add model
Browse files- .gitignore +1 -0
- README.md +76 -0
- config.json +35 -0
- pytorch_model.bin +3 -0
- runs/Sep11_14-50-51_01355585b404/1631371866.756383/events.out.tfevents.1631371866.01355585b404.91.1 +3 -0
- runs/Sep11_14-50-51_01355585b404/events.out.tfevents.1631371866.01355585b404.91.0 +3 -0
- runs/Sep11_14-50-51_01355585b404/events.out.tfevents.1631388698.01355585b404.91.2 +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
.gitignore
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checkpoint-*/
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README.md
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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datasets:
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- glue
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metrics:
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- accuracy
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model-index:
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- name: distilbert-base-uncased-finetuned-mnli
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: glue
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type: glue
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args: mnli
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.8205807437595517
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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-mnli
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the glue dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6753
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- Accuracy: 0.8206
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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 | Accuracy |
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|:-------------:|:-----:|:------:|:---------------:|:--------:|
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| 0.5146 | 1.0 | 24544 | 0.4925 | 0.8049 |
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| 0.4093 | 2.0 | 49088 | 0.5090 | 0.8164 |
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| 0.3122 | 3.0 | 73632 | 0.5299 | 0.8185 |
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| 0.2286 | 4.0 | 98176 | 0.6753 | 0.8206 |
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| 0.182 | 5.0 | 122720 | 0.8372 | 0.8195 |
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### Framework versions
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- Transformers 4.10.2
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- Pytorch 1.9.0+cu102
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- Datasets 1.11.0
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- Tokenizers 0.10.3
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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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"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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},
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"initializer_range": 0.02,
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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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},
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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": "4.10.2",
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"vocab_size": 30522
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f458a332c6dde526149b12e4eed6e5acad0d4426bf0956046675a45575e59241
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size 267863153
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runs/Sep11_14-50-51_01355585b404/1631371866.756383/events.out.tfevents.1631371866.01355585b404.91.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:37cb0d8e62224b571c6339d720aefbb56eda2abdf95f293dffdf3c0ad89071e4
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size 4209
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runs/Sep11_14-50-51_01355585b404/events.out.tfevents.1631371866.01355585b404.91.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:7a6da37c55539015f0bfe39df82ec8dac3c95338626523558e3792362834eefe
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size 44119
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runs/Sep11_14-50-51_01355585b404/events.out.tfevents.1631388698.01355585b404.91.2
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version https://git-lfs.github.com/spec/v1
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oid sha256:5d96e4f047bef34ad184c44edee919d7ada64c4fd206f63d8381f89a8a911531
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size 369
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "distilbert-base-uncased", "tokenizer_class": "DistilBertTokenizer"}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:0c4eeb7b60cbb4b3ed7b53e3240177617302a981c70ddfe68d4af7084d06ac94
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size 2671
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vocab.txt
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