LeonardoFettucciari
commited on
Commit
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Parent(s):
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End of training
Browse files- README.md +75 -0
- config.json +35 -0
- model.safetensors +3 -0
- runs/Jun18_21-19-14_81045290c28b/events.out.tfevents.1718745555.81045290c28b.5162.25 +3 -0
- runs/Jun18_21-19-14_81045290c28b/events.out.tfevents.1718745768.81045290c28b.5162.26 +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_one_no_decay
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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_one_no_decay
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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: 1.2169
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- Accuracy: 0.5134
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- F1: 0.5149
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- Precision: 0.5165
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- Recall: 0.5138
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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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| 0.5068 | 0.1566 | 500 | 0.8457 | 0.6932 | 0.6841 | 0.6882 | 0.6853 |
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| 0.4657 | 0.3132 | 1000 | 0.8704 | 0.6932 | 0.6842 | 0.6874 | 0.6855 |
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| 0.4552 | 0.4698 | 1500 | 0.8858 | 0.6962 | 0.6846 | 0.6885 | 0.6873 |
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| 0.4576 | 0.6264 | 2000 | 0.8749 | 0.6958 | 0.6855 | 0.6897 | 0.6873 |
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| 0.4392 | 0.7830 | 2500 | 0.8974 | 0.6958 | 0.6855 | 0.6892 | 0.6873 |
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| 0.535 | 0.9396 | 3000 | 0.8248 | 0.6980 | 0.6879 | 0.6907 | 0.6897 |
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| 0.4676 | 1.0961 | 3500 | 0.8575 | 0.6932 | 0.6824 | 0.6867 | 0.6844 |
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| 0.4645 | 1.2527 | 4000 | 0.8588 | 0.6945 | 0.6824 | 0.6878 | 0.6851 |
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| 0.4565 | 1.4093 | 4500 | 0.8601 | 0.6962 | 0.6858 | 0.6895 | 0.6877 |
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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:ebcf8c7841b39d4972ab24779be40e7a8cf9c986b71c7bf12beb75e8ece18351
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size 267835644
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runs/Jun18_21-19-14_81045290c28b/events.out.tfevents.1718745555.81045290c28b.5162.25
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version https://git-lfs.github.com/spec/v1
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oid sha256:e1663b0973e719bda07ec4f5133941f6982482d6c3ea053db104735b5b597ef4
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size 11467
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runs/Jun18_21-19-14_81045290c28b/events.out.tfevents.1718745768.81045290c28b.5162.26
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version https://git-lfs.github.com/spec/v1
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oid sha256:0004578eedbe46b10c78b1c31805f8f1e6d2dbe487e0fa4dc46f8298d21b923d
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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 sha256:6a43aa6abb7fed26170f6b1e6eea1bfc5c0258ea3026a8f0600cb7268baf0e06
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size 5112
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vocab.txt
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