Model save
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README.md
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---
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license: apache-2.0
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base_model: distilbert/distilbert-base-multilingual-cased
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: distilbert-multi-finetuning
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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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should probably proofread and complete it, then remove this comment. -->
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# distilbert-multi-finetuning
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This model is a fine-tuned version of [distilbert/distilbert-base-multilingual-cased](https://huggingface.co/distilbert/distilbert-base-multilingual-cased) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8003
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- Accuracy: 0.8017
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- F1: 0.7994
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 8
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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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- lr_scheduler_warmup_steps: 500
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:------:|:---------------:|:--------:|:------:|
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| 0.9844 | 1.0 | 65741 | 1.0179 | 0.7508 | 0.7414 |
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| 1.0829 | 2.0 | 131482 | 0.9029 | 0.7744 | 0.7687 |
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| 0.5999 | 3.0 | 197223 | 0.8359 | 0.7900 | 0.7870 |
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| 0.4741 | 4.0 | 262964 | 0.8003 | 0.8017 | 0.7994 |
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| 0.7136 | 5.0 | 328705 | 0.8279 | 0.8060 | 0.8041 |
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### Framework versions
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- Transformers 4.43.3
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- Pytorch 2.4.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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all_results.json
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{
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"epoch": 5.0,
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"eval_accuracy": 0.8016702414092092,
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"eval_f1": 0.7994266363533695,
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"eval_loss": 0.800292432308197,
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"eval_runtime": 346.4376,
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"eval_samples_per_second": 506.019,
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"eval_steps_per_second": 63.252
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}
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eval_results.json
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{
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"epoch": 5.0,
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"eval_accuracy": 0.8016702414092092,
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"eval_f1": 0.7994266363533695,
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"eval_loss": 0.800292432308197,
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"eval_runtime": 346.4376,
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"eval_samples_per_second": 506.019,
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"eval_steps_per_second": 63.252
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}
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model.safetensors
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