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Parent(s):
Duplicate from siberett/roberta-sentiment-analysis-finetune
Browse filesCo-authored-by: Alejandro Albarracin Rojas <siberett@users.noreply.huggingface.co>
- .gitattributes +34 -0
- .gitignore +1 -0
- README.md +68 -0
- config.json +39 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- runs/Dec28_16-14-37_980566eb8ca9/1672244088.0303855/events.out.tfevents.1672244088.980566eb8ca9.217.1 +3 -0
- runs/Dec28_16-14-37_980566eb8ca9/events.out.tfevents.1672244088.980566eb8ca9.217.0 +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +66 -0
- training_args.bin +3 -0
- vocab.json +0 -0
.gitattributes
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.gitignore
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checkpoint-*/
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README.md
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---
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tags:
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- generated_from_trainer
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datasets:
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- tweet_eval
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model-index:
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- name: roberta-sentiment-analysis-finetune
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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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# roberta-sentiment-analysis-finetune
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This model is a fine-tuned version of [cardiffnlp/twitter-roberta-base-sentiment-latest](https://huggingface.co/cardiffnlp/twitter-roberta-base-sentiment-latest) on the tweet_eval dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8863
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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: 1e-05
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- train_batch_size: 64
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- eval_batch_size: 64
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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: 50
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- num_epochs: 10
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:-----:|:----:|:---------------:|
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| 0.5451 | 1.0 | 713 | 0.5422 |
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| 0.4785 | 2.0 | 1426 | 0.5585 |
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| 0.4199 | 3.0 | 2139 | 0.5785 |
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| 0.3608 | 4.0 | 2852 | 0.6038 |
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| 0.3117 | 5.0 | 3565 | 0.6713 |
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| 0.2684 | 6.0 | 4278 | 0.7366 |
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| 0.2403 | 7.0 | 4991 | 0.7737 |
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| 0.2137 | 8.0 | 5704 | 0.8276 |
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| 0.1926 | 9.0 | 6417 | 0.8597 |
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| 0.1778 | 10.0 | 7130 | 0.8863 |
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### Framework versions
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- Transformers 4.25.1
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- Pytorch 1.13.0+cu116
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- Datasets 2.8.0
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- Tokenizers 0.13.2
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config.json
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{
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"_name_or_path": "cardiffnlp/twitter-roberta-base-sentiment-latest",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "negative",
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"1": "neutral",
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"2": "positive"
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"positive": 2
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.25.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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tokenizer_config.json
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vocab.json
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