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CBERT-MBPP
AdnanRiaz107/CBERT-MBPP
CBERT-MBPP is a text generation model from AdnanRiaz107. Use it when you need the model to write or continue text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Generation
- Library
- transformers
- Model type
- roberta
- Access
- Public
- Created
- Mar 21, 2024
- Updated
- Mar 26, 2024
- SHA
- 75a12cb0
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
CBERT-MBPP
This model is a fine-tuned version of microsoft/codebert-base-mlm on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0099
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 4
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 100
- training_steps: 10000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.0215 | 0.05 | 500 | 0.0196 |
| 0.0087 | 0.1 | 1000 | 0.0091 |
| 0.0093 | 0.15 | 1500 | 0.0090 |
| 0.0096 | 0.2 | 2000 | 0.0094 |
| 0.009 | 0.25 | 2500 | 0.0095 |
| 0.01 | 0.3 | 3000 | 0.0091 |
| 0.01 | 0.35 | 3500 | 0.0093 |
| 0.0093 | 0.4 | 4000 | 0.0094 |
| 0.0086 | 0.45 | 4500 | 0.0098 |
| 0.0085 | 0.5 | 5000 | 0.0097 |
| 0.0094 | 0.55 | 5500 | 0.0099 |
| 0.0099 | 0.6 | 6000 | 0.0101 |
| 0.0096 | 0.65 | 6500 | 0.0099 |
| 0.0104 | 0.7 | 7000 | 0.0099 |
| 0.0096 | 0.75 | 7500 | 0.0097 |
| 0.0087 | 0.8 | 8000 | 0.0098 |
| 0.0105 | 0.85 | 8500 | 0.0099 |
| 0.0098 | 0.9 | 9000 | 0.0098 |
| 0.0091 | 0.95 | 9500 | 0.0099 |
| 0.0101 | 1.0 | 10000 | 0.0099 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Text Generation
- Library
- transformers
- Type
- roberta
- Created
- Mar 21, 2024
- Updated
- Mar 26, 2024