End of training
Browse files- README.md +71 -0
- config.json +34 -0
- model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.txt +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: dumitrescustefan/bert-base-romanian-cased-v1
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tags:
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- generated_from_trainer
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metrics:
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- f1
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- accuracy
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model-index:
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- name: teacher_sst2
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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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# teacher_sst2
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This model is a fine-tuned version of [dumitrescustefan/bert-base-romanian-cased-v1](https://huggingface.co/dumitrescustefan/bert-base-romanian-cased-v1) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5451
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- F1: 0.8648
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- Roc Auc: 0.8646
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- Accuracy: 0.8635
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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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- num_epochs: 8
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 | Roc Auc | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
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| 0.3669 | 1.0 | 1053 | 0.4399 | 0.8248 | 0.8238 | 0.8211 |
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| 0.2433 | 2.0 | 2106 | 0.4043 | 0.8457 | 0.8458 | 0.8417 |
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| 0.1811 | 3.0 | 3159 | 0.4268 | 0.8625 | 0.8622 | 0.8612 |
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| 0.1373 | 4.0 | 4212 | 0.4359 | 0.8537 | 0.8545 | 0.8521 |
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| 0.1157 | 5.0 | 5265 | 0.4812 | 0.8681 | 0.8684 | 0.8681 |
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| 0.0949 | 6.0 | 6318 | 0.5003 | 0.8607 | 0.8604 | 0.8601 |
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| 0.0774 | 7.0 | 7371 | 0.5142 | 0.8643 | 0.8641 | 0.8624 |
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| 0.0713 | 8.0 | 8424 | 0.5451 | 0.8648 | 0.8646 | 0.8635 |
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### Framework versions
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- Transformers 4.45.1
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- Pytorch 2.4.0
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- Datasets 3.0.1
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- Tokenizers 0.20.0
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config.json
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{
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"_name_or_path": "dumitrescustefan/bert-base-romanian-cased-v1",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": 0.1,
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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": "Negativ",
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"1": "Pozitiv"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"Negativ": 0,
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"Pozitiv": 1
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "multi_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.45.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 50000
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:cd608e6537164c4d4225ae8d240ec93d274d4dc8c397ed70beaa4b4cd4ed8fe5
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size 497795072
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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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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"1": {
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"content": "[UNK]",
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"lstrip": false,
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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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"2": {
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"content": "[CLS]",
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"lstrip": false,
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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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"3": {
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"content": "[SEP]",
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"lstrip": false,
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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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"4": {
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"content": "[MASK]",
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"lstrip": false,
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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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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": false,
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:fa03e5660aa8d9e9b10309865b8b4e88a6fe304d96710f4330e65d116b146565
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size 5176
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vocab.txt
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