Model save
Browse files- README.md +74 -0
- model.safetensors +1 -1
- roberta-large_best/config.json +35 -0
- roberta-large_best/merges.txt +0 -0
- roberta-large_best/model.safetensors +3 -0
- roberta-large_best/special_tokens_map.json +15 -0
- roberta-large_best/tokenizer.json +0 -0
- roberta-large_best/tokenizer_config.json +58 -0
- roberta-large_best/training_args.bin +3 -0
- roberta-large_best/vocab.json +0 -0
README.md
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---
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library_name: transformers
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license: mit
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base_model: FacebookAI/roberta-large
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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: roberta-large-csb_1
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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-large-csb_1
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This model is a fine-tuned version of [FacebookAI/roberta-large](https://huggingface.co/FacebookAI/roberta-large) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2773
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- Accuracy: 0.9011
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- F1: 0.9010
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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: 16
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- eval_batch_size: 16
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 64
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 10
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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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| 0.5696 | 1.0 | 57 | 0.3749 | 0.8308 | 0.8307 |
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| 0.3637 | 2.0 | 114 | 0.2749 | 0.8813 | 0.8812 |
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| 0.3087 | 3.0 | 171 | 0.2479 | 0.8813 | 0.8813 |
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| 0.2497 | 4.0 | 228 | 0.2415 | 0.8923 | 0.8919 |
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| 0.2025 | 5.0 | 285 | 0.2773 | 0.9011 | 0.9010 |
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| 0.1521 | 6.0 | 342 | 0.3194 | 0.8791 | 0.8790 |
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| 0.1251 | 7.0 | 399 | 0.4850 | 0.8681 | 0.8664 |
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| 0.0496 | 8.0 | 456 | 0.5794 | 0.8725 | 0.8710 |
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| 0.0241 | 9.0 | 513 | 0.5833 | 0.8747 | 0.8738 |
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| 0.0221 | 10.0 | 570 | 0.6399 | 0.8725 | 0.8713 |
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### Framework versions
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- Transformers 4.57.3
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- Pytorch 2.2.1
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- Datasets 4.4.1
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- Tokenizers 0.22.1
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 1421495416
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version https://git-lfs.github.com/spec/v1
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roberta-large_best/config.json
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{
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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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"dtype": "float32",
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"id2label": {
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"0": "Rejected",
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"1": "Accepted"
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},
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"label2id": {
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"Accepted": 1,
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"Rejected": 0
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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": 16,
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"num_hidden_layers": 24,
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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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"transformers_version": "4.57.3",
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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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roberta-large_best/merges.txt
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roberta-large_best/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2f8af701ae933af795cfe1235eb8e13e25d7cdc6795ec343c64aaa7185e0fd59
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size 1421495416
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roberta-large_best/special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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roberta-large_best/tokenizer.json
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roberta-large_best/tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"50264": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"extra_special_tokens": {},
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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roberta-large_best/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:07cc4ddfa8b9fe27d19b17b794aaa1ed1bad746b3187bd1f2d6b702f908149d1
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size 5432
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roberta-large_best/vocab.json
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