | 0.6839 |
274
+ | 0.6279 | 3.98 | 1040 | 0.8690 | 0.6667 |
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+ | 1.1026 | 4.0 | 1045 | 0.8575 | 0.6724 |
276
+ | 0.5617 | 4.02 | 1050 | 0.8988 | 0.6437 |
277
+ | 0.5318 | 4.04 | 1055 | 1.0456 | 0.6264 |
278
+ | 0.7041 | 4.06 | 1060 | 0.9058 | 0.6897 |
279
+ | 0.688 | 4.08 | 1065 | 1.0058 | 0.6839 |
280
+ | 0.8286 | 4.1 | 1070 | 1.0452 | 0.6379 |
281
+ | 1.2596 | 4.12 | 1075 | 0.9943 | 0.5862 |
282
+ | 0.8448 | 4.14 | 1080 | 1.0441 | 0.6264 |
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+ | 0.9666 | 4.16 | 1085 | 1.0022 | 0.6552 |
284
+ | 1.0548 | 4.18 | 1090 | 0.8906 | 0.6724 |
285
+ | 0.823 | 4.2 | 1095 | 0.8352 | 0.6897 |
286
+ | 0.7588 | 4.21 | 1100 | 0.8359 | 0.6897 |
287
+ | 0.5306 | 4.23 | 1105 | 0.8987 | 0.6667 |
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+ | 1.059 | 4.25 | 1110 | 0.8401 | 0.7011 |
289
+ | 0.6116 | 4.27 | 1115 | 0.9104 | 0.6782 |
290
+ | 0.7483 | 4.29 | 1120 | 1.0068 | 0.6494 |
291
+ | 0.5231 | 4.31 | 1125 | 0.9476 | 0.6667 |
292
+ | 0.5667 | 4.33 | 1130 | 0.9047 | 0.6897 |
293
+ | 0.7785 | 4.35 | 1135 | 1.0281 | 0.6149 |
294
+ | 1.0404 | 4.37 | 1140 | 0.9104 | 0.6782 |
295
+ | 0.5523 | 4.39 | 1145 | 1.0259 | 0.6437 |
296
+ | 0.6387 | 4.41 | 1150 | 1.1878 | 0.5747 |
297
+ | 1.038 | 4.43 | 1155 | 1.0657 | 0.6609 |
298
+ | 0.7566 | 4.44 | 1160 | 0.8948 | 0.6609 |
299
+ | 0.5505 | 4.46 | 1165 | 0.9844 | 0.6609 |
300
+ | 1.0917 | 4.48 | 1170 | 0.9192 | 0.6724 |
301
+ | 0.8048 | 4.5 | 1175 | 1.1003 | 0.6092 |
302
+ | 0.5951 | 4.52 | 1180 | 0.9472 | 0.6494 |
303
+ | 0.603 | 4.54 | 1185 | 1.3395 | 0.5632 |
304
+ | 1.0802 | 4.56 | 1190 | 1.0523 | 0.6149 |
305
+ | 0.3689 | 4.58 | 1195 | 1.0054 | 0.6264 |
306
+ | 0.5565 | 4.6 | 1200 | 1.4010 | 0.5862 |
307
+ | 0.7934 | 4.62 | 1205 | 1.4772 | 0.5920 |
308
+ | 0.8364 | 4.64 | 1210 | 1.2308 | 0.6322 |
309
+ | 0.8967 | 4.66 | 1215 | 0.8904 | 0.6667 |
310
+ | 0.5255 | 4.67 | 1220 | 1.0060 | 0.6379 |
311
+ | 0.693 | 4.69 | 1225 | 0.9819 | 0.6609 |
312
+ | 1.1102 | 4.71 | 1230 | 0.8632 | 0.7241 |
313
+ | 0.7586 | 4.73 | 1235 | 0.8828 | 0.6609 |
314
+ | 0.5332 | 4.75 | 1240 | 0.8107 | 0.6897 |
315
+ | 0.7737 | 4.77 | 1245 | 0.7830 | 0.7241 |
316
+ | 0.8634 | 4.79 | 1250 | 0.7998 | 0.7069 |
317
+ | 0.8592 | 4.81 | 1255 | 0.8831 | 0.6667 |
318
+ | 0.3591 | 4.83 | 1260 | 0.7183 | 0.7299 |
319
+ | 0.7214 | 4.85 | 1265 | 0.7453 | 0.7184 |
320
+ | 0.6555 | 4.87 | 1270 | 0.8549 | 0.6954 |
321
+ | 0.3736 | 4.89 | 1275 | 0.8065 | 0.7299 |
322
+ | 0.6139 | 4.9 | 1280 | 0.7728 | 0.7011 |
323
+ | 1.4349 | 4.92 | 1285 | 0.7865 | 0.7011 |
324
+ | 0.6336 | 4.94 | 1290 | 0.7984 | 0.6897 |
325
+ | 0.667 | 4.96 | 1295 | 1.0624 | 0.6494 |
326
+ | 0.4108 | 4.98 | 1300 | 0.9412 | 0.6782 |
327
+ | 1.0572 | 5.0 | 1305 | 0.8950 | 0.6897 |
328
+ | 0.3411 | 5.02 | 1310 | 0.8751 | 0.7356 |
329
+ | 0.3644 | 5.04 | 1315 | 0.8156 | 0.7299 |
330
+ | 0.2643 | 5.06 | 1320 | 0.7831 | 0.7299 |
331
+ | 0.3629 | 5.08 | 1325 | 1.6440 | 0.6264 |
332
+ | 1.5008 | 5.1 | 1330 | 1.3629 | 0.6609 |
333
+ | 1.1648 | 5.11 | 1335 | 0.9745 | 0.7011 |
334
+ | 0.842 | 5.13 | 1340 | 0.9471 | 0.6782 |
335
+ | 0.4963 | 5.15 | 1345 | 1.1134 | 0.6379 |
336
+ | 0.6819 | 5.17 | 1350 | 1.0473 | 0.6954 |
337
+ | 0.2688 | 5.19 | 1355 | 1.3232 | 0.6092 |
338
+ | 0.7999 | 5.21 | 1360 | 1.2077 | 0.6207 |
339
+ | 0.9447 | 5.23 | 1365 | 1.1190 | 0.6322 |
340
+ | 0.4866 | 5.25 | 1370 | 1.1413 | 0.5977 |
341
+ | 0.6268 | 5.27 | 1375 | 1.1648 | 0.6552 |
342
+ | 1.0332 | 5.29 | 1380 | 1.0705 | 0.6264 |
343
+ | 0.508 | 5.31 | 1385 | 0.9115 | 0.6667 |
344
+ | 0.4844 | 5.33 | 1390 | 0.7565 | 0.7241 |
345
+ | 0.6529 | 5.34 | 1395 | 0.7533 | 0.7069 |
346
+ | 0.674 | 5.36 | 1400 | 0.9025 | 0.6437 |
347
+ | 0.9236 | 5.38 | 1405 | 0.7952 | 0.7241 |
348
+ | 0.523 | 5.4 | 1410 | 0.7487 | 0.7299 |
349
+ | 0.3512 | 5.42 | 1415 | 0.9301 | 0.6782 |
350
+ | 0.5621 | 5.44 | 1420 | 0.9454 | 0.7011 |
351
+ | 0.3093 | 5.46 | 1425 | 0.8725 | 0.6954 |
352
+ | 0.5955 | 5.48 | 1430 | 0.8810 | 0.7069 |
353
+ | 0.2704 | 5.5 | 1435 | 0.9334 | 0.7299 |
354
+ | 0.3438 | 5.52 | 1440 | 0.9163 | 0.6839 |
355
+ | 0.2719 | 5.54 | 1445 | 0.9166 | 0.6897 |
356
+ | 0.4038 | 5.56 | 1450 | 0.9518 | 0.7299 |
357
+ | 0.8747 | 5.57 | 1455 | 1.0061 | 0.7011 |
358
+ | 0.5741 | 5.59 | 1460 | 1.0438 | 0.7011 |
359
+ | 0.732 | 5.61 | 1465 | 1.0875 | 0.6839 |
360
+ | 0.5971 | 5.63 | 1470 | 1.0623 | 0.7011 |
361
+ | 0.6264 | 5.65 | 1475 | 0.9515 | 0.6954 |
362
+ | 0.681 | 5.67 | 1480 | 1.0149 | 0.6839 |
363
+ | 0.8418 | 5.69 | 1485 | 1.1709 | 0.6207 |
364
+ | 0.5313 | 5.71 | 1490 | 1.0242 | 0.6782 |
365
+ | 0.5052 | 5.73 | 1495 | 1.2545 | 0.6552 |
366
+ | 1.002 | 5.75 | 1500 | 1.1146 | 0.7011 |
367
+ | 0.4721 | 5.77 | 1505 | 1.0917 | 0.6954 |
368
+ | 0.3988 | 5.79 | 1510 | 1.0722 | 0.6782 |
369
+ | 0.8568 | 5.8 | 1515 | 0.8947 | 0.7069 |
370
+ | 0.4908 | 5.82 | 1520 | 0.8864 | 0.7241 |
371
+ | 0.5216 | 5.84 | 1525 | 0.9632 | 0.7069 |
372
+ | 0.7425 | 5.86 | 1530 | 0.8288 | 0.7356 |
373
+ | 0.5288 | 5.88 | 1535 | 1.1223 | 0.6609 |
374
+ | 0.7604 | 5.9 | 1540 | 1.0653 | 0.6437 |
375
+ | 0.4761 | 5.92 | 1545 | 0.9596 | 0.6897 |
376
+ | 0.7556 | 5.94 | 1550 | 0.9295 | 0.6609 |
377
+ | 0.7834 | 5.96 | 1555 | 0.9482 | 0.6552 |
378
+ | 0.8625 | 5.98 | 1560 | 0.9150 | 0.6782 |
379
+ | 0.4823 | 6.0 | 1565 | 0.8527 | 0.6954 |
380
+ | 0.6611 | 6.02 | 1570 | 1.1094 | 0.6609 |
381
+ | 0.4618 | 6.03 | 1575 | 0.9193 | 0.7011 |
382
+ | 0.3332 | 6.05 | 1580 | 0.8721 | 0.6839 |
383
+ | 0.4447 | 6.07 | 1585 | 0.8002 | 0.7414 |
384
+ | 0.4332 | 6.09 | 1590 | 0.8472 | 0.7126 |
385
+ | 0.3504 | 6.11 | 1595 | 0.8792 | 0.7011 |
386
+ | 0.1991 | 6.13 | 1600 | 0.9492 | 0.7011 |
387
+ | 0.2901 | 6.15 | 1605 | 1.0010 | 0.7184 |
388
+ | 0.6851 | 6.17 | 1610 | 1.0788 | 0.6724 |
389
+ | 0.5596 | 6.19 | 1615 | 1.0465 | 0.6954 |
390
+ | 0.4059 | 6.21 | 1620 | 0.9852 | 0.7414 |
391
+ | 0.4061 | 6.23 | 1625 | 1.0554 | 0.7299 |
392
+ | 0.2499 | 6.25 | 1630 | 1.0311 | 0.7241 |
393
+ | 0.3739 | 6.26 | 1635 | 0.8703 | 0.7701 |
394
+ | 0.4323 | 6.28 | 1640 | 1.0342 | 0.7011 |
395
+ | 0.417 | 6.3 | 1645 | 1.0049 | 0.7126 |
396
+ | 0.4087 | 6.32 | 1650 | 1.0639 | 0.6782 |
397
+ | 0.3422 | 6.34 | 1655 | 1.1309 | 0.6897 |
398
+ | 0.4619 | 6.36 | 1660 | 1.0825 | 0.6954 |
399
+ | 0.4767 | 6.38 | 1665 | 1.0463 | 0.7069 |
400
+ | 0.4737 | 6.4 | 1670 | 0.9139 | 0.7184 |
401
+ | 0.2711 | 6.42 | 1675 | 0.9746 | 0.7184 |
402
+ | 0.3956 | 6.44 | 1680 | 1.1271 | 0.6782 |
403
+ | 0.5138 | 6.46 | 1685 | 1.2042 | 0.6839 |
404
+ | 0.3022 | 6.48 | 1690 | 1.4268 | 0.6437 |
405
+ | 0.4592 | 6.49 | 1695 | 1.6285 | 0.6207 |
406
+ | 0.7306 | 6.51 | 1700 | 1.4133 | 0.6724 |
407
+ | 0.2819 | 6.53 | 1705 | 1.0856 | 0.6782 |
408
+ | 0.3341 | 6.55 | 1710 | 1.1902 | 0.6437 |
409
+ | 0.2632 | 6.57 | 1715 | 1.2407 | 0.6839 |
410
+ | 0.3776 | 6.59 | 1720 | 1.3053 | 0.6897 |
411
+ | 0.4002 | 6.61 | 1725 | 1.3351 | 0.6954 |
412
+ | 0.4399 | 6.63 | 1730 | 1.5893 | 0.6494 |
413
+ | 0.7733 | 6.65 | 1735 | 1.5668 | 0.6667 |
414
+ | 0.5065 | 6.67 | 1740 | 1.5540 | 0.6494 |
415
+ | 0.8585 | 6.69 | 1745 | 1.5957 | 0.6207 |
416
+ | 0.798 | 6.7 | 1750 | 1.2652 | 0.6552 |
417
+ | 0.6362 | 6.72 | 1755 | 1.0616 | 0.7011 |
418
+ | 0.6891 | 6.74 | 1760 | 1.1532 | 0.6552 |
419
+ | 0.4885 | 6.76 | 1765 | 0.9649 | 0.7126 |
420
+ | 0.2212 | 6.78 | 1770 | 0.9000 | 0.7126 |
421
+ | 0.3838 | 6.8 | 1775 | 0.9244 | 0.7184 |
422
+ | 0.4909 | 6.82 | 1780 | 0.8321 | 0.7299 |
423
+ | 0.3924 | 6.84 | 1785 | 0.7822 | 0.7644 |
424
+ | 0.5337 | 6.86 | 1790 | 0.8443 | 0.7529 |
425
+ | 0.2258 | 6.88 | 1795 | 0.8796 | 0.7299 |
426
+ | 0.496 | 6.9 | 1800 | 0.9167 | 0.7299 |
427
+ | 0.6166 | 6.92 | 1805 | 0.9691 | 0.7069 |
428
+ | 0.1913 | 6.93 | 1810 | 0.9657 | 0.7414 |
429
+ | 0.5242 | 6.95 | 1815 | 1.2142 | 0.6609 |
430
+ | 0.8631 | 6.97 | 1820 | 1.0861 | 0.6782 |
431
+ | 0.1719 | 6.99 | 1825 | 1.0734 | 0.7011 |
432
+ | 0.3511 | 7.01 | 1830 | 0.9313 | 0.7529 |
433
+ | 0.314 | 7.03 | 1835 | 0.9551 | 0.7471 |
434
+ | 0.1106 | 7.05 | 1840 | 0.9259 | 0.7586 |
435
+ | 0.0608 | 7.07 | 1845 | 0.9602 | 0.7414 |
436
+ | 0.1119 | 7.09 | 1850 | 1.0473 | 0.7241 |
437
+ | 0.153 | 7.11 | 1855 | 1.0669 | 0.7356 |
438
+ | 0.0751 | 7.13 | 1860 | 1.1262 | 0.7529 |
439
+ | 0.0407 | 7.15 | 1865 | 1.2633 | 0.6954 |
440
+ | 0.0824 | 7.16 | 1870 | 1.3818 | 0.7011 |
441
+ | 0.6322 | 7.18 | 1875 | 1.2819 | 0.6954 |
442
+ | 0.1277 | 7.2 | 1880 | 1.1478 | 0.7126 |
443
+ | 0.1752 | 7.22 | 1885 | 1.2276 | 0.6839 |
444
+ | 0.4279 | 7.24 | 1890 | 1.3254 | 0.6897 |
445
+ | 0.1829 | 7.26 | 1895 | 1.1823 | 0.7241 |
446
+ | 0.7235 | 7.28 | 1900 | 1.2414 | 0.7184 |
447
+ | 0.1977 | 7.3 | 1905 | 1.1934 | 0.6897 |
448
+ | 0.2008 | 7.32 | 1910 | 1.1319 | 0.7069 |
449
+ | 0.3229 | 7.34 | 1915 | 1.2467 | 0.6897 |
450
+ | 0.2794 | 7.36 | 1920 | 1.3976 | 0.7126 |
451
+ | 0.6104 | 7.38 | 1925 | 1.4496 | 0.7011 |
452
+ | 0.3981 | 7.39 | 1930 | 1.4250 | 0.6782 |
453
+ | 0.4133 | 7.41 | 1935 | 1.3903 | 0.6897 |
454
+ | 0.2211 | 7.43 | 1940 | 1.2912 | 0.6897 |
455
+ | 0.5127 | 7.45 | 1945 | 1.1819 | 0.6782 |
456
+ | 0.4466 | 7.47 | 1950 | 1.1183 | 0.6897 |
457
+ | 0.3296 | 7.49 | 1955 | 1.1902 | 0.6897 |
458
+ | 0.2157 | 7.51 | 1960 | 1.1275 | 0.7184 |
459
+ | 0.1349 | 7.53 | 1965 | 1.1303 | 0.7069 |
460
+ | 0.2552 | 7.55 | 1970 | 1.1957 | 0.6954 |
461
+ | 0.0794 | 7.57 | 1975 | 1.1891 | 0.7126 |
462
+ | 0.3412 | 7.59 | 1980 | 1.1823 | 0.7069 |
463
+ | 0.066 | 7.61 | 1985 | 1.2583 | 0.7241 |
464
+ | 0.1778 | 7.62 | 1990 | 1.4697 | 0.7069 |
465
+ | 0.2946 | 7.64 | 1995 | 1.4956 | 0.7011 |
466
+ | 0.5025 | 7.66 | 2000 | 1.2947 | 0.7241 |
467
+ | 0.1465 | 7.68 | 2005 | 1.4249 | 0.6954 |
468
+ | 0.4608 | 7.7 | 2010 | 1.4164 | 0.7126 |
469
+ | 0.0132 | 7.72 | 2015 | 1.4232 | 0.7011 |
470
+ | 0.3514 | 7.74 | 2020 | 1.3790 | 0.6954 |
471
+ | 0.1211 | 7.76 | 2025 | 1.3964 | 0.7126 |
472
+ | 0.2947 | 7.78 | 2030 | 1.3286 | 0.7184 |
473
+ | 0.49 | 7.8 | 2035 | 1.0810 | 0.7069 |
474
+ | 0.165 | 7.82 | 2040 | 1.0247 | 0.7299 |
475
+ | 0.138 | 7.84 | 2045 | 1.2246 | 0.7126 |
476
+ | 0.2485 | 7.85 | 2050 | 1.2144 | 0.7299 |
477
+ | 0.2188 | 7.87 | 2055 | 1.2269 | 0.7299 |
478
+ | 0.0995 | 7.89 | 2060 | 1.3359 | 0.7184 |
479
+ | 0.4366 | 7.91 | 2065 | 1.3701 | 0.7184 |
480
+ | 0.2468 | 7.93 | 2070 | 1.5623 | 0.6724 |
481
+ | 0.5595 | 7.95 | 2075 | 1.3248 | 0.7299 |
482
+ | 0.1288 | 7.97 | 2080 | 1.1915 | 0.7356 |
483
+ | 0.6715 | 7.99 | 2085 | 1.2690 | 0.7126 |
484
+ | 0.2428 | 8.01 | 2090 | 1.2000 | 0.7241 |
485
+ | 0.1369 | 8.03 | 2095 | 1.3371 | 0.6839 |
486
+ | 0.0289 | 8.05 | 2100 | 1.6685 | 0.6552 |
487
+ | 0.2577 | 8.07 | 2105 | 1.6076 | 0.6494 |
488
+ | 0.1756 | 8.08 | 2110 | 1.4138 | 0.7069 |
489
+ | 0.1628 | 8.1 | 2115 | 1.3801 | 0.7299 |
490
+ | 0.0913 | 8.12 | 2120 | 1.3470 | 0.7299 |
491
+ | 0.0892 | 8.14 | 2125 | 1.4107 | 0.7184 |
492
+ | 0.3874 | 8.16 | 2130 | 1.3399 | 0.7184 |
493
+ | 0.1405 | 8.18 | 2135 | 1.3665 | 0.7126 |
494
+ | 0.0921 | 8.2 | 2140 | 1.4719 | 0.7241 |
495
+ | 0.1429 | 8.22 | 2145 | 1.4850 | 0.6897 |
496
+ | 0.1498 | 8.24 | 2150 | 1.4145 | 0.7184 |
497
+ | 0.004 | 8.26 | 2155 | 1.3709 | 0.7356 |
498
+ | 0.0364 | 8.28 | 2160 | 1.3031 | 0.7356 |
499
+ | 0.0544 | 8.3 | 2165 | 1.4113 | 0.7184 |
500
+ | 0.0952 | 8.31 | 2170 | 1.5327 | 0.7011 |
501
+ | 0.0006 | 8.33 | 2175 | 1.6939 | 0.6724 |
502
+ | 0.2597 | 8.35 | 2180 | 1.5596 | 0.7184 |
503
+ | 0.2526 | 8.37 | 2185 | 1.5019 | 0.7356 |
504
+ | 0.102 | 8.39 | 2190 | 1.6125 | 0.7011 |
505
+ | 0.02 | 8.41 | 2195 | 1.7707 | 0.6782 |
506
+ | 0.0062 | 8.43 | 2200 | 1.5735 | 0.7011 |
507
+ | 0.0429 | 8.45 | 2205 | 1.4174 | 0.7356 |
508
+ | 0.272 | 8.47 | 2210 | 1.4775 | 0.7241 |
509
+ | 0.1014 | 8.49 | 2215 | 1.5564 | 0.7069 |
510
+ | 0.1191 | 8.51 | 2220 | 1.6516 | 0.7011 |
511
+ | 0.1466 | 8.52 | 2225 | 1.5439 | 0.7299 |
512
+ | 0.033 | 8.54 | 2230 | 1.6587 | 0.6954 |
513
+ | 0.4028 | 8.56 | 2235 | 1.5926 | 0.7069 |
514
+ | 0.29 | 8.58 | 2240 | 1.4162 | 0.7241 |
515
+ | 0.082 | 8.6 | 2245 | 1.4092 | 0.7241 |
516
+ | 0.0273 | 8.62 | 2250 | 1.4052 | 0.7529 |
517
+ | 0.2974 | 8.64 | 2255 | 1.4226 | 0.7701 |
518
+ | 0.7249 | 8.66 | 2260 | 1.3934 | 0.7586 |
519
+ | 0.1874 | 8.68 | 2265 | 1.3755 | 0.7414 |
520
+ | 0.0365 | 8.7 | 2270 | 1.3689 | 0.7299 |
521
+ | 0.1775 | 8.72 | 2275 | 1.3663 | 0.7184 |
522
+ | 0.0974 | 8.74 | 2280 | 1.3852 | 0.6954 |
523
+ | 0.1109 | 8.75 | 2285 | 1.4649 | 0.6724 |
524
+ | 0.2778 | 8.77 | 2290 | 1.4354 | 0.6782 |
525
+ | 0.0384 | 8.79 | 2295 | 1.3910 | 0.6954 |
526
+ | 0.1499 | 8.81 | 2300 | 1.4266 | 0.7184 |
527
+ | 0.0703 | 8.83 | 2305 | 1.3794 | 0.7356 |
528
+ | 0.2238 | 8.85 | 2310 | 1.4705 | 0.7184 |
529
+ | 0.2418 | 8.87 | 2315 | 1.4477 | 0.7241 |
530
+ | 0.0854 | 8.89 | 2320 | 1.4534 | 0.7069 |
531
+ | 0.1613 | 8.91 | 2325 | 1.5824 | 0.7011 |
532
+ | 0.0599 | 8.93 | 2330 | 1.5845 | 0.7184 |
533
+ | 0.2216 | 8.95 | 2335 | 1.5561 | 0.7241 |
534
+ | 0.023 | 8.97 | 2340 | 1.5870 | 0.7241 |
535
+ | 0.0166 | 8.98 | 2345 | 1.6614 | 0.6954 |
536
+ | 0.1114 | 9.0 | 2350 | 1.5962 | 0.7356 |
537
+ | 0.0254 | 9.02 | 2355 | 1.5787 | 0.7241 |
538
+ | 0.0807 | 9.04 | 2360 | 1.6113 | 0.7126 |
539
+ | 0.0151 | 9.06 | 2365 | 1.6176 | 0.7126 |
540
+ | 0.0234 | 9.08 | 2370 | 1.6412 | 0.7011 |
541
+ | 0.0901 | 9.1 | 2375 | 1.6331 | 0.6897 |
542
+ | 0.0032 | 9.12 | 2380 | 1.7731 | 0.7069 |
543
+ | 0.0657 | 9.14 | 2385 | 1.7674 | 0.7184 |
544
+ | 0.0035 | 9.16 | 2390 | 1.7309 | 0.7184 |
545
+ | 0.019 | 9.18 | 2395 | 1.6793 | 0.7241 |
546
+ | 0.0038 | 9.2 | 2400 | 1.7092 | 0.7299 |
547
+ | 0.0061 | 9.21 | 2405 | 1.7268 | 0.7356 |
548
+ | 0.0077 | 9.23 | 2410 | 1.6786 | 0.7471 |
549
+ | 0.1325 | 9.25 | 2415 | 1.7275 | 0.7356 |
550
+ | 0.013 | 9.27 | 2420 | 1.8993 | 0.6897 |
551
+ | 0.2623 | 9.29 | 2425 | 1.9386 | 0.7184 |
552
+ | 0.1043 | 9.31 | 2430 | 1.7974 | 0.7356 |
553
+ | 0.2192 | 9.33 | 2435 | 1.6220 | 0.7414 |
554
+ | 0.0019 | 9.35 | 2440 | 1.6390 | 0.7241 |
555
+ | 0.0072 | 9.37 | 2445 | 1.7659 | 0.6954 |
556
+ | 0.1955 | 9.39 | 2450 | 1.8655 | 0.6724 |
557
+ | 0.0232 | 9.41 | 2455 | 1.6545 | 0.7011 |
558
+ | 0.0479 | 9.43 | 2460 | 1.5898 | 0.7299 |
559
+ | 0.0284 | 9.44 | 2465 | 1.6431 | 0.7241 |
560
+ | 0.2414 | 9.46 | 2470 | 1.6798 | 0.7356 |
561
+ | 0.037 | 9.48 | 2475 | 1.7023 | 0.7241 |
562
+ | 0.2024 | 9.5 | 2480 | 1.7409 | 0.7069 |
563
+ | 0.0136 | 9.52 | 2485 | 1.5980 | 0.7414 |
564
+ | 0.0064 | 9.54 | 2490 | 1.5724 | 0.7471 |
565
+ | 0.0092 | 9.56 | 2495 | 1.5245 | 0.7471 |
566
+ | 0.0231 | 9.58 | 2500 | 1.4510 | 0.7529 |
567
+ | 0.0152 | 9.6 | 2505 | 1.5502 | 0.7414 |
568
+ | 0.1021 | 9.62 | 2510 | 1.6659 | 0.7299 |
569
+ | 0.0043 | 9.64 | 2515 | 1.7357 | 0.7241 |
570
+ | 0.0011 | 9.66 | 2520 | 1.8052 | 0.6839 |
571
+ | 0.1036 | 9.67 | 2525 | 1.8808 | 0.6897 |
572
+ | 0.0641 | 9.69 | 2530 | 1.7997 | 0.6839 |
573
+ | 0.0263 | 9.71 | 2535 | 1.8070 | 0.6897 |
574
+ | 0.1702 | 9.73 | 2540 | 1.8328 | 0.6954 |
575
+ | 0.134 | 9.75 | 2545 | 1.8617 | 0.7241 |
576
+ | 0.1743 | 9.77 | 2550 | 1.8031 | 0.7126 |
577
+ | 0.0431 | 9.79 | 2555 | 1.7204 | 0.7011 |
578
+ | 0.1325 | 9.81 | 2560 | 1.6216 | 0.7184 |
579
+ | 0.0021 | 9.83 | 2565 | 1.6374 | 0.7356 |
580
+ | 0.0177 | 9.85 | 2570 | 1.7743 | 0.7011 |
581
+ | 0.0059 | 9.87 | 2575 | 1.7779 | 0.7069 |
582
+ | 0.0019 | 9.89 | 2580 | 1.6702 | 0.7241 |
583
+ | 0.3578 | 9.9 | 2585 | 1.6000 | 0.7471 |
584
+ | 0.0012 | 9.92 | 2590 | 1.5551 | 0.7471 |
585
+ | 0.0325 | 9.94 | 2595 | 1.5793 | 0.7184 |
586
+ | 0.0029 | 9.96 | 2600 | 1.6271 | 0.7299 |
587
+ | 0.0894 | 9.98 | 2605 | 1.6158 | 0.7126 |
588
+ | 0.0841 | 10.0 | 2610 | 1.6194 | 0.7241 |
589
+ | 0.0199 | 10.02 | 2615 | 1.6935 | 0.7241 |
590
+ | 0.0164 | 10.04 | 2620 | 1.7200 | 0.7241 |
591
+ | 0.017 | 10.06 | 2625 | 1.7974 | 0.7414 |
592
+ | 0.0005 | 10.08 | 2630 | 1.9109 | 0.7356 |
593
+ | 0.0272 | 10.1 | 2635 | 1.9884 | 0.7241 |
594
+ | 0.0006 | 10.11 | 2640 | 2.0442 | 0.7241 |
595
+ | 0.0003 | 10.13 | 2645 | 2.0899 | 0.7356 |
596
+ | 0.0064 | 10.15 | 2650 | 2.0910 | 0.7299 |
597
+ | 0.3947 | 10.17 | 2655 | 2.1109 | 0.7241 |
598
+ | 0.0026 | 10.19 | 2660 | 1.9975 | 0.7414 |
599
+ | 0.0017 | 10.21 | 2665 | 1.9001 | 0.7356 |
600
+ | 0.0457 | 10.23 | 2670 | 1.7431 | 0.7471 |
601
+ | 0.1929 | 10.25 | 2675 | 1.6251 | 0.7529 |
602
+ | 0.0095 | 10.27 | 2680 | 1.5960 | 0.7356 |
603
+ | 0.0002 | 10.29 | 2685 | 1.6410 | 0.7471 |
604
+ | 0.0325 | 10.31 | 2690 | 1.6733 | 0.7184 |
605
+ | 0.0004 | 10.33 | 2695 | 1.6840 | 0.7299 |
606
+ | 0.1141 | 10.34 | 2700 | 1.6979 | 0.7299 |
607
+ | 0.0059 | 10.36 | 2705 | 1.7012 | 0.7356 |
608
+ | 0.0245 | 10.38 | 2710 | 1.7703 | 0.7299 |
609
+ | 0.0076 | 10.4 | 2715 | 1.8611 | 0.7126 |
610
+ | 0.0021 | 10.42 | 2720 | 1.8926 | 0.7126 |
611
+ | 0.0065 | 10.44 | 2725 | 1.8804 | 0.7184 |
612
+ | 0.0056 | 10.46 | 2730 | 1.8027 | 0.7184 |
613
+ | 0.0115 | 10.48 | 2735 | 1.7530 | 0.7241 |
614
+ | 0.007 | 10.5 | 2740 | 1.7274 | 0.7414 |
615
+ | 0.0006 | 10.52 | 2745 | 1.7024 | 0.7356 |
616
+ | 0.0039 | 10.54 | 2750 | 1.7069 | 0.7471 |
617
+ | 0.0006 | 10.56 | 2755 | 1.7326 | 0.7356 |
618
+ | 0.0012 | 10.57 | 2760 | 1.7433 | 0.7414 |
619
+ | 0.002 | 10.59 | 2765 | 1.6768 | 0.7471 |
620
+ | 0.0051 | 10.61 | 2770 | 1.6324 | 0.7414 |
621
+ | 0.1266 | 10.63 | 2775 | 1.5993 | 0.7356 |
622
+ | 0.0003 | 10.65 | 2780 | 1.6210 | 0.7356 |
623
+ | 0.0011 | 10.67 | 2785 | 1.6556 | 0.7241 |
624
+ | 0.1543 | 10.69 | 2790 | 1.6260 | 0.7241 |
625
+ | 0.0174 | 10.71 | 2795 | 1.6242 | 0.7241 |
626
+ | 0.0012 | 10.73 | 2800 | 1.6227 | 0.7299 |
627
+ | 0.0016 | 10.75 | 2805 | 1.6739 | 0.7241 |
628
+ | 0.2556 | 10.77 | 2810 | 1.6926 | 0.7356 |
629
+ | 0.013 | 10.79 | 2815 | 1.7027 | 0.7356 |
630
+ | 0.0002 | 10.8 | 2820 | 1.7140 | 0.7299 |
631
+ | 0.0023 | 10.82 | 2825 | 1.7233 | 0.7241 |
632
+ | 0.0027 | 10.84 | 2830 | 1.7238 | 0.7184 |
633
+ | 0.0051 | 10.86 | 2835 | 1.6586 | 0.7299 |
634
+ | 0.0003 | 10.88 | 2840 | 1.6286 | 0.7356 |
635
+ | 0.0193 | 10.9 | 2845 | 1.5851 | 0.7701 |
636
+ | 0.0003 | 10.92 | 2850 | 1.5856 | 0.7759 |
637
+ | 0.0087 | 10.94 | 2855 | 1.6149 | 0.7816 |
638
+ | 0.0048 | 10.96 | 2860 | 1.6289 | 0.7701 |
639
+ | 0.0005 | 10.98 | 2865 | 1.6816 | 0.7586 |
640
+ | 0.0028 | 11.0 | 2870 | 1.7306 | 0.7471 |
641
+ | 0.2624 | 11.02 | 2875 | 1.7714 | 0.7471 |
642
+ | 0.1484 | 11.03 | 2880 | 1.8120 | 0.7414 |
643
+ | 0.0006 | 11.05 | 2885 | 1.8391 | 0.7356 |
644
+ | 0.0001 | 11.07 | 2890 | 1.8373 | 0.7414 |
645
+ | 0.2108 | 11.09 | 2895 | 1.7651 | 0.7414 |
646
+ | 0.0008 | 11.11 | 2900 | 1.7619 | 0.7414 |
647
+ | 0.0007 | 11.13 | 2905 | 1.7633 | 0.7529 |
648
+ | 0.0001 | 11.15 | 2910 | 1.7667 | 0.7529 |
649
+ | 0.0001 | 11.17 | 2915 | 1.7692 | 0.7529 |
650
+ | 0.0041 | 11.19 | 2920 | 1.7619 | 0.7529 |
651
+ | 0.0004 | 11.21 | 2925 | 1.7443 | 0.7471 |
652
+ | 0.0016 | 11.23 | 2930 | 1.7308 | 0.7529 |
653
+ | 0.0004 | 11.25 | 2935 | 1.7061 | 0.7529 |
654
+ | 0.0046 | 11.26 | 2940 | 1.7157 | 0.7529 |
655
+ | 0.0002 | 11.28 | 2945 | 1.7300 | 0.7529 |
656
+ | 0.0005 | 11.3 | 2950 | 1.7393 | 0.7471 |
657
+ | 0.2592 | 11.32 | 2955 | 1.7353 | 0.7586 |
658
+ | 0.0018 | 11.34 | 2960 | 1.7539 | 0.7529 |
659
+ | 0.0002 | 11.36 | 2965 | 1.7839 | 0.7414 |
660
+ | 0.0002 | 11.38 | 2970 | 1.8079 | 0.7241 |
661
+ | 0.3184 | 11.4 | 2975 | 1.7979 | 0.7299 |
662
+ | 0.0002 | 11.42 | 2980 | 1.8023 | 0.7299 |
663
+ | 0.0002 | 11.44 | 2985 | 1.8104 | 0.7184 |
664
+ | 0.0037 | 11.46 | 2990 | 1.7963 | 0.7299 |
665
+ | 0.0582 | 11.48 | 2995 | 1.7626 | 0.7356 |
666
+ | 0.0001 | 11.49 | 3000 | 1.7621 | 0.7414 |
667
+ | 0.1902 | 11.51 | 3005 | 1.7105 | 0.7414 |
668
+ | 0.1473 | 11.53 | 3010 | 1.6748 | 0.7586 |
669
+ | 0.0052 | 11.55 | 3015 | 1.6427 | 0.7471 |
670
+ | 0.0005 | 11.57 | 3020 | 1.6331 | 0.7414 |
671
+ | 0.0001 | 11.59 | 3025 | 1.6355 | 0.7356 |
672
+ | 0.0004 | 11.61 | 3030 | 1.6395 | 0.7356 |
673
+ | 0.0001 | 11.63 | 3035 | 1.6441 | 0.7356 |
674
+ | 0.0001 | 11.65 | 3040 | 1.6461 | 0.7356 |
675
+ | 0.0001 | 11.67 | 3045 | 1.6496 | 0.7356 |
676
+ | 0.0254 | 11.69 | 3050 | 1.6434 | 0.7471 |
677
+ | 0.0007 | 11.7 | 3055 | 1.6429 | 0.7471 |
678
+ | 0.0004 | 11.72 | 3060 | 1.6454 | 0.7529 |
679
+ | 0.0001 | 11.74 | 3065 | 1.6498 | 0.7529 |
680
+ | 0.0004 | 11.76 | 3070 | 1.6581 | 0.7471 |
681
+ | 0.0003 | 11.78 | 3075 | 1.6636 | 0.7414 |
682
+ | 0.0002 | 11.8 | 3080 | 1.6682 | 0.7414 |
683
+ | 0.0007 | 11.82 | 3085 | 1.6738 | 0.7414 |
684
+ | 0.0007 | 11.84 | 3090 | 1.6776 | 0.7414 |
685
+ | 0.002 | 11.86 | 3095 | 1.6793 | 0.7414 |
686
+ | 0.0001 | 11.88 | 3100 | 1.6822 | 0.7471 |
687
+ | 0.0015 | 11.9 | 3105 | 1.6829 | 0.7471 |
688
+ | 0.0001 | 11.92 | 3110 | 1.7075 | 0.7356 |
689
+ | 0.0002 | 11.93 | 3115 | 1.7355 | 0.7414 |
690
+ | 0.0008 | 11.95 | 3120 | 1.7531 | 0.7414 |
691
+ | 0.0001 | 11.97 | 3125 | 1.7682 | 0.7356 |
692
+ | 0.0004 | 11.99 | 3130 | 1.7747 | 0.7299 |
693
+ | 0.0001 | 12.01 | 3135 | 1.7765 | 0.7241 |
694
+ | 0.0001 | 12.03 | 3140 | 1.7787 | 0.7241 |
695
+ | 0.0004 | 12.05 | 3145 | 1.7787 | 0.7299 |
696
+ | 0.1525 | 12.07 | 3150 | 1.7691 | 0.7299 |
697
+ | 0.0001 | 12.09 | 3155 | 1.7668 | 0.7356 |
698
+ | 0.0001 | 12.11 | 3160 | 1.7665 | 0.7356 |
699
+ | 0.0023 | 12.13 | 3165 | 1.7649 | 0.7356 |
700
+ | 0.0004 | 12.15 | 3170 | 1.7692 | 0.7356 |
701
+ | 0.0005 | 12.16 | 3175 | 1.7775 | 0.7356 |
702
+ | 0.0001 | 12.18 | 3180 | 1.7844 | 0.7299 |
703
+ | 0.0001 | 12.2 | 3185 | 1.7876 | 0.7299 |
704
+ | 0.0 | 12.22 | 3190 | 1.7894 | 0.7241 |
705
+ | 0.0002 | 12.24 | 3195 | 1.7878 | 0.7241 |
706
+ | 0.0001 | 12.26 | 3200 | 1.7874 | 0.7241 |
707
+ | 0.0789 | 12.28 | 3205 | 1.7876 | 0.7299 |
708
+ | 0.0001 | 12.3 | 3210 | 1.7912 | 0.7356 |
709
+ | 0.0001 | 12.32 | 3215 | 1.7967 | 0.7414 |
710
+ | 0.0003 | 12.34 | 3220 | 1.7998 | 0.7356 |
711
+ | 0.0005 | 12.36 | 3225 | 1.8003 | 0.7356 |
712
+ | 0.0001 | 12.38 | 3230 | 1.8011 | 0.7356 |
713
+ | 0.0051 | 12.39 | 3235 | 1.8076 | 0.7356 |
714
+ | 0.1098 | 12.41 | 3240 | 1.8317 | 0.7299 |
715
+ | 0.0009 | 12.43 | 3245 | 1.8573 | 0.7241 |
716
+ | 0.0001 | 12.45 | 3250 | 1.8779 | 0.7126 |
717
+ | 0.1514 | 12.47 | 3255 | 1.8446 | 0.7241 |
718
+ | 0.0002 | 12.49 | 3260 | 1.8187 | 0.7299 |
719
+ | 0.0024 | 12.51 | 3265 | 1.7919 | 0.7356 |
720
+ | 0.0003 | 12.53 | 3270 | 1.7768 | 0.7414 |
721
+ | 0.0004 | 12.55 | 3275 | 1.7850 | 0.7299 |
722
+ | 0.2673 | 12.57 | 3280 | 1.7882 | 0.7299 |
723
+ | 0.0002 | 12.59 | 3285 | 1.7917 | 0.7356 |
724
+ | 0.0001 | 12.61 | 3290 | 1.7958 | 0.7356 |
725
+ | 0.0094 | 12.62 | 3295 | 1.8116 | 0.7299 |
726
+ | 0.0299 | 12.64 | 3300 | 1.8312 | 0.7414 |
727
+ | 0.0002 | 12.66 | 3305 | 1.8626 | 0.7356 |
728
+ | 0.0007 | 12.68 | 3310 | 1.8808 | 0.7356 |
729
+ | 0.0002 | 12.7 | 3315 | 1.8896 | 0.7356 |
730
+ | 0.0003 | 12.72 | 3320 | 1.8892 | 0.7414 |
731
+ | 0.0001 | 12.74 | 3325 | 1.8880 | 0.7414 |
732
+ | 0.0013 | 12.76 | 3330 | 1.8741 | 0.7414 |
733
+ | 0.0029 | 12.78 | 3335 | 1.8415 | 0.7471 |
734
+ | 0.0 | 12.8 | 3340 | 1.8206 | 0.7471 |
735
+ | 0.0001 | 12.82 | 3345 | 1.8087 | 0.7471 |
736
+ | 0.0003 | 12.84 | 3350 | 1.8007 | 0.7471 |
737
+ | 0.0001 | 12.85 | 3355 | 1.7933 | 0.7471 |
738
+ | 0.0001 | 12.87 | 3360 | 1.7883 | 0.7414 |
739
+ | 0.0001 | 12.89 | 3365 | 1.7856 | 0.7414 |
740
+ | 0.0002 | 12.91 | 3370 | 1.7831 | 0.7414 |
741
+ | 0.0001 | 12.93 | 3375 | 1.7811 | 0.7414 |
742
+ | 0.0001 | 12.95 | 3380 | 1.7792 | 0.7414 |
743
+ | 0.0003 | 12.97 | 3385 | 1.7787 | 0.7414 |
744
+ | 0.0001 | 12.99 | 3390 | 1.7803 | 0.7414 |
745
+ | 0.0 | 13.01 | 3395 | 1.7804 | 0.7414 |
746
+ | 0.0001 | 13.03 | 3400 | 1.7812 | 0.7471 |
747
+ | 0.0002 | 13.05 | 3405 | 1.7812 | 0.7471 |
748
+ | 0.0001 | 13.07 | 3410 | 1.7812 | 0.7471 |
749
+ | 0.0002 | 13.08 | 3415 | 1.7814 | 0.7471 |
750
+ | 0.0001 | 13.1 | 3420 | 1.7811 | 0.7471 |
751
+ | 0.0001 | 13.12 | 3425 | 1.7812 | 0.7471 |
752
+ | 0.0001 | 13.14 | 3430 | 1.7813 | 0.7471 |
753
+ | 0.0001 | 13.16 | 3435 | 1.7799 | 0.7471 |
754
+ | 0.0001 | 13.18 | 3440 | 1.7801 | 0.7471 |
755
+ | 0.1536 | 13.2 | 3445 | 1.7749 | 0.7414 |
756
+ | 0.0001 | 13.22 | 3450 | 1.7677 | 0.7471 |
757
+ | 0.0001 | 13.24 | 3455 | 1.7641 | 0.7471 |
758
+ | 0.0001 | 13.26 | 3460 | 1.7622 | 0.7471 |
759
+ | 0.0001 | 13.28 | 3465 | 1.7606 | 0.7414 |
760
+ | 0.0001 | 13.3 | 3470 | 1.7595 | 0.7471 |
761
+ | 0.0 | 13.31 | 3475 | 1.7589 | 0.7471 |
762
+ | 0.0108 | 13.33 | 3480 | 1.7552 | 0.7471 |
763
+ | 0.0088 | 13.35 | 3485 | 1.7532 | 0.7471 |
764
+ | 0.003 | 13.37 | 3490 | 1.7561 | 0.7471 |
765
+ | 0.0001 | 13.39 | 3495 | 1.7602 | 0.7356 |
766
+ | 0.0001 | 13.41 | 3500 | 1.7635 | 0.7356 |
767
+ | 0.0002 | 13.43 | 3505 | 1.7655 | 0.7356 |
768
+ | 0.1119 | 13.45 | 3510 | 1.7576 | 0.7414 |
769
+ | 0.0025 | 13.47 | 3515 | 1.7575 | 0.7356 |
770
+ | 0.0001 | 13.49 | 3520 | 1.7569 | 0.7356 |
771
+ | 0.0 | 13.51 | 3525 | 1.7558 | 0.7356 |
772
+ | 0.0001 | 13.52 | 3530 | 1.7556 | 0.7356 |
773
+ | 0.0001 | 13.54 | 3535 | 1.7552 | 0.7356 |
774
+ | 0.0 | 13.56 | 3540 | 1.7552 | 0.7356 |
775
+ | 0.0002 | 13.58 | 3545 | 1.7554 | 0.7356 |
776
+ | 0.0001 | 13.6 | 3550 | 1.7555 | 0.7356 |
777
+ | 0.0001 | 13.62 | 3555 | 1.7556 | 0.7356 |
778
+ | 0.0001 | 13.64 | 3560 | 1.7553 | 0.7356 |
779
+ | 0.0002 | 13.66 | 3565 | 1.7552 | 0.7356 |
780
+ | 0.0001 | 13.68 | 3570 | 1.7548 | 0.7356 |
781
+ | 0.0001 | 13.7 | 3575 | 1.7550 | 0.7356 |
782
+ | 0.0 | 13.72 | 3580 | 1.7545 | 0.7356 |
783
+ | 0.0001 | 13.74 | 3585 | 1.7550 | 0.7356 |
784
+ | 0.0568 | 13.75 | 3590 | 1.7551 | 0.7356 |
785
+ | 0.0001 | 13.77 | 3595 | 1.7550 | 0.7356 |
786
+ | 0.0001 | 13.79 | 3600 | 1.7549 | 0.7356 |
787
+ | 0.0001 | 13.81 | 3605 | 1.7544 | 0.7356 |
788
+ | 0.0528 | 13.83 | 3610 | 1.7551 | 0.7356 |
789
+ | 0.0001 | 13.85 | 3615 | 1.7552 | 0.7356 |
790
+ | 0.0001 | 13.87 | 3620 | 1.7544 | 0.7414 |
791
+ | 0.0001 | 13.89 | 3625 | 1.7544 | 0.7414 |
792
+ | 0.0001 | 13.91 | 3630 | 1.7534 | 0.7414 |
793
+ | 0.0001 | 13.93 | 3635 | 1.7533 | 0.7414 |
794
+ | 0.0001 | 13.95 | 3640 | 1.7534 | 0.7414 |
795
+ | 0.0 | 13.97 | 3645 | 1.7539 | 0.7414 |
796
+ | 0.1209 | 13.98 | 3650 | 1.7514 | 0.7414 |
797
+ | 0.1395 | 14.0 | 3655 | 1.7531 | 0.7356 |
798
+ | 0.0037 | 14.02 | 3660 | 1.7534 | 0.7356 |
799
+ | 0.0001 | 14.04 | 3665 | 1.7550 | 0.7356 |
800
+ | 0.0001 | 14.06 | 3670 | 1.7549 | 0.7356 |
801
+ | 0.0 | 14.08 | 3675 | 1.7557 | 0.7356 |
802
+ | 0.0001 | 14.1 | 3680 | 1.7556 | 0.7356 |
803
+ | 0.0001 | 14.12 | 3685 | 1.7561 | 0.7356 |
804
+ | 0.0956 | 14.14 | 3690 | 1.7498 | 0.7356 |
805
+ | 0.0 | 14.16 | 3695 | 1.7457 | 0.7414 |
806
+ | 0.0001 | 14.18 | 3700 | 1.7437 | 0.7471 |
807
+ | 0.0001 | 14.2 | 3705 | 1.7427 | 0.7471 |
808
+ | 0.0 | 14.21 | 3710 | 1.7427 | 0.7471 |
809
+ | 0.0 | 14.23 | 3715 | 1.7425 | 0.7471 |
810
+ | 0.0558 | 14.25 | 3720 | 1.7421 | 0.7356 |
811
+ | 0.0003 | 14.27 | 3725 | 1.7417 | 0.7356 |
812
+ | 0.0001 | 14.29 | 3730 | 1.7417 | 0.7356 |
813
+ | 0.0 | 14.31 | 3735 | 1.7417 | 0.7356 |
814
+ | 0.0002 | 14.33 | 3740 | 1.7419 | 0.7356 |
815
+ | 0.0078 | 14.35 | 3745 | 1.7440 | 0.7414 |
816
+ | 0.0001 | 14.37 | 3750 | 1.7467 | 0.7356 |
817
+ | 0.0009 | 14.39 | 3755 | 1.7498 | 0.7356 |
818
+ | 0.0992 | 14.41 | 3760 | 1.7497 | 0.7356 |
819
+ | 0.0004 | 14.43 | 3765 | 1.7489 | 0.7356 |
820
+ | 0.0001 | 14.44 | 3770 | 1.7488 | 0.7356 |
821
+ | 0.0001 | 14.46 | 3775 | 1.7491 | 0.7356 |
822
+ | 0.0001 | 14.48 | 3780 | 1.7489 | 0.7356 |
823
+ | 0.0001 | 14.5 | 3785 | 1.7490 | 0.7356 |
824
+ | 0.1097 | 14.52 | 3790 | 1.7505 | 0.7356 |
825
+ | 0.0001 | 14.54 | 3795 | 1.7523 | 0.7356 |
826
+ | 0.0001 | 14.56 | 3800 | 1.7536 | 0.7356 |
827
+ | 0.0001 | 14.58 | 3805 | 1.7540 | 0.7356 |
828
+ | 0.0002 | 14.6 | 3810 | 1.7544 | 0.7356 |
829
+ | 0.0001 | 14.62 | 3815 | 1.7543 | 0.7356 |
830
+ | 0.0001 | 14.64 | 3820 | 1.7545 | 0.7356 |
831
+ | 0.0002 | 14.66 | 3825 | 1.7546 | 0.7356 |
832
+ | 0.0001 | 14.67 | 3830 | 1.7547 | 0.7356 |
833
+ | 0.0001 | 14.69 | 3835 | 1.7549 | 0.7356 |
834
+ | 0.0001 | 14.71 | 3840 | 1.7555 | 0.7356 |
835
+ | 0.0284 | 14.73 | 3845 | 1.7555 | 0.7356 |
836
+ | 0.0 | 14.75 | 3850 | 1.7557 | 0.7356 |
837
+ | 0.0001 | 14.77 | 3855 | 1.7554 | 0.7356 |
838
+ | 0.0 | 14.79 | 3860 | 1.7560 | 0.7356 |
839
+ | 0.0001 | 14.81 | 3865 | 1.7560 | 0.7356 |
840
+ | 0.0001 | 14.83 | 3870 | 1.7558 | 0.7356 |
841
+ | 0.0001 | 14.85 | 3875 | 1.7560 | 0.7356 |
842
+ | 0.0002 | 14.87 | 3880 | 1.7559 | 0.7356 |
843
+ | 0.0 | 14.89 | 3885 | 1.7562 | 0.7356 |
844
+ | 0.0001 | 14.9 | 3890 | 1.7563 | 0.7356 |
845
+ | 0.0 | 14.92 | 3895 | 1.7565 | 0.7356 |
846
+ | 0.0 | 14.94 | 3900 | 1.7565 | 0.7356 |
847
+ | 0.0001 | 14.96 | 3905 | 1.7565 | 0.7356 |
848
+ | 0.1303 | 14.98 | 3910 | 1.7562 | 0.7356 |
849
+ | 0.0001 | 15.0 | 3915 | 1.7555 | 0.7356 |
850
+
851
+
852
+ ### Framework versions
853
+
854
+ - Transformers 4.33.3
855
+ - Pytorch 2.1.0+cu121
856
+ - Datasets 2.14.5
857
+ - Tokenizers 0.13.3
all_results.json ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "epoch": 15.0,
3
+ "eval_accuracy": 0.7298850574712644,
4
+ "eval_loss": 0.7183188796043396,
5
+ "eval_runtime": 73.4949,
6
+ "eval_samples_per_second": 2.368,
7
+ "eval_steps_per_second": 0.299,
8
+ "train_loss": 0.5163871185302369,
9
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