---
license: apache-2.0
datasets:
- grammarly/coedit
language:
- en
metrics:
- accuracy
tags:
- torchtune
- grammar-correction
---


### Llama3 CoEdit

This is a Llama3 8B based model trained using [torchtune](https://pytorch.org/torchtune) on the `grammarly/coedit` dataset.

### Training details

The exact training script (`lora_finetune_distributed`) and config (`8B_lora.yaml`) are both included in this repository. 

**Training command**: `tune run --nproc_per_node 8 lora_finetune_distributed --config 8B_lora.yaml` 

> Yes I used 8 GPUs :)

In order to add the dataset, I added the following lines to the config:

```
dataset:
_component_: torchtune.datasets.instruct_dataset
source: grammarly/coedit
template: GrammarErrorCorrectionTemplate
column_map: {"sentence": "src", "output": "tgt"}
train_on_input: False
split: train
```

**Loss curve**

![image/png](https://cdn-uploads.huggingface.co/production/uploads/615b01ae487af9ad44dad803/Te9DycG2UVGm_JLnrG9De.png)


### Evaluation results