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hubbub-sentiment_llama3
george24/hubbub-sentiment_llama3
hubbub-sentiment_llama3 is a machine learning model from george24. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as other.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- peft
- License
- other
- Access
- Public
- Created
- Apr 28, 2024
- Updated
- Apr 29, 2024
- SHA
- b5a32c9b
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. -->
hubbub-sentiment_llama3
This model is a fine-tuned version of meta-llama/Meta-Llama-3-8B on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4586
- Accuracy: 0.8269
- Precision: 0.8234
- Recall: 0.8269
- F1: 0.8235
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: 0.0002
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | Precision | Recall | F1 |
|---|---|---|---|---|---|---|---|
| 0.821 | 0.9998 | 1406 | 0.8073 | 0.6595 | 0.7055 | 0.6595 | 0.5621 |
| 0.7134 | 1.9996 | 2812 | 0.6063 | 0.7508 | 0.7422 | 0.7508 | 0.7427 |
| 0.5814 | 2.9995 | 4218 | 0.4586 | 0.8269 | 0.8234 | 0.8269 | 0.8235 |
Framework versions
- PEFT 0.10.0
- Transformers 4.40.1
- Pytorch 2.3.0+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Library
- peft
- License
- other
- Created
- Apr 28, 2024
- Updated
- Apr 29, 2024