End of training
Browse files- README.md +10 -95
- config.json +2 -2
- pytorch_model.bin +2 -2
- tokenizer.json +2 -1
- tokenizer_config.json +826 -0
- training_args.bin +2 -2
README.md
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- generated_from_trainer
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datasets:
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- glue
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metrics:
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- accuracy
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model-index:
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- name: t5-base_cola_dense
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: glue
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type: glue
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config: cola
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split: validation
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args: cola
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.8370086289549377
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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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This model is a fine-tuned version of [t5-base](https://huggingface.co/t5-base) on the glue dataset.
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It achieves the following results on the evaluation set:
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## Model description
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- train_batch_size: 32
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- eval_batch_size: 64
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- seed: 42
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- distributed_type: multi-GPU
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 64
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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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- lr_scheduler_warmup_steps: 200
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- num_epochs:
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 0.6484 | 0.07 | 10 | 0.6254 | 0.6913 |
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| 0.6188 | 0.15 | 20 | 0.6181 | 0.6913 |
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| 0.625 | 0.22 | 30 | 0.6137 | 0.6913 |
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| 74 |
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| 0.5744 | 0.3 | 40 | 0.6063 | 0.6913 |
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| 0.6055 | 0.37 | 50 | 0.5963 | 0.6913 |
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| 0.5723 | 0.45 | 60 | 0.5788 | 0.6913 |
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| 77 |
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| 0.5777 | 0.52 | 70 | 0.5527 | 0.6913 |
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| 78 |
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| 0.5332 | 0.6 | 80 | 0.5117 | 0.7354 |
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| 0.4662 | 0.67 | 90 | 0.5060 | 0.7843 |
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| 0.4936 | 0.75 | 100 | 0.4717 | 0.7929 |
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| 0.4898 | 0.82 | 110 | 0.5304 | 0.8015 |
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| 0.4844 | 0.9 | 120 | 0.4771 | 0.8006 |
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| 0.4297 | 0.97 | 130 | 0.4673 | 0.7987 |
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| 0.4658 | 1.04 | 140 | 0.4927 | 0.8063 |
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| 85 |
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| 0.3992 | 1.12 | 150 | 0.4884 | 0.8121 |
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| 86 |
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| 0.4752 | 1.19 | 160 | 0.4838 | 0.8102 |
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| 87 |
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| 0.3934 | 1.27 | 170 | 0.4714 | 0.8092 |
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| 88 |
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| 0.4662 | 1.34 | 180 | 0.5192 | 0.7929 |
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| 89 |
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| 0.4404 | 1.42 | 190 | 0.4719 | 0.8111 |
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| 90 |
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| 0.3746 | 1.49 | 200 | 0.5077 | 0.8015 |
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| 0.4465 | 1.57 | 210 | 0.4425 | 0.8073 |
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| 0.3829 | 1.64 | 220 | 0.4844 | 0.8130 |
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| 0.4021 | 1.72 | 230 | 0.4659 | 0.8169 |
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| 0.4225 | 1.79 | 240 | 0.4277 | 0.8130 |
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| 95 |
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| 0.4297 | 1.87 | 250 | 0.4677 | 0.8150 |
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| 0.3476 | 1.94 | 260 | 0.4455 | 0.8207 |
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| 0.4159 | 2.01 | 270 | 0.5063 | 0.8188 |
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| 98 |
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| 0.3371 | 2.09 | 280 | 0.4648 | 0.8265 |
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| 99 |
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| 0.3383 | 2.16 | 290 | 0.5451 | 0.8178 |
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| 0.3175 | 2.24 | 300 | 0.4551 | 0.8303 |
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| 0.3553 | 2.31 | 310 | 0.4899 | 0.8303 |
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| 0.3138 | 2.39 | 320 | 0.4887 | 0.8265 |
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| 0.3196 | 2.46 | 330 | 0.4632 | 0.8265 |
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| 0.3132 | 2.54 | 340 | 0.5126 | 0.8207 |
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| 0.3167 | 2.61 | 350 | 0.4661 | 0.8245 |
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| 0.3757 | 2.69 | 360 | 0.4596 | 0.8245 |
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| 0.3346 | 2.76 | 370 | 0.4650 | 0.8265 |
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| 0.3018 | 2.84 | 380 | 0.4672 | 0.8284 |
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| 0.3338 | 2.91 | 390 | 0.4822 | 0.8293 |
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| 0.3496 | 2.99 | 400 | 0.4677 | 0.8322 |
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| 0.248 | 3.06 | 410 | 0.4349 | 0.8332 |
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| 0.2804 | 3.13 | 420 | 0.5308 | 0.8322 |
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| 0.292 | 3.21 | 430 | 0.4757 | 0.8284 |
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| 0.249 | 3.28 | 440 | 0.5145 | 0.8284 |
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| 0.315 | 3.36 | 450 | 0.6137 | 0.8322 |
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| 0.2996 | 3.43 | 460 | 0.5499 | 0.8341 |
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| 0.2986 | 3.51 | 470 | 0.4774 | 0.8332 |
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| 0.3124 | 3.58 | 480 | 0.5733 | 0.8284 |
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| 0.2809 | 3.66 | 490 | 0.4938 | 0.8341 |
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| 0.213 | 3.73 | 500 | 0.5208 | 0.8332 |
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| 0.3106 | 3.81 | 510 | 0.4609 | 0.8322 |
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| 0.2226 | 3.88 | 520 | 0.5320 | 0.8274 |
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| 0.3108 | 3.96 | 530 | 0.5457 | 0.8255 |
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| 0.2456 | 4.03 | 540 | 0.4865 | 0.8322 |
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| 0.223 | 4.1 | 550 | 0.5540 | 0.8313 |
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| 0.1884 | 4.18 | 560 | 0.5363 | 0.8341 |
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| 0.1934 | 4.25 | 570 | 0.5706 | 0.8332 |
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| 0.1793 | 4.33 | 580 | 0.5814 | 0.8322 |
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| 0.2952 | 4.4 | 590 | 0.5305 | 0.8360 |
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| 0.2915 | 4.48 | 600 | 0.5104 | 0.8332 |
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| 0.259 | 4.55 | 610 | 0.5076 | 0.8428 |
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| 0.2453 | 4.63 | 620 | 0.5188 | 0.8351 |
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| 0.1903 | 4.7 | 630 | 0.5396 | 0.8399 |
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| 0.2573 | 4.78 | 640 | 0.5584 | 0.8332 |
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| 0.2787 | 4.85 | 650 | 0.5340 | 0.8360 |
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| 0.2256 | 4.93 | 660 | 0.5175 | 0.8351 |
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| 0.257 | 5.0 | 670 | 0.4482 | 0.8370 |
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### Framework versions
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- Transformers 4.
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.5
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- Tokenizers 0.
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- generated_from_trainer
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datasets:
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- glue
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model-index:
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- name: t5-base_cola_dense
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results: []
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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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This model is a fine-tuned version of [t5-base](https://huggingface.co/t5-base) on the glue dataset.
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It achieves the following results on the evaluation set:
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- eval_loss: 0.6850
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- eval_accuracy: 0.6088
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- eval_runtime: 1.6155
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- eval_samples_per_second: 645.626
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- eval_steps_per_second: 10.523
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- step: 0
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## Model description
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- train_batch_size: 32
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- eval_batch_size: 64
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 64
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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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- lr_scheduler_warmup_steps: 200
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- num_epochs: 0
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### Framework versions
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- Transformers 4.34.0
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- Pytorch 2.0.1+cu118
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- Datasets 2.14.5
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- Tokenizers 0.14.1
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config.json
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"prefix": "translate English to Romanian: "
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}
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},
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"torch_dtype": "
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"transformers_version": "4.
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"use_cache": true,
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"vocab_size": 32128
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}
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"prefix": "translate English to Romanian: "
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.34.0",
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"use_cache": true,
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"vocab_size": 32128
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:c295ac51ed99c857e6c55e8131625a2536cec261498283c92ad660ef9466602e
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size 1120899297
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tokenizer.json
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"<extra_id_0>",
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0.0
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]
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]
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}
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}
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],
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"byte_fallback": false
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}
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}
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tokenizer_config.json
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{
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|
| 2 |
"additional_special_tokens": [
|
| 3 |
"<extra_id_0>",
|
| 4 |
"<extra_id_1>",
|
|
|
|
| 1 |
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "<pad>",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "</s>",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "<unk>",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"32000": {
|
| 28 |
+
"content": "<extra_id_99>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"32001": {
|
| 36 |
+
"content": "<extra_id_98>",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
},
|
| 43 |
+
"32002": {
|
| 44 |
+
"content": "<extra_id_97>",
|
| 45 |
+
"lstrip": false,
|
| 46 |
+
"normalized": false,
|
| 47 |
+
"rstrip": false,
|
| 48 |
+
"single_word": false,
|
| 49 |
+
"special": true
|
| 50 |
+
},
|
| 51 |
+
"32003": {
|
| 52 |
+
"content": "<extra_id_96>",
|
| 53 |
+
"lstrip": false,
|
| 54 |
+
"normalized": false,
|
| 55 |
+
"rstrip": false,
|
| 56 |
+
"single_word": false,
|
| 57 |
+
"special": true
|
| 58 |
+
},
|
| 59 |
+
"32004": {
|
| 60 |
+
"content": "<extra_id_95>",
|
| 61 |
+
"lstrip": false,
|
| 62 |
+
"normalized": false,
|
| 63 |
+
"rstrip": false,
|
| 64 |
+
"single_word": false,
|
| 65 |
+
"special": true
|
| 66 |
+
},
|
| 67 |
+
"32005": {
|
| 68 |
+
"content": "<extra_id_94>",
|
| 69 |
+
"lstrip": false,
|
| 70 |
+
"normalized": false,
|
| 71 |
+
"rstrip": false,
|
| 72 |
+
"single_word": false,
|
| 73 |
+
"special": true
|
| 74 |
+
},
|
| 75 |
+
"32006": {
|
| 76 |
+
"content": "<extra_id_93>",
|
| 77 |
+
"lstrip": false,
|
| 78 |
+
"normalized": false,
|
| 79 |
+
"rstrip": false,
|
| 80 |
+
"single_word": false,
|
| 81 |
+
"special": true
|
| 82 |
+
},
|
| 83 |
+
"32007": {
|
| 84 |
+
"content": "<extra_id_92>",
|
| 85 |
+
"lstrip": false,
|
| 86 |
+
"normalized": false,
|
| 87 |
+
"rstrip": false,
|
| 88 |
+
"single_word": false,
|
| 89 |
+
"special": true
|
| 90 |
+
},
|
| 91 |
+
"32008": {
|
| 92 |
+
"content": "<extra_id_91>",
|
| 93 |
+
"lstrip": false,
|
| 94 |
+
"normalized": false,
|
| 95 |
+
"rstrip": false,
|
| 96 |
+
"single_word": false,
|
| 97 |
+
"special": true
|
| 98 |
+
},
|
| 99 |
+
"32009": {
|
| 100 |
+
"content": "<extra_id_90>",
|
| 101 |
+
"lstrip": false,
|
| 102 |
+
"normalized": false,
|
| 103 |
+
"rstrip": false,
|
| 104 |
+
"single_word": false,
|
| 105 |
+
"special": true
|
| 106 |
+
},
|
| 107 |
+
"32010": {
|
| 108 |
+
"content": "<extra_id_89>",
|
| 109 |
+
"lstrip": false,
|
| 110 |
+
"normalized": false,
|
| 111 |
+
"rstrip": false,
|
| 112 |
+
"single_word": false,
|
| 113 |
+
"special": true
|
| 114 |
+
},
|
| 115 |
+
"32011": {
|
| 116 |
+
"content": "<extra_id_88>",
|
| 117 |
+
"lstrip": false,
|
| 118 |
+
"normalized": false,
|
| 119 |
+
"rstrip": false,
|
| 120 |
+
"single_word": false,
|
| 121 |
+
"special": true
|
| 122 |
+
},
|
| 123 |
+
"32012": {
|
| 124 |
+
"content": "<extra_id_87>",
|
| 125 |
+
"lstrip": false,
|
| 126 |
+
"normalized": false,
|
| 127 |
+
"rstrip": false,
|
| 128 |
+
"single_word": false,
|
| 129 |
+
"special": true
|
| 130 |
+
},
|
| 131 |
+
"32013": {
|
| 132 |
+
"content": "<extra_id_86>",
|
| 133 |
+
"lstrip": false,
|
| 134 |
+
"normalized": false,
|
| 135 |
+
"rstrip": false,
|
| 136 |
+
"single_word": false,
|
| 137 |
+
"special": true
|
| 138 |
+
},
|
| 139 |
+
"32014": {
|
| 140 |
+
"content": "<extra_id_85>",
|
| 141 |
+
"lstrip": false,
|
| 142 |
+
"normalized": false,
|
| 143 |
+
"rstrip": false,
|
| 144 |
+
"single_word": false,
|
| 145 |
+
"special": true
|
| 146 |
+
},
|
| 147 |
+
"32015": {
|
| 148 |
+
"content": "<extra_id_84>",
|
| 149 |
+
"lstrip": false,
|
| 150 |
+
"normalized": false,
|
| 151 |
+
"rstrip": false,
|
| 152 |
+
"single_word": false,
|
| 153 |
+
"special": true
|
| 154 |
+
},
|
| 155 |
+
"32016": {
|
| 156 |
+
"content": "<extra_id_83>",
|
| 157 |
+
"lstrip": false,
|
| 158 |
+
"normalized": false,
|
| 159 |
+
"rstrip": false,
|
| 160 |
+
"single_word": false,
|
| 161 |
+
"special": true
|
| 162 |
+
},
|
| 163 |
+
"32017": {
|
| 164 |
+
"content": "<extra_id_82>",
|
| 165 |
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| 829 |
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training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
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|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bea50c41c8f1406e826f90e8769546622a774920628d11da81287030b3c0af87
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| 3 |
+
size 4027
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