alexlawtengyi
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Commit
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Parent(s):
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Training in progress, epoch 1
Browse files- README.md +65 -3
- config.json +25 -0
- model.safetensors +3 -0
- runs/Oct02_03-42-34_e317c68d82b2/events.out.tfevents.1727840572.e317c68d82b2.228.0 +3 -0
- runs/Oct02_03-42-34_e317c68d82b2/events.out.tfevents.1727840835.e317c68d82b2.228.1 +3 -0
- runs/Oct02_03-56-33_e317c68d82b2/events.out.tfevents.1727841406.e317c68d82b2.228.2 +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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library_name: transformers
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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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- matthews_correlation
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model-index:
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- name: distilbert-base-uncased-finetuned-cola
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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-finetuned-cola
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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: 0.6369
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- Matthews Correlation: 0.5207
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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: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
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|:-------------:|:-----:|:----:|:---------------:|:--------------------:|
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| 0.5345 | 1.0 | 535 | 0.4586 | 0.4388 |
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| 0.3657 | 2.0 | 1070 | 0.4648 | 0.5137 |
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| 0.2511 | 3.0 | 1605 | 0.6369 | 0.5207 |
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| 0.183 | 4.0 | 2140 | 0.8016 | 0.5153 |
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| 0.1355 | 5.0 | 2675 | 0.8438 | 0.5158 |
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### Framework versions
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- Transformers 4.45.1
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- Pytorch 2.4.1+cu121
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- Datasets 2.21.0
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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": "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": "4.45.1",
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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:d08375282bc91874ef69e09db88173271b668dbbb3820e2932f7d80a4c3259fb
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size 267832560
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runs/Oct02_03-42-34_e317c68d82b2/events.out.tfevents.1727840572.e317c68d82b2.228.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:c58b378c397d0235fec1886ef1e51e2613f970ab90ada6a346fef3d298f8b134
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size 8028
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runs/Oct02_03-42-34_e317c68d82b2/events.out.tfevents.1727840835.e317c68d82b2.228.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:cd6b8befa29e0966103dd55594f7bcb8e892770aafc2da9b461a42218ad1259c
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size 423
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runs/Oct02_03-56-33_e317c68d82b2/events.out.tfevents.1727841406.e317c68d82b2.228.2
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version https://git-lfs.github.com/spec/v1
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oid sha256:a748132689a8857c39613ee99514e1b49b5df63ea9bed9cb51914baf2f308fef
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size 5554
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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": false,
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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 sha256:497dc60d30dab83010dfb54fa0f722ccb60ae831d83648a3aeb8a64b4f05b21b
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size 5304
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vocab.txt
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