Initial Commit
Browse files- README.md +69 -0
- config.json +27 -0
- model.safetensors +3 -0
- training_args.bin +3 -0
README.md
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---
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license: apache-2.0
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base_model: bert-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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model-index:
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- name: scenario-KD-SCR-DIV2-data-glue-qnli-model-bert-base-uncased-run-1
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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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# scenario-KD-SCR-DIV2-data-glue-qnli-model-bert-base-uncased-run-1
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This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.3184
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- Accuracy: 0.8656
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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: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 32
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 32
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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: 6969
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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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| 2.0351 | 1.0 | 3273 | 1.4221 | 0.8567 |
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| 1.4555 | 2.0 | 6546 | 1.4660 | 0.8504 |
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| 0.9549 | 3.0 | 9819 | 1.4297 | 0.8678 |
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| 0.7553 | 4.0 | 13093 | 1.4296 | 0.8631 |
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| 0.66 | 5.0 | 16366 | 1.2841 | 0.8653 |
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| 0.5769 | 6.0 | 19639 | 1.3951 | 0.8609 |
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| 0.5347 | 7.0 | 22912 | 1.3986 | 0.8607 |
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| 0.4957 | 8.0 | 26186 | 1.3184 | 0.8656 |
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### Framework versions
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- Transformers 4.36.2
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- Pytorch 2.1.2
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- Datasets 2.16.0
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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": "bert-base-uncased",
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"architectures": [
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"BertForSequenceClassificationKD"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.36.2",
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"type_vocab_size": 2,
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"use_cache": true,
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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 sha256:2bc14f7184d8ed4a8516ce671e6e888c732a7b6d4cc4f203df2bd32c0ce61f9e
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size 267838384
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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:dbdbcb5d25734150b10979b7d7c3ae5538dce76be98d1eee95979976075d5035
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size 4920
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