LeonardoFettucciari
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Commit
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Parent(s):
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End of training
Browse files- README.md +70 -0
- config.json +35 -0
- model.safetensors +3 -0
- runs/Jun18_20-46-46_81045290c28b/events.out.tfevents.1718743607.81045290c28b.5162.10 +3 -0
- runs/Jun18_20-46-46_81045290c28b/events.out.tfevents.1718743706.81045290c28b.5162.11 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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base_model: distilbert-base-uncased
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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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- precision
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- recall
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model-index:
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- name: augmented_model_fast_2b
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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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# augmented_model_fast_2b
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.2651
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- Accuracy: 0.5223
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- F1: 0.5228
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- Precision: 0.5238
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- Recall: 0.5221
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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: 3e-06
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- train_batch_size: 16
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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: 2
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
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|:-------------:|:------:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
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| 0.5255 | 0.1566 | 500 | 0.7625 | 0.7273 | 0.7193 | 0.7237 | 0.7201 |
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| 0.5105 | 0.3133 | 1000 | 0.7780 | 0.7260 | 0.7157 | 0.7196 | 0.7174 |
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| 0.4853 | 0.4699 | 1500 | 0.7736 | 0.7268 | 0.7166 | 0.7206 | 0.7182 |
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| 0.4667 | 0.6266 | 2000 | 0.7827 | 0.7255 | 0.7165 | 0.7194 | 0.7176 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.3.0+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"initializer_range": 0.02,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.41.2",
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"vocab_size": 30522
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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 sha256:82fc0179834334b5a4e3d0ae3162240737cd97eac5f75aaf44b9d35587ac0812
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size 267835644
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runs/Jun18_20-46-46_81045290c28b/events.out.tfevents.1718743607.81045290c28b.5162.10
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version https://git-lfs.github.com/spec/v1
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oid sha256:2ac1b6ba1ef63671b8b4d9fdbdb89cc9cd4eb267240dfe37b0a9c571eb468f8e
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size 8040
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runs/Jun18_20-46-46_81045290c28b/events.out.tfevents.1718743706.81045290c28b.5162.11
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version https://git-lfs.github.com/spec/v1
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oid sha256:64d040f582dbdd515bd0ae55a0cbc050f97d1289794a614b8301e24653351c57
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size 1504
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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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"100": {
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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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"101": {
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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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"102": {
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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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"103": {
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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_lower_case": true,
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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": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "DistilBertTokenizer",
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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:fa883c4bb0e1cf1e17132a12a53154714432987430153ce82f079a1e1479a240
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size 5112
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vocab.txt
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