dianamihalache27
commited on
Commit
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Parent(s):
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End of training
Browse files- README.md +71 -0
- config.json +25 -0
- model.safetensors +3 -0
- runs/May31_15-58-24_e05c0a46fc41/events.out.tfevents.1717171104.e05c0a46fc41.1080.32 +3 -0
- runs/May31_15-58-24_e05c0a46fc41/events.out.tfevents.1717171167.e05c0a46fc41.1080.33 +3 -0
- special_tokens_map.json +7 -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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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: distilbert-base-uncased_3epoch
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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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# distilbert-base-uncased_3epoch
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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: 0.6667
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- Accuracy: 0.7233
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- F1: 0.3642
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- Precision: 0.5340
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- Recall: 0.2764
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- Precision Sarcastic: 0.5340
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- Recall Sarcastic: 0.2764
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- F1 Sarcastic: 0.3642
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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: 2e-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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- 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: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall | Precision Sarcastic | Recall Sarcastic | F1 Sarcastic |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|:-------------------:|:----------------:|:------------:|
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| No log | 1.0 | 174 | 0.5840 | 0.7133 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
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| No log | 2.0 | 348 | 0.6031 | 0.7161 | 0.1688 | 0.5263 | 0.1005 | 0.5263 | 0.1005 | 0.1688 |
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| 0.4556 | 3.0 | 522 | 0.6667 | 0.7233 | 0.3642 | 0.5340 | 0.2764 | 0.5340 | 0.2764 | 0.3642 |
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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 2.19.1
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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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"initializer_range": 0.02,
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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:f4cc2472e32bbdc71ad2c7e6b11b404b1e8a16c24a566bd61dde1552bba10b89
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size 267832560
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runs/May31_15-58-24_e05c0a46fc41/events.out.tfevents.1717171104.e05c0a46fc41.1080.32
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version https://git-lfs.github.com/spec/v1
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oid sha256:9c60e769e142236c57cd3c7b2e137c176a7d7512f539795e2d83ccc3cb631103
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size 7256
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runs/May31_15-58-24_e05c0a46fc41/events.out.tfevents.1717171167.e05c0a46fc41.1080.33
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version https://git-lfs.github.com/spec/v1
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oid sha256:5d0d4b9e2e81d413fdbe7d3af54aba4a2e09a6053f940801b019e94c0194d024
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size 739
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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_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_basic_tokenize": true,
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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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"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": "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 sha256:14d68abaee8131c13849785962e339e5298965e796ba4e2f2f4bc7a5526a439d
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size 5112
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vocab.txt
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