End of training
Browse files- README.md +73 -0
- added_tokens.json +3 -0
- bpe.codes +0 -0
- config.json +43 -0
- model.safetensors +3 -0
- special_tokens_map.json +9 -0
- tokenizer_config.json +54 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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base_model: vinai/phobert-base-v2
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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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model-index:
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- name: metadata-cls-no-gov-8k-v2
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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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[<img src="https://raw.githubusercontent.com/wandb/assets/main/wandb-github-badge-28.svg" alt="Visualize in Weights & Biases" width="200" height="32"/>](https://wandb.ai/nguyenducbao/huggingface/runs/s6iy3mkr)
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# metadata-cls-no-gov-8k-v2
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This model is a fine-tuned version of [vinai/phobert-base-v2](https://huggingface.co/vinai/phobert-base-v2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3052
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- Accuracy: 0.9447
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- F1: 0.7927
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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: 64
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- eval_batch_size: 64
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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: 20
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-------:|:----:|:---------------:|:--------:|:------:|
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| 0.5649 | 1.6260 | 200 | 0.2215 | 0.9455 | 0.7479 |
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| 0.1634 | 3.2520 | 400 | 0.1869 | 0.9438 | 0.8204 |
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| 0.1222 | 4.8780 | 600 | 0.2286 | 0.9370 | 0.7837 |
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| 0.0808 | 6.5041 | 800 | 0.2174 | 0.9532 | 0.8263 |
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| 0.0528 | 8.1301 | 1000 | 0.2440 | 0.9387 | 0.7862 |
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| 0.046 | 9.7561 | 1200 | 0.2416 | 0.9472 | 0.8180 |
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| 0.0329 | 11.3821 | 1400 | 0.2631 | 0.9464 | 0.7967 |
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| 0.0271 | 13.0081 | 1600 | 0.2769 | 0.9481 | 0.8124 |
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| 0.0179 | 14.6341 | 1800 | 0.2687 | 0.9506 | 0.8122 |
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| 0.0185 | 16.2602 | 2000 | 0.2935 | 0.9438 | 0.7921 |
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| 0.0153 | 17.8862 | 2200 | 0.2957 | 0.9455 | 0.7907 |
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| 0.0146 | 19.5122 | 2400 | 0.3052 | 0.9447 | 0.7927 |
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### Framework versions
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- Transformers 4.42.4
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- Pytorch 2.1.2
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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added_tokens.json
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{
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"<mask>": 64000
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}
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bpe.codes
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config.json
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{
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"_name_or_path": "vinai/phobert-base-v2",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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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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"3": "LABEL_3",
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"4": "LABEL_4"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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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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"LABEL_3": 3,
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"LABEL_4": 4
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 258,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"tokenizer_class": "PhobertTokenizer",
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"torch_dtype": "float32",
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"transformers_version": "4.42.4",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 64001
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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:dbbc5ba03a4bcf0976df5a57d0b94c50d11595d6ae9b7343cca4c290aa5647a4
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size 540032612
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": "<mask>",
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"pad_token": "<pad>",
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"sep_token": "</s>",
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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": "<s>",
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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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"1": {
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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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"2": {
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"content": "</s>",
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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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"3": {
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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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"64000": {
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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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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": "<mask>",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "PhobertTokenizer",
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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 sha256:0d33b50e3332834111a0545afa2f1421ce9b3609dd44b3efc7daa6e2113d0704
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size 5112
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vocab.txt
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