End of training
Browse files- README.md +75 -0
- adapter_config.json +26 -0
- adapter_model.safetensors +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +56 -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: hfl/chinese-roberta-wwm-ext-large
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: RoBERTa-ext-large-lora-chinese-finetuned-ner
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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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# RoBERTa-ext-large-lora-chinese-finetuned-ner
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This model is a fine-tuned version of [hfl/chinese-roberta-wwm-ext-large](https://huggingface.co/hfl/chinese-roberta-wwm-ext-large) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4289
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- Precision: 0.6182
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- Recall: 0.7329
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- F1: 0.6707
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- Accuracy: 0.9114
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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: 0.001
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- train_batch_size: 4
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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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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| 0.4612 | 1.0 | 503 | 0.3536 | 0.4817 | 0.6412 | 0.5501 | 0.8948 |
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| 0.2925 | 2.0 | 1006 | 0.3259 | 0.5403 | 0.6772 | 0.6011 | 0.9022 |
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| 0.2391 | 3.0 | 1509 | 0.3211 | 0.5572 | 0.7301 | 0.6320 | 0.9053 |
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| 0.1966 | 4.0 | 2012 | 0.3287 | 0.5768 | 0.7238 | 0.6420 | 0.9099 |
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| 0.1644 | 5.0 | 2515 | 0.3531 | 0.5717 | 0.7362 | 0.6436 | 0.9056 |
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| 0.1312 | 6.0 | 3018 | 0.3542 | 0.5874 | 0.7158 | 0.6453 | 0.9084 |
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| 0.1067 | 7.0 | 3521 | 0.3878 | 0.5844 | 0.7266 | 0.6478 | 0.9072 |
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| 0.0862 | 8.0 | 4024 | 0.3956 | 0.6186 | 0.7304 | 0.6698 | 0.9116 |
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| 0.0681 | 9.0 | 4527 | 0.4100 | 0.6206 | 0.7261 | 0.6692 | 0.9118 |
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| 0.0595 | 10.0 | 5030 | 0.4289 | 0.6182 | 0.7329 | 0.6707 | 0.9114 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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adapter_config.json
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{
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"alpha_pattern": {},
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"auto_mapping": null,
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"base_model_name_or_path": "hfl/chinese-roberta-wwm-ext-large",
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"bias": "none",
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 16,
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"lora_dropout": 0.1,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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"r": 8,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"query",
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"value"
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],
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"task_type": "TOKEN_CLS"
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:7bf8e11b3ee3dfcb4d85613fd669e659bdbaa99f72f330cae75c3342d604d4a3
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size 3278396
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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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"ignore_mismatched_sizes": true,
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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": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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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 sha256:5145f7a7bb308c9f054f27fc47d83faebcca09bfeea0e8816430efa64530e915
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size 4600
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vocab.txt
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