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sembr2023-bert-tiny

Token Classification
Transformers
PyTorch
bert
Generated from Trainer
Inference Endpoints
Model card Files Community
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  1. README.md +592 -0
  2. added_tokens.json +4 -0
  3. config.json +48 -0
  4. pytorch_model.bin +3 -0
  5. special_tokens_map.json +7 -0
  6. tokenizer.json +0 -0
  7. tokenizer_config.json +73 -0
  8. training_args.bin +3 -0
  9. vocab.txt +0 -0
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: prajjwal1/bert-tiny
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - sembr2023
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+ metrics:
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+ - precision
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+ - recall
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: sembr2023-bert-tiny
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+ results:
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+ - task:
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+ name: Token Classification
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+ type: token-classification
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+ dataset:
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+ name: sembr2023
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+ type: sembr2023
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+ config: sembr2023
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+ split: test
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+ args: sembr2023
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+ metrics:
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+ - name: Precision
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+ type: precision
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+ value: 0.6595820049592632
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+ - name: Recall
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+ type: recall
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+ value: 0.49187689869237883
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+ - name: F1
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+ type: f1
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+ value: 0.5635166830596958
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+ - name: Accuracy
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+ type: accuracy
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+ value: 0.9325807243277355
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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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+ # sembr2023-bert-tiny
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+
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+ This model is a fine-tuned version of [prajjwal1/bert-tiny](https://huggingface.co/prajjwal1/bert-tiny) on the sembr2023 dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.2602
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+ - Precision: 0.6596
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+ - Recall: 0.4919
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+ - F1: 0.5635
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+ - Iou: 0.3923
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+ - Accuracy: 0.9326
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+ - Balanced Accuracy: 0.7336
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+ - Overall Accuracy: 0.9214
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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: 1e-05
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+ - train_batch_size: 64
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+ - eval_batch_size: 128
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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: cosine
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+ - training_steps: 5000
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Iou | Accuracy | Balanced Accuracy | Overall Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:------:|:--------:|:-----------------:|:----------------:|
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+ | 2.0167 | 0.07 | 10 | 2.0374 | 0.0776 | 0.5736 | 0.1367 | 0.0734 | 0.3588 | 0.4558 | 0.3128 |
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+ | 1.9273 | 0.14 | 20 | 1.9315 | 0.0651 | 0.2685 | 0.1048 | 0.0553 | 0.5942 | 0.4472 | 0.5725 |
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+ | 1.8014 | 0.21 | 30 | 1.8286 | 0.0555 | 0.0977 | 0.0708 | 0.0367 | 0.7731 | 0.4682 | 0.7652 |
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+ | 1.6963 | 0.28 | 40 | 1.7298 | 0.0534 | 0.0339 | 0.0415 | 0.0212 | 0.8613 | 0.4878 | 0.8586 |
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+ | 1.6253 | 0.35 | 50 | 1.6346 | 0.0440 | 0.0103 | 0.0167 | 0.0084 | 0.8926 | 0.4943 | 0.8918 |
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+ | 1.5252 | 0.42 | 60 | 1.5430 | 0.0581 | 0.0041 | 0.0076 | 0.0038 | 0.9060 | 0.4988 | 0.9056 |
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+ | 1.4608 | 0.49 | 70 | 1.4552 | 0.0621 | 0.0012 | 0.0023 | 0.0012 | 0.9100 | 0.4997 | 0.9099 |
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+ | 1.3568 | 0.56 | 80 | 1.3705 | 0.0833 | 0.0004 | 0.0008 | 0.0004 | 0.9112 | 0.5000 | 0.9111 |
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+ | 1.2877 | 0.62 | 90 | 1.2910 | 0.0909 | 0.0001 | 0.0003 | 0.0001 | 0.9114 | 0.5000 | 0.9114 |
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+ | 1.2023 | 0.69 | 100 | 1.2163 | 0.1667 | 0.0001 | 0.0003 | 0.0001 | 0.9115 | 0.5000 | 0.9115 |
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+ | 1.1435 | 0.76 | 110 | 1.1461 | 0.2 | 0.0001 | 0.0003 | 0.0001 | 0.9115 | 0.5000 | 0.9115 |
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+ | 1.0839 | 0.83 | 120 | 1.0805 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 1.0248 | 0.9 | 130 | 1.0203 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.9884 | 0.97 | 140 | 0.9649 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.9332 | 1.04 | 150 | 0.9146 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.8795 | 1.11 | 160 | 0.8699 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.8419 | 1.18 | 170 | 0.8296 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.8156 | 1.25 | 180 | 0.7942 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.7754 | 1.32 | 190 | 0.7634 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.7662 | 1.39 | 200 | 0.7364 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
105
+ | 0.7508 | 1.46 | 210 | 0.7129 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.7105 | 1.53 | 220 | 0.6922 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6855 | 1.6 | 230 | 0.6741 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6745 | 1.67 | 240 | 0.6582 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6572 | 1.74 | 250 | 0.6439 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6477 | 1.81 | 260 | 0.6311 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6402 | 1.88 | 270 | 0.6196 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6431 | 1.94 | 280 | 0.6094 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6137 | 2.01 | 290 | 0.6000 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6207 | 2.08 | 300 | 0.5915 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.6195 | 2.15 | 310 | 0.5834 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.5877 | 2.22 | 320 | 0.5759 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.5672 | 2.29 | 330 | 0.5688 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.573 | 2.36 | 340 | 0.5622 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.5517 | 2.43 | 350 | 0.5561 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
120
+ | 0.5491 | 2.5 | 360 | 0.5503 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
121
+ | 0.5449 | 2.57 | 370 | 0.5451 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
122
+ | 0.5404 | 2.64 | 380 | 0.5400 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
123
+ | 0.5538 | 2.71 | 390 | 0.5351 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
124
+ | 0.5131 | 2.78 | 400 | 0.5304 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
125
+ | 0.5135 | 2.85 | 410 | 0.5260 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
126
+ | 0.5288 | 2.92 | 420 | 0.5216 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
127
+ | 0.5257 | 2.99 | 430 | 0.5171 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
128
+ | 0.5318 | 3.06 | 440 | 0.5128 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.5034 | 3.12 | 450 | 0.5087 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
130
+ | 0.5267 | 3.19 | 460 | 0.5047 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.5147 | 3.26 | 470 | 0.5010 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4991 | 3.33 | 480 | 0.4975 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4796 | 3.4 | 490 | 0.4940 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
134
+ | 0.4859 | 3.47 | 500 | 0.4905 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
135
+ | 0.4816 | 3.54 | 510 | 0.4874 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
136
+ | 0.4778 | 3.61 | 520 | 0.4841 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
137
+ | 0.4836 | 3.68 | 530 | 0.4809 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
138
+ | 0.4901 | 3.75 | 540 | 0.4779 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
139
+ | 0.4793 | 3.82 | 550 | 0.4745 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
140
+ | 0.4952 | 3.89 | 560 | 0.4713 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4748 | 3.96 | 570 | 0.4683 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4573 | 4.03 | 580 | 0.4654 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.484 | 4.1 | 590 | 0.4623 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4525 | 4.17 | 600 | 0.4594 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4714 | 4.24 | 610 | 0.4563 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4492 | 4.31 | 620 | 0.4531 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4603 | 4.38 | 630 | 0.4502 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4776 | 4.44 | 640 | 0.4472 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4415 | 4.51 | 650 | 0.4441 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4412 | 4.58 | 660 | 0.4412 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4498 | 4.65 | 670 | 0.4384 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4247 | 4.72 | 680 | 0.4353 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4366 | 4.79 | 690 | 0.4323 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4412 | 4.86 | 700 | 0.4293 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4485 | 4.93 | 710 | 0.4262 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
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+ | 0.4254 | 5.0 | 720 | 0.4230 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
157
+ | 0.4284 | 5.07 | 730 | 0.4199 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
158
+ | 0.4401 | 5.14 | 740 | 0.4165 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
159
+ | 0.3943 | 5.21 | 750 | 0.4132 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
160
+ | 0.4352 | 5.28 | 760 | 0.4098 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
161
+ | 0.4133 | 5.35 | 770 | 0.4063 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
162
+ | 0.4161 | 5.42 | 780 | 0.4026 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
163
+ | 0.3991 | 5.49 | 790 | 0.3990 | 0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5 | 0.9115 |
164
+ | 0.3881 | 5.56 | 800 | 0.3954 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
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+ | 0.393 | 5.62 | 810 | 0.3917 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
166
+ | 0.4029 | 5.69 | 820 | 0.3882 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
167
+ | 0.4065 | 5.76 | 830 | 0.3847 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
168
+ | 0.3804 | 5.83 | 840 | 0.3815 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
169
+ | 0.384 | 5.9 | 850 | 0.3784 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
170
+ | 0.4006 | 5.97 | 860 | 0.3755 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
171
+ | 0.3854 | 6.04 | 870 | 0.3727 | 0.0 | 0.0 | 0.0 | 0.0 | 0.9115 | 0.5000 | 0.9115 |
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+ | 0.3908 | 6.11 | 880 | 0.3701 | 0.5 | 0.0001 | 0.0003 | 0.0001 | 0.9115 | 0.5001 | 0.9115 |
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+ | 0.352 | 6.18 | 890 | 0.3676 | 0.7143 | 0.0007 | 0.0013 | 0.0007 | 0.9116 | 0.5003 | 0.9115 |
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+ | 0.3478 | 6.25 | 900 | 0.3650 | 0.5417 | 0.0017 | 0.0034 | 0.0017 | 0.9115 | 0.5008 | 0.9115 |
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+ | 0.3681 | 6.32 | 910 | 0.3626 | 0.6094 | 0.0052 | 0.0102 | 0.0051 | 0.9117 | 0.5024 | 0.9116 |
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+ | 0.364 | 6.39 | 920 | 0.3602 | 0.6953 | 0.0118 | 0.0231 | 0.0117 | 0.9121 | 0.5056 | 0.9119 |
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+ | 0.3673 | 6.46 | 930 | 0.3579 | 0.6761 | 0.0127 | 0.0249 | 0.0126 | 0.9121 | 0.5060 | 0.9119 |
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+ | 0.3359 | 6.53 | 940 | 0.3559 | 0.6846 | 0.0135 | 0.0264 | 0.0134 | 0.9122 | 0.5064 | 0.9119 |
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+ | 0.3593 | 6.6 | 950 | 0.3538 | 0.6548 | 0.0218 | 0.0422 | 0.0215 | 0.9124 | 0.5103 | 0.9121 |
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+ | 0.3716 | 6.67 | 960 | 0.3518 | 0.6549 | 0.0246 | 0.0474 | 0.0243 | 0.9126 | 0.5117 | 0.9122 |
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+ | 0.3388 | 6.74 | 970 | 0.3499 | 0.6590 | 0.0265 | 0.0510 | 0.0262 | 0.9127 | 0.5126 | 0.9123 |
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+ | 0.3501 | 6.81 | 980 | 0.3480 | 0.6544 | 0.0328 | 0.0624 | 0.0322 | 0.9129 | 0.5155 | 0.9124 |
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+ | 0.3449 | 6.88 | 990 | 0.3464 | 0.6084 | 0.0519 | 0.0957 | 0.0502 | 0.9132 | 0.5243 | 0.9124 |
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+ | 0.3661 | 6.94 | 1000 | 0.3447 | 0.6318 | 0.0494 | 0.0916 | 0.0480 | 0.9133 | 0.5233 | 0.9126 |
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+ | 0.3567 | 7.01 | 1010 | 0.3433 | 0.6489 | 0.0417 | 0.0784 | 0.0408 | 0.9132 | 0.5198 | 0.9126 |
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+ | 0.3315 | 7.08 | 1020 | 0.3421 | 0.6263 | 0.0485 | 0.0900 | 0.0471 | 0.9133 | 0.5228 | 0.9126 |
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+ | 0.3485 | 7.15 | 1030 | 0.3409 | 0.6181 | 0.0605 | 0.1102 | 0.0583 | 0.9136 | 0.5284 | 0.9127 |
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+ | 0.3465 | 7.22 | 1040 | 0.3397 | 0.6013 | 0.0725 | 0.1294 | 0.0692 | 0.9137 | 0.5339 | 0.9127 |
189
+ | 0.3532 | 7.29 | 1050 | 0.3381 | 0.6337 | 0.0635 | 0.1155 | 0.0613 | 0.9139 | 0.5300 | 0.9131 |
190
+ | 0.3537 | 7.36 | 1060 | 0.3373 | 0.6121 | 0.0786 | 0.1393 | 0.0749 | 0.9141 | 0.5369 | 0.9131 |
191
+ | 0.3315 | 7.43 | 1070 | 0.3362 | 0.6128 | 0.0796 | 0.1410 | 0.0758 | 0.9141 | 0.5374 | 0.9131 |
192
+ | 0.3515 | 7.5 | 1080 | 0.3348 | 0.6401 | 0.0742 | 0.1330 | 0.0713 | 0.9144 | 0.5351 | 0.9135 |
193
+ | 0.3374 | 7.57 | 1090 | 0.3339 | 0.6158 | 0.0874 | 0.1531 | 0.0829 | 0.9144 | 0.5411 | 0.9133 |
194
+ | 0.3274 | 7.64 | 1100 | 0.3329 | 0.6209 | 0.0896 | 0.1565 | 0.0849 | 0.9146 | 0.5421 | 0.9134 |
195
+ | 0.3397 | 7.71 | 1110 | 0.3317 | 0.6476 | 0.0791 | 0.1410 | 0.0759 | 0.9147 | 0.5375 | 0.9138 |
196
+ | 0.3415 | 7.78 | 1120 | 0.3307 | 0.6404 | 0.0964 | 0.1676 | 0.0915 | 0.9153 | 0.5456 | 0.9139 |
197
+ | 0.3266 | 7.85 | 1130 | 0.3300 | 0.6283 | 0.1219 | 0.2042 | 0.1137 | 0.9159 | 0.5575 | 0.9140 |
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+ | 0.3341 | 7.92 | 1140 | 0.3287 | 0.6378 | 0.1088 | 0.1859 | 0.1025 | 0.9157 | 0.5514 | 0.9139 |
199
+ | 0.3287 | 7.99 | 1150 | 0.3283 | 0.6339 | 0.1313 | 0.2175 | 0.1220 | 0.9164 | 0.5620 | 0.9142 |
200
+ | 0.3154 | 8.06 | 1160 | 0.3274 | 0.6399 | 0.1314 | 0.2181 | 0.1224 | 0.9166 | 0.5621 | 0.9143 |
201
+ | 0.3376 | 8.12 | 1170 | 0.3263 | 0.6547 | 0.1199 | 0.2027 | 0.1128 | 0.9165 | 0.5569 | 0.9144 |
202
+ | 0.3416 | 8.19 | 1180 | 0.3257 | 0.6653 | 0.1268 | 0.2130 | 0.1192 | 0.9171 | 0.5603 | 0.9146 |
203
+ | 0.3276 | 8.26 | 1190 | 0.3252 | 0.6578 | 0.1442 | 0.2366 | 0.1342 | 0.9176 | 0.5685 | 0.9148 |
204
+ | 0.3429 | 8.33 | 1200 | 0.3243 | 0.6641 | 0.1457 | 0.2390 | 0.1357 | 0.9179 | 0.5693 | 0.9150 |
205
+ | 0.3559 | 8.4 | 1210 | 0.3237 | 0.6478 | 0.1650 | 0.2630 | 0.1514 | 0.9182 | 0.5781 | 0.9148 |
206
+ | 0.3307 | 8.47 | 1220 | 0.3228 | 0.6600 | 0.1705 | 0.2710 | 0.1568 | 0.9188 | 0.5810 | 0.9152 |
207
+ | 0.3505 | 8.54 | 1230 | 0.3218 | 0.6683 | 0.1751 | 0.2776 | 0.1611 | 0.9193 | 0.5834 | 0.9155 |
208
+ | 0.3362 | 8.61 | 1240 | 0.3212 | 0.6691 | 0.1832 | 0.2876 | 0.1680 | 0.9197 | 0.5872 | 0.9156 |
209
+ | 0.3371 | 8.68 | 1250 | 0.3206 | 0.6665 | 0.1959 | 0.3028 | 0.1784 | 0.9202 | 0.5932 | 0.9157 |
210
+ | 0.3328 | 8.75 | 1260 | 0.3199 | 0.6720 | 0.1832 | 0.2879 | 0.1682 | 0.9198 | 0.5873 | 0.9156 |
211
+ | 0.3138 | 8.82 | 1270 | 0.3190 | 0.6882 | 0.1671 | 0.2689 | 0.1553 | 0.9196 | 0.5799 | 0.9157 |
212
+ | 0.3334 | 8.89 | 1280 | 0.3183 | 0.6798 | 0.1843 | 0.2899 | 0.1695 | 0.9201 | 0.5879 | 0.9158 |
213
+ | 0.3292 | 8.96 | 1290 | 0.3180 | 0.6739 | 0.2170 | 0.3283 | 0.1964 | 0.9214 | 0.6034 | 0.9167 |
214
+ | 0.3344 | 9.03 | 1300 | 0.3172 | 0.6797 | 0.2206 | 0.3331 | 0.1998 | 0.9218 | 0.6052 | 0.9169 |
215
+ | 0.2983 | 9.1 | 1310 | 0.3163 | 0.6845 | 0.2107 | 0.3222 | 0.1920 | 0.9216 | 0.6006 | 0.9168 |
216
+ | 0.3095 | 9.17 | 1320 | 0.3162 | 0.6780 | 0.2417 | 0.3564 | 0.2168 | 0.9228 | 0.6153 | 0.9174 |
217
+ | 0.3051 | 9.24 | 1330 | 0.3160 | 0.6767 | 0.2469 | 0.3618 | 0.2208 | 0.9229 | 0.6177 | 0.9175 |
218
+ | 0.3161 | 9.31 | 1340 | 0.3147 | 0.6896 | 0.2116 | 0.3238 | 0.1932 | 0.9218 | 0.6012 | 0.9171 |
219
+ | 0.3209 | 9.38 | 1350 | 0.3152 | 0.6723 | 0.2585 | 0.3734 | 0.2296 | 0.9232 | 0.6231 | 0.9175 |
220
+ | 0.3117 | 9.44 | 1360 | 0.3142 | 0.6745 | 0.2417 | 0.3559 | 0.2165 | 0.9226 | 0.6152 | 0.9174 |
221
+ | 0.3006 | 9.51 | 1370 | 0.3136 | 0.6781 | 0.2359 | 0.3500 | 0.2121 | 0.9225 | 0.6125 | 0.9175 |
222
+ | 0.2967 | 9.58 | 1380 | 0.3130 | 0.6789 | 0.2351 | 0.3493 | 0.2116 | 0.9225 | 0.6122 | 0.9174 |
223
+ | 0.3026 | 9.65 | 1390 | 0.3122 | 0.6841 | 0.2346 | 0.3494 | 0.2117 | 0.9227 | 0.6120 | 0.9175 |
224
+ | 0.2993 | 9.72 | 1400 | 0.3118 | 0.6864 | 0.2463 | 0.3626 | 0.2214 | 0.9234 | 0.6177 | 0.9177 |
225
+ | 0.308 | 9.79 | 1410 | 0.3113 | 0.6861 | 0.2486 | 0.3649 | 0.2232 | 0.9235 | 0.6188 | 0.9178 |
226
+ | 0.2888 | 9.86 | 1420 | 0.3108 | 0.6892 | 0.2428 | 0.3591 | 0.2188 | 0.9233 | 0.6161 | 0.9178 |
227
+ | 0.2841 | 9.93 | 1430 | 0.3104 | 0.6862 | 0.2634 | 0.3806 | 0.2351 | 0.9242 | 0.6258 | 0.9179 |
228
+ | 0.3258 | 10.0 | 1440 | 0.3101 | 0.6809 | 0.2731 | 0.3899 | 0.2422 | 0.9244 | 0.6304 | 0.9179 |
229
+ | 0.3256 | 10.07 | 1450 | 0.3099 | 0.6784 | 0.2753 | 0.3916 | 0.2435 | 0.9243 | 0.6313 | 0.9180 |
230
+ | 0.3169 | 10.14 | 1460 | 0.3098 | 0.6775 | 0.2808 | 0.3970 | 0.2477 | 0.9245 | 0.6339 | 0.9179 |
231
+ | 0.2866 | 10.21 | 1470 | 0.3087 | 0.6867 | 0.2556 | 0.3725 | 0.2289 | 0.9238 | 0.6221 | 0.9179 |
232
+ | 0.2927 | 10.28 | 1480 | 0.3086 | 0.6779 | 0.2924 | 0.4086 | 0.2568 | 0.9251 | 0.6395 | 0.9181 |
233
+ | 0.2916 | 10.35 | 1490 | 0.3085 | 0.6698 | 0.3030 | 0.4172 | 0.2636 | 0.9251 | 0.6442 | 0.9178 |
234
+ | 0.3145 | 10.42 | 1500 | 0.3074 | 0.6870 | 0.2757 | 0.3934 | 0.2449 | 0.9248 | 0.6317 | 0.9182 |
235
+ | 0.3011 | 10.49 | 1510 | 0.3071 | 0.6794 | 0.2866 | 0.4032 | 0.2525 | 0.9249 | 0.6367 | 0.9181 |
236
+ | 0.2934 | 10.56 | 1520 | 0.3073 | 0.6632 | 0.3079 | 0.4205 | 0.2662 | 0.9249 | 0.6464 | 0.9175 |
237
+ | 0.3028 | 10.62 | 1530 | 0.3057 | 0.6937 | 0.2656 | 0.3841 | 0.2377 | 0.9246 | 0.6271 | 0.9184 |
238
+ | 0.314 | 10.69 | 1540 | 0.3056 | 0.6807 | 0.2911 | 0.4078 | 0.2561 | 0.9252 | 0.6389 | 0.9181 |
239
+ | 0.3128 | 10.76 | 1550 | 0.3056 | 0.6672 | 0.3088 | 0.4222 | 0.2676 | 0.9252 | 0.6469 | 0.9176 |
240
+ | 0.296 | 10.83 | 1560 | 0.3049 | 0.6787 | 0.2907 | 0.4071 | 0.2555 | 0.9251 | 0.6387 | 0.9180 |
241
+ | 0.2988 | 10.9 | 1570 | 0.3046 | 0.6768 | 0.2978 | 0.4136 | 0.2608 | 0.9253 | 0.6420 | 0.9180 |
242
+ | 0.3061 | 10.97 | 1580 | 0.3041 | 0.6756 | 0.2996 | 0.4151 | 0.2619 | 0.9253 | 0.6428 | 0.9181 |
243
+ | 0.2866 | 11.04 | 1590 | 0.3035 | 0.6892 | 0.2820 | 0.4002 | 0.2502 | 0.9252 | 0.6348 | 0.9184 |
244
+ | 0.2834 | 11.11 | 1600 | 0.3033 | 0.6808 | 0.2941 | 0.4108 | 0.2585 | 0.9253 | 0.6404 | 0.9182 |
245
+ | 0.2912 | 11.18 | 1610 | 0.3036 | 0.6629 | 0.3185 | 0.4302 | 0.2741 | 0.9254 | 0.6514 | 0.9176 |
246
+ | 0.2952 | 11.25 | 1620 | 0.3031 | 0.6637 | 0.3154 | 0.4276 | 0.2720 | 0.9253 | 0.6500 | 0.9177 |
247
+ | 0.3033 | 11.32 | 1630 | 0.3021 | 0.6752 | 0.3023 | 0.4177 | 0.2640 | 0.9254 | 0.6441 | 0.9180 |
248
+ | 0.2829 | 11.39 | 1640 | 0.3012 | 0.6911 | 0.2857 | 0.4043 | 0.2533 | 0.9255 | 0.6366 | 0.9185 |
249
+ | 0.3113 | 11.46 | 1650 | 0.3012 | 0.6792 | 0.3031 | 0.4192 | 0.2652 | 0.9257 | 0.6446 | 0.9181 |
250
+ | 0.3061 | 11.53 | 1660 | 0.3010 | 0.6768 | 0.3054 | 0.4209 | 0.2665 | 0.9256 | 0.6456 | 0.9181 |
251
+ | 0.2876 | 11.6 | 1670 | 0.3004 | 0.6858 | 0.2923 | 0.4099 | 0.2578 | 0.9255 | 0.6396 | 0.9185 |
252
+ | 0.2964 | 11.67 | 1680 | 0.3008 | 0.6633 | 0.3260 | 0.4371 | 0.2797 | 0.9257 | 0.6550 | 0.9178 |
253
+ | 0.3092 | 11.74 | 1690 | 0.2996 | 0.6708 | 0.3141 | 0.4279 | 0.2721 | 0.9257 | 0.6496 | 0.9180 |
254
+ | 0.3112 | 11.81 | 1700 | 0.2995 | 0.6636 | 0.3303 | 0.4411 | 0.2830 | 0.9259 | 0.6570 | 0.9179 |
255
+ | 0.2958 | 11.88 | 1710 | 0.2985 | 0.6769 | 0.3096 | 0.4249 | 0.2697 | 0.9258 | 0.6476 | 0.9183 |
256
+ | 0.269 | 11.94 | 1720 | 0.2985 | 0.6698 | 0.3188 | 0.4320 | 0.2755 | 0.9258 | 0.6518 | 0.9181 |
257
+ | 0.2736 | 12.01 | 1730 | 0.2976 | 0.6769 | 0.3088 | 0.4241 | 0.2691 | 0.9258 | 0.6473 | 0.9183 |
258
+ | 0.2902 | 12.08 | 1740 | 0.2976 | 0.6639 | 0.3328 | 0.4434 | 0.2848 | 0.9261 | 0.6582 | 0.9180 |
259
+ | 0.3055 | 12.15 | 1750 | 0.2971 | 0.6630 | 0.3350 | 0.4451 | 0.2862 | 0.9261 | 0.6592 | 0.9180 |
260
+ | 0.2831 | 12.22 | 1760 | 0.2965 | 0.6725 | 0.3157 | 0.4297 | 0.2736 | 0.9258 | 0.6504 | 0.9182 |
261
+ | 0.2998 | 12.29 | 1770 | 0.2963 | 0.6705 | 0.3196 | 0.4329 | 0.2763 | 0.9259 | 0.6522 | 0.9182 |
262
+ | 0.305 | 12.36 | 1780 | 0.2961 | 0.6675 | 0.3295 | 0.4412 | 0.2831 | 0.9262 | 0.6568 | 0.9183 |
263
+ | 0.2798 | 12.43 | 1790 | 0.2958 | 0.6672 | 0.3313 | 0.4427 | 0.2843 | 0.9262 | 0.6576 | 0.9184 |
264
+ | 0.2879 | 12.5 | 1800 | 0.2953 | 0.6701 | 0.3231 | 0.4360 | 0.2787 | 0.9260 | 0.6538 | 0.9184 |
265
+ | 0.2844 | 12.57 | 1810 | 0.2952 | 0.6648 | 0.3340 | 0.4447 | 0.2859 | 0.9262 | 0.6588 | 0.9183 |
266
+ | 0.2869 | 12.64 | 1820 | 0.2954 | 0.6580 | 0.3494 | 0.4564 | 0.2957 | 0.9264 | 0.6659 | 0.9183 |
267
+ | 0.2863 | 12.71 | 1830 | 0.2945 | 0.6666 | 0.3348 | 0.4458 | 0.2868 | 0.9263 | 0.6593 | 0.9185 |
268
+ | 0.2809 | 12.78 | 1840 | 0.2941 | 0.6691 | 0.3332 | 0.4449 | 0.2861 | 0.9264 | 0.6586 | 0.9186 |
269
+ | 0.274 | 12.85 | 1850 | 0.2933 | 0.6797 | 0.3108 | 0.4265 | 0.2711 | 0.9261 | 0.6483 | 0.9187 |
270
+ | 0.2822 | 12.92 | 1860 | 0.2937 | 0.6589 | 0.3496 | 0.4569 | 0.2961 | 0.9264 | 0.6660 | 0.9181 |
271
+ | 0.3053 | 12.99 | 1870 | 0.2928 | 0.6708 | 0.3340 | 0.4460 | 0.2870 | 0.9266 | 0.6591 | 0.9187 |
272
+ | 0.2568 | 13.06 | 1880 | 0.2926 | 0.6668 | 0.3352 | 0.4462 | 0.2871 | 0.9264 | 0.6595 | 0.9186 |
273
+ | 0.2991 | 13.12 | 1890 | 0.2917 | 0.6851 | 0.3146 | 0.4312 | 0.2749 | 0.9266 | 0.6503 | 0.9192 |
274
+ | 0.2721 | 13.19 | 1900 | 0.2917 | 0.6712 | 0.3298 | 0.4423 | 0.2839 | 0.9264 | 0.6571 | 0.9188 |
275
+ | 0.2833 | 13.26 | 1910 | 0.2923 | 0.6505 | 0.3624 | 0.4655 | 0.3034 | 0.9264 | 0.6718 | 0.9180 |
276
+ | 0.2927 | 13.33 | 1920 | 0.2915 | 0.6543 | 0.3495 | 0.4556 | 0.2950 | 0.9261 | 0.6658 | 0.9181 |
277
+ | 0.2796 | 13.4 | 1930 | 0.2910 | 0.6576 | 0.3462 | 0.4536 | 0.2933 | 0.9262 | 0.6643 | 0.9182 |
278
+ | 0.2791 | 13.47 | 1940 | 0.2911 | 0.6530 | 0.3557 | 0.4605 | 0.2992 | 0.9263 | 0.6687 | 0.9182 |
279
+ | 0.2834 | 13.54 | 1950 | 0.2903 | 0.6653 | 0.3365 | 0.4470 | 0.2878 | 0.9263 | 0.6601 | 0.9188 |
280
+ | 0.2758 | 13.61 | 1960 | 0.2899 | 0.6707 | 0.3319 | 0.4441 | 0.2854 | 0.9265 | 0.6581 | 0.9191 |
281
+ | 0.2648 | 13.68 | 1970 | 0.2903 | 0.6589 | 0.3447 | 0.4527 | 0.2925 | 0.9262 | 0.6637 | 0.9187 |
282
+ | 0.2724 | 13.75 | 1980 | 0.2893 | 0.6710 | 0.3319 | 0.4441 | 0.2855 | 0.9265 | 0.6581 | 0.9191 |
283
+ | 0.3228 | 13.82 | 1990 | 0.2890 | 0.6598 | 0.3461 | 0.4540 | 0.2937 | 0.9264 | 0.6644 | 0.9184 |
284
+ | 0.282 | 13.89 | 2000 | 0.2885 | 0.6628 | 0.3438 | 0.4528 | 0.2926 | 0.9265 | 0.6634 | 0.9185 |
285
+ | 0.2866 | 13.96 | 2010 | 0.2881 | 0.6713 | 0.3346 | 0.4466 | 0.2875 | 0.9266 | 0.6593 | 0.9191 |
286
+ | 0.252 | 14.03 | 2020 | 0.2886 | 0.6546 | 0.3565 | 0.4616 | 0.3001 | 0.9264 | 0.6691 | 0.9185 |
287
+ | 0.2746 | 14.1 | 2030 | 0.2881 | 0.6571 | 0.3492 | 0.4561 | 0.2954 | 0.9263 | 0.6658 | 0.9186 |
288
+ | 0.2589 | 14.17 | 2040 | 0.2872 | 0.6711 | 0.3310 | 0.4433 | 0.2848 | 0.9265 | 0.6576 | 0.9191 |
289
+ | 0.2684 | 14.24 | 2050 | 0.2873 | 0.6627 | 0.3483 | 0.4566 | 0.2959 | 0.9267 | 0.6655 | 0.9189 |
290
+ | 0.2913 | 14.31 | 2060 | 0.2868 | 0.6664 | 0.3451 | 0.4548 | 0.2943 | 0.9268 | 0.6642 | 0.9190 |
291
+ | 0.2709 | 14.38 | 2070 | 0.2865 | 0.6662 | 0.3432 | 0.4530 | 0.2928 | 0.9267 | 0.6632 | 0.9191 |
292
+ | 0.2916 | 14.44 | 2080 | 0.2866 | 0.6581 | 0.3537 | 0.4601 | 0.2988 | 0.9266 | 0.6679 | 0.9188 |
293
+ | 0.2551 | 14.51 | 2090 | 0.2859 | 0.6638 | 0.3445 | 0.4536 | 0.2933 | 0.9266 | 0.6638 | 0.9191 |
294
+ | 0.2776 | 14.58 | 2100 | 0.2857 | 0.6633 | 0.3517 | 0.4597 | 0.2984 | 0.9268 | 0.6672 | 0.9192 |
295
+ | 0.2666 | 14.65 | 2110 | 0.2854 | 0.6614 | 0.3556 | 0.4625 | 0.3008 | 0.9269 | 0.6690 | 0.9191 |
296
+ | 0.2546 | 14.72 | 2120 | 0.2855 | 0.6567 | 0.3638 | 0.4682 | 0.3056 | 0.9269 | 0.6726 | 0.9190 |
297
+ | 0.2613 | 14.79 | 2130 | 0.2851 | 0.6564 | 0.3636 | 0.4680 | 0.3055 | 0.9269 | 0.6726 | 0.9190 |
298
+ | 0.2558 | 14.86 | 2140 | 0.2847 | 0.6585 | 0.3605 | 0.4659 | 0.3037 | 0.9269 | 0.6712 | 0.9192 |
299
+ | 0.2749 | 14.93 | 2150 | 0.2847 | 0.6573 | 0.3635 | 0.4681 | 0.3056 | 0.9269 | 0.6725 | 0.9192 |
300
+ | 0.2747 | 15.0 | 2160 | 0.2841 | 0.6607 | 0.3589 | 0.4651 | 0.3030 | 0.9270 | 0.6705 | 0.9193 |
301
+ | 0.2768 | 15.07 | 2170 | 0.2841 | 0.6582 | 0.3709 | 0.4744 | 0.3110 | 0.9273 | 0.6761 | 0.9193 |
302
+ | 0.2789 | 15.14 | 2180 | 0.2837 | 0.6584 | 0.3706 | 0.4743 | 0.3108 | 0.9273 | 0.6760 | 0.9194 |
303
+ | 0.2784 | 15.21 | 2190 | 0.2829 | 0.6645 | 0.3540 | 0.4619 | 0.3003 | 0.9270 | 0.6683 | 0.9195 |
304
+ | 0.2684 | 15.28 | 2200 | 0.2835 | 0.6527 | 0.3690 | 0.4715 | 0.3085 | 0.9268 | 0.6750 | 0.9191 |
305
+ | 0.2605 | 15.35 | 2210 | 0.2830 | 0.6569 | 0.3656 | 0.4697 | 0.3070 | 0.9270 | 0.6735 | 0.9194 |
306
+ | 0.2815 | 15.42 | 2220 | 0.2827 | 0.6563 | 0.3702 | 0.4734 | 0.3101 | 0.9271 | 0.6757 | 0.9193 |
307
+ | 0.2645 | 15.49 | 2230 | 0.2825 | 0.6548 | 0.3756 | 0.4774 | 0.3136 | 0.9272 | 0.6782 | 0.9193 |
308
+ | 0.2717 | 15.56 | 2240 | 0.2816 | 0.6681 | 0.3546 | 0.4633 | 0.3015 | 0.9273 | 0.6688 | 0.9198 |
309
+ | 0.2665 | 15.62 | 2250 | 0.2813 | 0.6719 | 0.3516 | 0.4616 | 0.3001 | 0.9274 | 0.6675 | 0.9199 |
310
+ | 0.2366 | 15.69 | 2260 | 0.2816 | 0.6623 | 0.3738 | 0.4779 | 0.3140 | 0.9277 | 0.6776 | 0.9198 |
311
+ | 0.2661 | 15.76 | 2270 | 0.2817 | 0.6593 | 0.3829 | 0.4845 | 0.3197 | 0.9279 | 0.6819 | 0.9198 |
312
+ | 0.285 | 15.83 | 2280 | 0.2815 | 0.6569 | 0.3862 | 0.4864 | 0.3214 | 0.9278 | 0.6833 | 0.9197 |
313
+ | 0.2699 | 15.9 | 2290 | 0.2811 | 0.6591 | 0.3817 | 0.4834 | 0.3188 | 0.9278 | 0.6813 | 0.9199 |
314
+ | 0.2716 | 15.97 | 2300 | 0.2807 | 0.6611 | 0.3811 | 0.4835 | 0.3188 | 0.9280 | 0.6810 | 0.9200 |
315
+ | 0.238 | 16.04 | 2310 | 0.2808 | 0.6578 | 0.3953 | 0.4939 | 0.3279 | 0.9283 | 0.6877 | 0.9199 |
316
+ | 0.2547 | 16.11 | 2320 | 0.2798 | 0.6667 | 0.3795 | 0.4837 | 0.3190 | 0.9283 | 0.6805 | 0.9202 |
317
+ | 0.2842 | 16.18 | 2330 | 0.2800 | 0.6617 | 0.3929 | 0.4931 | 0.3272 | 0.9285 | 0.6867 | 0.9201 |
318
+ | 0.2548 | 16.25 | 2340 | 0.2796 | 0.6633 | 0.3865 | 0.4884 | 0.3231 | 0.9284 | 0.6837 | 0.9202 |
319
+ | 0.2518 | 16.32 | 2350 | 0.2794 | 0.6647 | 0.3889 | 0.4907 | 0.3251 | 0.9286 | 0.6849 | 0.9203 |
320
+ | 0.2674 | 16.39 | 2360 | 0.2794 | 0.6626 | 0.3989 | 0.4980 | 0.3315 | 0.9288 | 0.6896 | 0.9204 |
321
+ | 0.2517 | 16.46 | 2370 | 0.2792 | 0.6600 | 0.3964 | 0.4953 | 0.3292 | 0.9285 | 0.6883 | 0.9202 |
322
+ | 0.2822 | 16.53 | 2380 | 0.2787 | 0.6643 | 0.3894 | 0.4910 | 0.3254 | 0.9286 | 0.6851 | 0.9205 |
323
+ | 0.2531 | 16.6 | 2390 | 0.2786 | 0.6612 | 0.3926 | 0.4926 | 0.3268 | 0.9285 | 0.6865 | 0.9203 |
324
+ | 0.274 | 16.67 | 2400 | 0.2783 | 0.6664 | 0.3959 | 0.4967 | 0.3304 | 0.9290 | 0.6883 | 0.9207 |
325
+ | 0.2417 | 16.74 | 2410 | 0.2784 | 0.6629 | 0.4063 | 0.5038 | 0.3367 | 0.9292 | 0.6931 | 0.9206 |
326
+ | 0.2467 | 16.81 | 2420 | 0.2781 | 0.6633 | 0.4018 | 0.5005 | 0.3337 | 0.9290 | 0.6910 | 0.9206 |
327
+ | 0.2402 | 16.88 | 2430 | 0.2777 | 0.6650 | 0.3947 | 0.4954 | 0.3292 | 0.9289 | 0.6877 | 0.9207 |
328
+ | 0.2355 | 16.94 | 2440 | 0.2777 | 0.6628 | 0.4042 | 0.5021 | 0.3352 | 0.9291 | 0.6921 | 0.9207 |
329
+ | 0.2619 | 17.01 | 2450 | 0.2775 | 0.6651 | 0.4011 | 0.5005 | 0.3337 | 0.9291 | 0.6908 | 0.9208 |
330
+ | 0.2655 | 17.08 | 2460 | 0.2771 | 0.6682 | 0.3957 | 0.4971 | 0.3307 | 0.9291 | 0.6883 | 0.9209 |
331
+ | 0.2662 | 17.15 | 2470 | 0.2773 | 0.6586 | 0.4122 | 0.5071 | 0.3396 | 0.9291 | 0.6957 | 0.9205 |
332
+ | 0.2528 | 17.22 | 2480 | 0.2775 | 0.6560 | 0.4219 | 0.5135 | 0.3454 | 0.9293 | 0.7002 | 0.9205 |
333
+ | 0.2674 | 17.29 | 2490 | 0.2767 | 0.6652 | 0.4118 | 0.5087 | 0.3411 | 0.9296 | 0.6959 | 0.9210 |
334
+ | 0.2653 | 17.36 | 2500 | 0.2762 | 0.6734 | 0.4023 | 0.5037 | 0.3366 | 0.9299 | 0.6917 | 0.9213 |
335
+ | 0.2469 | 17.43 | 2510 | 0.2762 | 0.6716 | 0.4112 | 0.5101 | 0.3424 | 0.9301 | 0.6958 | 0.9214 |
336
+ | 0.2498 | 17.5 | 2520 | 0.2765 | 0.6634 | 0.4254 | 0.5184 | 0.3499 | 0.9301 | 0.7022 | 0.9210 |
337
+ | 0.2273 | 17.57 | 2530 | 0.2764 | 0.6602 | 0.4290 | 0.5201 | 0.3514 | 0.9299 | 0.7038 | 0.9208 |
338
+ | 0.2357 | 17.64 | 2540 | 0.2757 | 0.6677 | 0.4139 | 0.5110 | 0.3432 | 0.9299 | 0.6970 | 0.9212 |
339
+ | 0.2397 | 17.71 | 2550 | 0.2753 | 0.6728 | 0.4042 | 0.5050 | 0.3378 | 0.9299 | 0.6925 | 0.9214 |
340
+ | 0.2487 | 17.78 | 2560 | 0.2751 | 0.6755 | 0.4083 | 0.5089 | 0.3413 | 0.9303 | 0.6946 | 0.9216 |
341
+ | 0.2416 | 17.85 | 2570 | 0.2748 | 0.6770 | 0.4114 | 0.5118 | 0.3439 | 0.9306 | 0.6962 | 0.9217 |
342
+ | 0.2433 | 17.92 | 2580 | 0.2748 | 0.6711 | 0.4163 | 0.5139 | 0.3458 | 0.9303 | 0.6983 | 0.9215 |
343
+ | 0.2469 | 17.99 | 2590 | 0.2749 | 0.6661 | 0.4274 | 0.5207 | 0.3520 | 0.9304 | 0.7033 | 0.9212 |
344
+ | 0.2738 | 18.06 | 2600 | 0.2747 | 0.6648 | 0.4293 | 0.5217 | 0.3529 | 0.9303 | 0.7041 | 0.9211 |
345
+ | 0.2513 | 18.12 | 2610 | 0.2741 | 0.6695 | 0.4182 | 0.5148 | 0.3466 | 0.9303 | 0.6991 | 0.9214 |
346
+ | 0.2585 | 18.19 | 2620 | 0.2743 | 0.6660 | 0.4253 | 0.5191 | 0.3505 | 0.9303 | 0.7023 | 0.9212 |
347
+ | 0.2523 | 18.26 | 2630 | 0.2739 | 0.6676 | 0.4220 | 0.5171 | 0.3487 | 0.9303 | 0.7008 | 0.9213 |
348
+ | 0.237 | 18.33 | 2640 | 0.2738 | 0.6656 | 0.4236 | 0.5177 | 0.3493 | 0.9302 | 0.7015 | 0.9212 |
349
+ | 0.2648 | 18.4 | 2650 | 0.2740 | 0.6608 | 0.4286 | 0.5199 | 0.3513 | 0.9300 | 0.7036 | 0.9208 |
350
+ | 0.2585 | 18.47 | 2660 | 0.2739 | 0.6614 | 0.4283 | 0.5200 | 0.3513 | 0.9300 | 0.7035 | 0.9209 |
351
+ | 0.2574 | 18.54 | 2670 | 0.2736 | 0.6635 | 0.4278 | 0.5202 | 0.3515 | 0.9302 | 0.7034 | 0.9209 |
352
+ | 0.2542 | 18.61 | 2680 | 0.2735 | 0.6658 | 0.4285 | 0.5214 | 0.3526 | 0.9304 | 0.7038 | 0.9211 |
353
+ | 0.2432 | 18.68 | 2690 | 0.2739 | 0.6614 | 0.4412 | 0.5293 | 0.3599 | 0.9306 | 0.7096 | 0.9209 |
354
+ | 0.2522 | 18.75 | 2700 | 0.2734 | 0.6653 | 0.4352 | 0.5262 | 0.3570 | 0.9307 | 0.7070 | 0.9212 |
355
+ | 0.2432 | 18.82 | 2710 | 0.2730 | 0.6690 | 0.4352 | 0.5274 | 0.3581 | 0.9310 | 0.7072 | 0.9214 |
356
+ | 0.2433 | 18.89 | 2720 | 0.2732 | 0.6642 | 0.4478 | 0.5349 | 0.3651 | 0.9311 | 0.7129 | 0.9211 |
357
+ | 0.2514 | 18.96 | 2730 | 0.2729 | 0.6661 | 0.4458 | 0.5341 | 0.3644 | 0.9312 | 0.7120 | 0.9212 |
358
+ | 0.2554 | 19.03 | 2740 | 0.2726 | 0.6672 | 0.4406 | 0.5307 | 0.3612 | 0.9311 | 0.7096 | 0.9213 |
359
+ | 0.2432 | 19.1 | 2750 | 0.2724 | 0.6676 | 0.4393 | 0.5299 | 0.3605 | 0.9310 | 0.7090 | 0.9213 |
360
+ | 0.2487 | 19.17 | 2760 | 0.2725 | 0.6615 | 0.4458 | 0.5326 | 0.3630 | 0.9308 | 0.7118 | 0.9210 |
361
+ | 0.2428 | 19.24 | 2770 | 0.2720 | 0.6671 | 0.4368 | 0.5279 | 0.3586 | 0.9309 | 0.7078 | 0.9213 |
362
+ | 0.243 | 19.31 | 2780 | 0.2722 | 0.6614 | 0.4466 | 0.5332 | 0.3635 | 0.9308 | 0.7122 | 0.9210 |
363
+ | 0.2502 | 19.38 | 2790 | 0.2725 | 0.6558 | 0.4578 | 0.5392 | 0.3691 | 0.9308 | 0.7172 | 0.9206 |
364
+ | 0.267 | 19.44 | 2800 | 0.2715 | 0.6700 | 0.4375 | 0.5293 | 0.3599 | 0.9312 | 0.7083 | 0.9215 |
365
+ | 0.2644 | 19.51 | 2810 | 0.2717 | 0.6656 | 0.4427 | 0.5318 | 0.3622 | 0.9310 | 0.7106 | 0.9212 |
366
+ | 0.2252 | 19.58 | 2820 | 0.2720 | 0.6611 | 0.4517 | 0.5367 | 0.3668 | 0.9310 | 0.7146 | 0.9209 |
367
+ | 0.2343 | 19.65 | 2830 | 0.2717 | 0.6667 | 0.4493 | 0.5368 | 0.3669 | 0.9314 | 0.7138 | 0.9213 |
368
+ | 0.2635 | 19.72 | 2840 | 0.2711 | 0.6717 | 0.4397 | 0.5315 | 0.3619 | 0.9314 | 0.7094 | 0.9215 |
369
+ | 0.235 | 19.79 | 2850 | 0.2715 | 0.6610 | 0.4548 | 0.5388 | 0.3687 | 0.9311 | 0.7161 | 0.9209 |
370
+ | 0.2328 | 19.86 | 2860 | 0.2716 | 0.6583 | 0.4587 | 0.5407 | 0.3705 | 0.9310 | 0.7178 | 0.9208 |
371
+ | 0.2566 | 19.93 | 2870 | 0.2708 | 0.6644 | 0.4459 | 0.5337 | 0.3639 | 0.9310 | 0.7120 | 0.9211 |
372
+ | 0.2301 | 20.0 | 2880 | 0.2706 | 0.6678 | 0.4413 | 0.5314 | 0.3619 | 0.9311 | 0.7100 | 0.9213 |
373
+ | 0.2356 | 20.07 | 2890 | 0.2709 | 0.6623 | 0.4516 | 0.5370 | 0.3671 | 0.9311 | 0.7146 | 0.9210 |
374
+ | 0.2401 | 20.14 | 2900 | 0.2709 | 0.6600 | 0.4562 | 0.5395 | 0.3694 | 0.9311 | 0.7167 | 0.9209 |
375
+ | 0.2509 | 20.21 | 2910 | 0.2707 | 0.6590 | 0.4558 | 0.5389 | 0.3688 | 0.9310 | 0.7165 | 0.9208 |
376
+ | 0.2533 | 20.28 | 2920 | 0.2703 | 0.6630 | 0.4515 | 0.5372 | 0.3672 | 0.9312 | 0.7146 | 0.9210 |
377
+ | 0.249 | 20.35 | 2930 | 0.2702 | 0.6638 | 0.4521 | 0.5379 | 0.3679 | 0.9313 | 0.7149 | 0.9211 |
378
+ | 0.2488 | 20.42 | 2940 | 0.2702 | 0.6633 | 0.4540 | 0.5390 | 0.3689 | 0.9313 | 0.7158 | 0.9211 |
379
+ | 0.2297 | 20.49 | 2950 | 0.2701 | 0.6633 | 0.4530 | 0.5384 | 0.3683 | 0.9313 | 0.7154 | 0.9210 |
380
+ | 0.2327 | 20.56 | 2960 | 0.2698 | 0.6658 | 0.4504 | 0.5373 | 0.3673 | 0.9314 | 0.7142 | 0.9212 |
381
+ | 0.2618 | 20.62 | 2970 | 0.2700 | 0.6603 | 0.4595 | 0.5419 | 0.3716 | 0.9313 | 0.7183 | 0.9210 |
382
+ | 0.2444 | 20.69 | 2980 | 0.2698 | 0.6620 | 0.4573 | 0.5409 | 0.3707 | 0.9313 | 0.7173 | 0.9211 |
383
+ | 0.2529 | 20.76 | 2990 | 0.2697 | 0.6592 | 0.4622 | 0.5434 | 0.3730 | 0.9313 | 0.7195 | 0.9209 |
384
+ | 0.225 | 20.83 | 3000 | 0.2699 | 0.6549 | 0.4670 | 0.5453 | 0.3748 | 0.9311 | 0.7216 | 0.9205 |
385
+ | 0.2189 | 20.9 | 3010 | 0.2694 | 0.6602 | 0.4596 | 0.5420 | 0.3717 | 0.9313 | 0.7183 | 0.9209 |
386
+ | 0.2414 | 20.97 | 3020 | 0.2692 | 0.6612 | 0.4591 | 0.5419 | 0.3717 | 0.9313 | 0.7181 | 0.9210 |
387
+ | 0.2286 | 21.04 | 3030 | 0.2688 | 0.6653 | 0.4557 | 0.5409 | 0.3707 | 0.9316 | 0.7167 | 0.9213 |
388
+ | 0.2556 | 21.11 | 3040 | 0.2684 | 0.6713 | 0.4472 | 0.5368 | 0.3669 | 0.9317 | 0.7130 | 0.9215 |
389
+ | 0.2295 | 21.18 | 3050 | 0.2687 | 0.6647 | 0.4587 | 0.5428 | 0.3725 | 0.9316 | 0.7181 | 0.9212 |
390
+ | 0.2524 | 21.25 | 3060 | 0.2687 | 0.6619 | 0.4632 | 0.5450 | 0.3746 | 0.9316 | 0.7201 | 0.9211 |
391
+ | 0.2532 | 21.32 | 3070 | 0.2683 | 0.6665 | 0.4552 | 0.5409 | 0.3707 | 0.9316 | 0.7165 | 0.9214 |
392
+ | 0.2399 | 21.39 | 3080 | 0.2683 | 0.6632 | 0.4595 | 0.5429 | 0.3726 | 0.9315 | 0.7184 | 0.9211 |
393
+ | 0.2415 | 21.46 | 3090 | 0.2685 | 0.6593 | 0.4702 | 0.5489 | 0.3783 | 0.9316 | 0.7233 | 0.9209 |
394
+ | 0.2311 | 21.53 | 3100 | 0.2682 | 0.6607 | 0.4665 | 0.5469 | 0.3763 | 0.9316 | 0.7216 | 0.9209 |
395
+ | 0.2269 | 21.6 | 3110 | 0.2678 | 0.6650 | 0.4618 | 0.5451 | 0.3746 | 0.9318 | 0.7196 | 0.9213 |
396
+ | 0.2377 | 21.67 | 3120 | 0.2678 | 0.6627 | 0.4660 | 0.5472 | 0.3766 | 0.9318 | 0.7215 | 0.9212 |
397
+ | 0.2321 | 21.74 | 3130 | 0.2676 | 0.6636 | 0.4639 | 0.5461 | 0.3756 | 0.9318 | 0.7205 | 0.9212 |
398
+ | 0.2228 | 21.81 | 3140 | 0.2676 | 0.6614 | 0.4677 | 0.5479 | 0.3773 | 0.9317 | 0.7222 | 0.9210 |
399
+ | 0.25 | 21.88 | 3150 | 0.2678 | 0.6559 | 0.4768 | 0.5522 | 0.3814 | 0.9316 | 0.7263 | 0.9208 |
400
+ | 0.2465 | 21.94 | 3160 | 0.2674 | 0.6595 | 0.4689 | 0.5481 | 0.3775 | 0.9316 | 0.7227 | 0.9209 |
401
+ | 0.2447 | 22.01 | 3170 | 0.2671 | 0.6617 | 0.4677 | 0.5481 | 0.3775 | 0.9318 | 0.7222 | 0.9211 |
402
+ | 0.2145 | 22.08 | 3180 | 0.2670 | 0.6618 | 0.4682 | 0.5484 | 0.3778 | 0.9318 | 0.7225 | 0.9211 |
403
+ | 0.2299 | 22.15 | 3190 | 0.2673 | 0.6553 | 0.4785 | 0.5531 | 0.3823 | 0.9316 | 0.7270 | 0.9208 |
404
+ | 0.2291 | 22.22 | 3200 | 0.2668 | 0.6593 | 0.4715 | 0.5498 | 0.3791 | 0.9317 | 0.7239 | 0.9210 |
405
+ | 0.2463 | 22.29 | 3210 | 0.2667 | 0.6609 | 0.4730 | 0.5514 | 0.3806 | 0.9319 | 0.7247 | 0.9211 |
406
+ | 0.2452 | 22.36 | 3220 | 0.2667 | 0.6585 | 0.4763 | 0.5528 | 0.3820 | 0.9318 | 0.7262 | 0.9210 |
407
+ | 0.2393 | 22.43 | 3230 | 0.2668 | 0.6560 | 0.4801 | 0.5545 | 0.3836 | 0.9317 | 0.7278 | 0.9208 |
408
+ | 0.2725 | 22.5 | 3240 | 0.2664 | 0.6609 | 0.4725 | 0.5510 | 0.3803 | 0.9319 | 0.7245 | 0.9211 |
409
+ | 0.2319 | 22.57 | 3250 | 0.2661 | 0.6659 | 0.4655 | 0.5479 | 0.3773 | 0.9320 | 0.7214 | 0.9214 |
410
+ | 0.2331 | 22.64 | 3260 | 0.2660 | 0.6652 | 0.4677 | 0.5492 | 0.3786 | 0.9321 | 0.7224 | 0.9214 |
411
+ | 0.2378 | 22.71 | 3270 | 0.2657 | 0.6674 | 0.4652 | 0.5483 | 0.3777 | 0.9322 | 0.7213 | 0.9215 |
412
+ | 0.2373 | 22.78 | 3280 | 0.2657 | 0.6650 | 0.4692 | 0.5502 | 0.3795 | 0.9321 | 0.7231 | 0.9214 |
413
+ | 0.2224 | 22.85 | 3290 | 0.2656 | 0.6645 | 0.4694 | 0.5502 | 0.3795 | 0.9321 | 0.7232 | 0.9214 |
414
+ | 0.2534 | 22.92 | 3300 | 0.2657 | 0.6621 | 0.4744 | 0.5528 | 0.3820 | 0.9321 | 0.7255 | 0.9212 |
415
+ | 0.2714 | 22.99 | 3310 | 0.2655 | 0.6618 | 0.4742 | 0.5525 | 0.3817 | 0.9320 | 0.7253 | 0.9212 |
416
+ | 0.2343 | 23.06 | 3320 | 0.2653 | 0.6628 | 0.4731 | 0.5521 | 0.3813 | 0.9321 | 0.7249 | 0.9213 |
417
+ | 0.2377 | 23.12 | 3330 | 0.2652 | 0.6644 | 0.4725 | 0.5522 | 0.3814 | 0.9322 | 0.7246 | 0.9215 |
418
+ | 0.2121 | 23.19 | 3340 | 0.2651 | 0.6654 | 0.4727 | 0.5527 | 0.3819 | 0.9323 | 0.7248 | 0.9215 |
419
+ | 0.2371 | 23.26 | 3350 | 0.2652 | 0.6609 | 0.4760 | 0.5534 | 0.3826 | 0.9320 | 0.7262 | 0.9212 |
420
+ | 0.2424 | 23.33 | 3360 | 0.2653 | 0.6581 | 0.4808 | 0.5556 | 0.3847 | 0.9320 | 0.7283 | 0.9211 |
421
+ | 0.2252 | 23.4 | 3370 | 0.2652 | 0.6566 | 0.4824 | 0.5562 | 0.3852 | 0.9319 | 0.7289 | 0.9210 |
422
+ | 0.2286 | 23.47 | 3380 | 0.2653 | 0.6544 | 0.4845 | 0.5568 | 0.3858 | 0.9318 | 0.7298 | 0.9208 |
423
+ | 0.2191 | 23.54 | 3390 | 0.2650 | 0.6581 | 0.4818 | 0.5564 | 0.3854 | 0.9320 | 0.7288 | 0.9211 |
424
+ | 0.2316 | 23.61 | 3400 | 0.2648 | 0.6595 | 0.4797 | 0.5554 | 0.3845 | 0.9321 | 0.7278 | 0.9212 |
425
+ | 0.2317 | 23.68 | 3410 | 0.2650 | 0.6556 | 0.4866 | 0.5586 | 0.3875 | 0.9320 | 0.7309 | 0.9209 |
426
+ | 0.21 | 23.75 | 3420 | 0.2645 | 0.6617 | 0.4789 | 0.5557 | 0.3847 | 0.9322 | 0.7276 | 0.9213 |
427
+ | 0.2327 | 23.82 | 3430 | 0.2639 | 0.6707 | 0.4676 | 0.5510 | 0.3803 | 0.9326 | 0.7226 | 0.9219 |
428
+ | 0.2476 | 23.89 | 3440 | 0.2640 | 0.6674 | 0.4719 | 0.5529 | 0.3821 | 0.9325 | 0.7245 | 0.9217 |
429
+ | 0.2281 | 23.96 | 3450 | 0.2641 | 0.6630 | 0.4771 | 0.5549 | 0.3840 | 0.9323 | 0.7268 | 0.9214 |
430
+ | 0.2389 | 24.03 | 3460 | 0.2641 | 0.6609 | 0.4784 | 0.5551 | 0.3841 | 0.9321 | 0.7273 | 0.9212 |
431
+ | 0.2314 | 24.1 | 3470 | 0.2639 | 0.6646 | 0.4748 | 0.5539 | 0.3831 | 0.9323 | 0.7258 | 0.9215 |
432
+ | 0.2102 | 24.17 | 3480 | 0.2639 | 0.6624 | 0.4776 | 0.5550 | 0.3841 | 0.9322 | 0.7270 | 0.9214 |
433
+ | 0.2527 | 24.24 | 3490 | 0.2639 | 0.6610 | 0.4799 | 0.5561 | 0.3851 | 0.9322 | 0.7280 | 0.9213 |
434
+ | 0.2354 | 24.31 | 3500 | 0.2639 | 0.6598 | 0.4824 | 0.5573 | 0.3863 | 0.9322 | 0.7291 | 0.9212 |
435
+ | 0.2283 | 24.38 | 3510 | 0.2640 | 0.6576 | 0.4861 | 0.5590 | 0.3879 | 0.9321 | 0.7308 | 0.9211 |
436
+ | 0.2295 | 24.44 | 3520 | 0.2638 | 0.6579 | 0.4849 | 0.5583 | 0.3872 | 0.9321 | 0.7302 | 0.9211 |
437
+ | 0.2221 | 24.51 | 3530 | 0.2635 | 0.6622 | 0.4810 | 0.5573 | 0.3863 | 0.9324 | 0.7286 | 0.9215 |
438
+ | 0.2359 | 24.58 | 3540 | 0.2636 | 0.6588 | 0.4858 | 0.5592 | 0.3881 | 0.9322 | 0.7307 | 0.9212 |
439
+ | 0.23 | 24.65 | 3550 | 0.2636 | 0.6580 | 0.4855 | 0.5587 | 0.3877 | 0.9321 | 0.7305 | 0.9211 |
440
+ | 0.234 | 24.72 | 3560 | 0.2632 | 0.6630 | 0.4795 | 0.5565 | 0.3855 | 0.9324 | 0.7279 | 0.9214 |
441
+ | 0.2382 | 24.79 | 3570 | 0.2634 | 0.6595 | 0.4836 | 0.5580 | 0.3870 | 0.9322 | 0.7297 | 0.9212 |
442
+ | 0.2218 | 24.86 | 3580 | 0.2637 | 0.6554 | 0.4891 | 0.5602 | 0.3891 | 0.9320 | 0.7321 | 0.9209 |
443
+ | 0.2297 | 24.93 | 3590 | 0.2635 | 0.6578 | 0.4862 | 0.5591 | 0.3880 | 0.9322 | 0.7308 | 0.9212 |
444
+ | 0.2201 | 25.0 | 3600 | 0.2631 | 0.6620 | 0.4792 | 0.5560 | 0.3850 | 0.9323 | 0.7277 | 0.9215 |
445
+ | 0.2527 | 25.07 | 3610 | 0.2630 | 0.6622 | 0.4791 | 0.5559 | 0.3850 | 0.9323 | 0.7277 | 0.9215 |
446
+ | 0.2227 | 25.14 | 3620 | 0.2632 | 0.6582 | 0.4846 | 0.5582 | 0.3872 | 0.9321 | 0.7301 | 0.9212 |
447
+ | 0.2218 | 25.21 | 3630 | 0.2634 | 0.6535 | 0.4906 | 0.5604 | 0.3893 | 0.9319 | 0.7327 | 0.9208 |
448
+ | 0.2158 | 25.28 | 3640 | 0.2632 | 0.6544 | 0.4891 | 0.5598 | 0.3887 | 0.9319 | 0.7320 | 0.9208 |
449
+ | 0.2189 | 25.35 | 3650 | 0.2629 | 0.6594 | 0.4845 | 0.5586 | 0.3875 | 0.9322 | 0.7301 | 0.9213 |
450
+ | 0.2307 | 25.42 | 3660 | 0.2629 | 0.6568 | 0.4869 | 0.5592 | 0.3881 | 0.9321 | 0.7311 | 0.9211 |
451
+ | 0.1931 | 25.49 | 3670 | 0.2629 | 0.6570 | 0.4869 | 0.5593 | 0.3882 | 0.9321 | 0.7311 | 0.9211 |
452
+ | 0.2392 | 25.56 | 3680 | 0.2630 | 0.6537 | 0.4898 | 0.5600 | 0.3889 | 0.9319 | 0.7323 | 0.9208 |
453
+ | 0.2396 | 25.62 | 3690 | 0.2627 | 0.6581 | 0.4866 | 0.5595 | 0.3884 | 0.9322 | 0.7310 | 0.9212 |
454
+ | 0.2382 | 25.69 | 3700 | 0.2626 | 0.6589 | 0.4846 | 0.5585 | 0.3874 | 0.9322 | 0.7301 | 0.9212 |
455
+ | 0.2562 | 25.76 | 3710 | 0.2624 | 0.6621 | 0.4821 | 0.5579 | 0.3869 | 0.9324 | 0.7291 | 0.9215 |
456
+ | 0.2148 | 25.83 | 3720 | 0.2623 | 0.6615 | 0.4817 | 0.5575 | 0.3865 | 0.9323 | 0.7289 | 0.9215 |
457
+ | 0.216 | 25.9 | 3730 | 0.2622 | 0.6625 | 0.4816 | 0.5577 | 0.3867 | 0.9324 | 0.7289 | 0.9215 |
458
+ | 0.2319 | 25.97 | 3740 | 0.2623 | 0.6616 | 0.4826 | 0.5581 | 0.3871 | 0.9324 | 0.7293 | 0.9214 |
459
+ | 0.2217 | 26.04 | 3750 | 0.2623 | 0.6603 | 0.4849 | 0.5591 | 0.3881 | 0.9323 | 0.7303 | 0.9213 |
460
+ | 0.23 | 26.11 | 3760 | 0.2622 | 0.6609 | 0.4842 | 0.5589 | 0.3879 | 0.9324 | 0.7301 | 0.9214 |
461
+ | 0.2279 | 26.18 | 3770 | 0.2621 | 0.6604 | 0.4843 | 0.5588 | 0.3878 | 0.9323 | 0.7301 | 0.9213 |
462
+ | 0.2224 | 26.25 | 3780 | 0.2622 | 0.6577 | 0.4862 | 0.5591 | 0.3880 | 0.9321 | 0.7308 | 0.9211 |
463
+ | 0.2303 | 26.32 | 3790 | 0.2622 | 0.6556 | 0.4886 | 0.5599 | 0.3888 | 0.9320 | 0.7318 | 0.9209 |
464
+ | 0.2198 | 26.39 | 3800 | 0.2621 | 0.6580 | 0.4866 | 0.5595 | 0.3884 | 0.9322 | 0.7310 | 0.9211 |
465
+ | 0.2052 | 26.46 | 3810 | 0.2620 | 0.6590 | 0.4861 | 0.5595 | 0.3884 | 0.9323 | 0.7308 | 0.9213 |
466
+ | 0.2237 | 26.53 | 3820 | 0.2619 | 0.6591 | 0.4857 | 0.5592 | 0.3882 | 0.9323 | 0.7306 | 0.9212 |
467
+ | 0.2184 | 26.6 | 3830 | 0.2620 | 0.6558 | 0.4896 | 0.5606 | 0.3895 | 0.9321 | 0.7323 | 0.9209 |
468
+ | 0.2349 | 26.67 | 3840 | 0.2620 | 0.6559 | 0.4894 | 0.5605 | 0.3894 | 0.9321 | 0.7322 | 0.9210 |
469
+ | 0.2191 | 26.74 | 3850 | 0.2619 | 0.6577 | 0.4870 | 0.5596 | 0.3885 | 0.9322 | 0.7312 | 0.9212 |
470
+ | 0.2114 | 26.81 | 3860 | 0.2618 | 0.6586 | 0.4865 | 0.5596 | 0.3885 | 0.9323 | 0.7310 | 0.9213 |
471
+ | 0.2257 | 26.88 | 3870 | 0.2617 | 0.6597 | 0.4859 | 0.5596 | 0.3885 | 0.9323 | 0.7308 | 0.9214 |
472
+ | 0.2242 | 26.94 | 3880 | 0.2617 | 0.6604 | 0.4863 | 0.5602 | 0.3891 | 0.9324 | 0.7310 | 0.9214 |
473
+ | 0.2152 | 27.01 | 3890 | 0.2617 | 0.6578 | 0.4873 | 0.5598 | 0.3887 | 0.9322 | 0.7313 | 0.9212 |
474
+ | 0.2198 | 27.08 | 3900 | 0.2617 | 0.6568 | 0.4884 | 0.5603 | 0.3891 | 0.9322 | 0.7318 | 0.9211 |
475
+ | 0.2472 | 27.15 | 3910 | 0.2617 | 0.6568 | 0.4890 | 0.5606 | 0.3895 | 0.9322 | 0.7321 | 0.9211 |
476
+ | 0.2278 | 27.22 | 3920 | 0.2616 | 0.6576 | 0.4883 | 0.5604 | 0.3893 | 0.9322 | 0.7318 | 0.9212 |
477
+ | 0.231 | 27.29 | 3930 | 0.2614 | 0.6611 | 0.4862 | 0.5603 | 0.3892 | 0.9325 | 0.7310 | 0.9215 |
478
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+
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587
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+ - Pytorch 2.0.1
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+ - Datasets 2.14.6
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+ - Tokenizers 0.14.1
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