pranav1015 commited on
Commit
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.gitignore ADDED
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+ checkpoint-*/
README.md ADDED
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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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+ - matthews_correlation
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+ model_index:
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+ - name: distilbert-base-uncased-finetuned-cola
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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: cola
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+ metric:
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+ name: Matthews Correlation
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+ type: matthews_correlation
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+ value: 0.520875943143754
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+ ---
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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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+
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+ # distilbert-base-uncased-finetuned-cola
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+
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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: 0.8486
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+ - Matthews Correlation: 0.5209
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Matthews Correlation |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------------------:|
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+ | 0.5265 | 1.0 | 535 | 0.5479 | 0.4049 |
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+ | 0.3571 | 2.0 | 1070 | 0.5002 | 0.5164 |
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+ | 0.2432 | 3.0 | 1605 | 0.6242 | 0.5091 |
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+ | 0.173 | 4.0 | 2140 | 0.7559 | 0.5120 |
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+ | 0.1352 | 5.0 | 2675 | 0.8486 | 0.5209 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.9.1
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+ - Pytorch 1.9.0+cu102
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+ - Datasets 1.10.2
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+ - Tokenizers 0.10.3
config.json ADDED
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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": "4.9.1",
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+ "vocab_size": 30522
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+ }
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