ShaunThayil
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End of training
Browse files- README.md +72 -0
- config.json +25 -0
- pytorch_model.bin +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: distilbert-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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- precision
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- recall
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- f1
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model-index:
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- name: distilbert-training-3
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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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# distilbert-training-3
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0197
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- Accuracy: 0.9956
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- Precision: 1.0
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- Recall: 0.9910
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- F1: 0.9955
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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: 8
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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: 4
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
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| No log | 0.5 | 131 | 0.1115 | 0.97 | 0.9976 | 0.9413 | 0.9686 |
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| No log | 1.0 | 262 | 0.0659 | 0.9844 | 1.0 | 0.9684 | 0.9839 |
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| 0.1414 | 1.49 | 393 | 0.0632 | 0.9878 | 1.0 | 0.9752 | 0.9874 |
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| 0.1414 | 1.99 | 524 | 0.0795 | 0.9822 | 1.0 | 0.9639 | 0.9816 |
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| 0.0512 | 2.49 | 655 | 0.0542 | 0.9878 | 1.0 | 0.9752 | 0.9874 |
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| 0.0512 | 2.99 | 786 | 0.0199 | 0.9944 | 1.0 | 0.9887 | 0.9943 |
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| 0.0246 | 3.49 | 917 | 0.0202 | 0.9944 | 1.0 | 0.9887 | 0.9943 |
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| 0.0246 | 3.98 | 1048 | 0.0197 | 0.9956 | 1.0 | 0.9910 | 0.9955 |
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### Framework versions
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- Transformers 4.33.1
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- Pytorch 2.2.0.dev20230913+cu121
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- Tokenizers 0.13.3
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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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"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": "4.33.1",
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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:a64bcf9857c906b5360f89729ae7a12bbd996bcfb8c8707bb7de2849ed03ece6
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size 267855978
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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:ab178384e70c0ccd1921c925b2684774f2320021d4fa4012ebf50203e4cdb66a
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size 4536
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