davidgaofc
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Commit
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End of training
Browse files- README.md +76 -0
- config.json +25 -0
- model.safetensors +3 -0
- runs/Dec13_21-09-08_e299836930e2/events.out.tfevents.1702501759.e299836930e2.1236.0 +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: training
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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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# training
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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: 2.2949
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- Accuracy: 0.5152
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- F1: 0.5101
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- Precision: 0.5249
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- Recall: 0.5152
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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: 20
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- eval_batch_size: 20
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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: 11
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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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| No log | 1.0 | 66 | 0.6927 | 0.5091 | 0.3630 | 0.3282 | 0.5091 |
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| No log | 2.0 | 132 | 0.7118 | 0.4665 | 0.3939 | 0.4769 | 0.4665 |
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| No log | 3.0 | 198 | 0.7364 | 0.5183 | 0.5147 | 0.5268 | 0.5183 |
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| No log | 4.0 | 264 | 0.8579 | 0.5244 | 0.5050 | 0.5467 | 0.5244 |
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| No log | 5.0 | 330 | 1.0336 | 0.5366 | 0.5314 | 0.5479 | 0.5366 |
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| No log | 6.0 | 396 | 1.2542 | 0.5061 | 0.5006 | 0.5155 | 0.5061 |
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| No log | 7.0 | 462 | 1.6410 | 0.5061 | 0.4976 | 0.5175 | 0.5061 |
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| 0.43 | 8.0 | 528 | 1.9153 | 0.5213 | 0.5169 | 0.5308 | 0.5213 |
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| 0.43 | 9.0 | 594 | 2.0519 | 0.5152 | 0.5151 | 0.5193 | 0.5152 |
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| 0.43 | 10.0 | 660 | 2.2304 | 0.5213 | 0.5169 | 0.5308 | 0.5213 |
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| 0.43 | 11.0 | 726 | 2.2949 | 0.5152 | 0.5101 | 0.5249 | 0.5152 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.1+cu121
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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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": "4.35.2",
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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:f8679cea207956db81795d6f81173bcfb95c3db61b6e432bc6ce7f6c8f9797f0
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size 267832560
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runs/Dec13_21-09-08_e299836930e2/events.out.tfevents.1702501759.e299836930e2.1236.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:0f82d1fb3b89719e5918fd9fd51310231ad1a7c1dba8ce023f3140dbc140b627
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size 9765
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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:ba5bf59f73b3b913b0f690cfa02492a61e932bc1460583572483c649d6a642fd
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size 4536
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vocab.txt
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