Instructions to use Dominicmils/llama3-biofunction-finetuned with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Dominicmils/llama3-biofunction-finetuned with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-3.1-8B-Instruct") model = PeftModel.from_pretrained(base_model, "Dominicmils/llama3-biofunction-finetuned") - Notebooks
- Google Colab
- Kaggle
Configuration Parsing Warning:In adapter_config.json: "peft.base_model_name_or_path" must be a string
llama3-biofunction-finetuned
This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.5720
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: 2
- eval_batch_size: 2
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.PAGED_ADAMW with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- num_epochs: 3
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 2.7553 | 0.2189 | 50 | 2.6617 |
| 2.6516 | 0.4379 | 100 | 2.6396 |
| 2.7112 | 0.6568 | 150 | 2.6192 |
| 2.6746 | 0.8758 | 200 | 2.6106 |
| 2.706 | 1.0920 | 250 | 2.6007 |
| 2.5584 | 1.3109 | 300 | 2.5934 |
| 2.5746 | 1.5298 | 350 | 2.5920 |
| 2.587 | 1.7488 | 400 | 2.5800 |
| 2.5857 | 1.9677 | 450 | 2.5795 |
| 2.4667 | 2.1839 | 500 | 2.5818 |
| 2.6714 | 2.4028 | 550 | 2.5705 |
| 2.5687 | 2.6218 | 600 | 2.5813 |
| 2.5423 | 2.8407 | 650 | 2.5720 |
Framework versions
- PEFT 0.17.1
- Transformers 4.57.0
- Pytorch 2.8.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.1
- Downloads last month
- 12
Model tree for Dominicmils/llama3-biofunction-finetuned
Base model
meta-llama/Llama-3.1-8B Finetuned
meta-llama/Llama-3.1-8B-Instruct