README.md

---
license: apache-2.0
datasets:
- sahil2801/CodeAlpaca-20k
- ehartford/leet10k-alpaca
- argilla/alpaca_data_cleaned
tags:
- alpaca
- llama
---

This repository contains a LoRA checkpoint based on the Alpaca-LoRA implementation to perform coding tasks better. The provided checkpoint can be used with the `generate.py` script from the Alpaca-LoRA repository to generate text or perform other NLP tasks.

## Setup

1. Clone the Alpaca-LoRA repository:

    git clone https://github.com/tloen/alpaca-lora.git
3. Install the required packages:

    pip install -r requirements.txt


## Usage

Use the `generate.py` script from the Alpaca-LoRA repository to run the model with the provided LoRA checkpoint:

    python generate.py --load_8bit --base_model 'decapoda-research/llama-7b-hf' --lora_weights 'vihangd/leet-coding-alpaca-lora'
    
### Troubleshooting

If you encounter an error like:

    AttributeError: 'NoneType' object has no attribute 'device'
    
Modify `generate.py` as follows (see [issue #21](https://github.com/tloen/alpaca-lora/issues/21)):

```python
model = PeftModel.from_pretrained(
    model,
    lora_weights,
    torch_dtype=torch.float16,
    device_map={'': 0}
)
```