---
base_model: unsloth/llama-3-8b-bnb-4bit
language:
- en
license: apache-2.0
tags:
- text-generation-inference
- transformers
- unsloth
- llama
- trl
---

# Uploaded  model
- Finetuned to generate pandas codes given a dataframe and user query.
- ~100 datasets were taken from kaggle https://www.kaggle.com/datasets?search=Tabular+data
- These dataset were used to generate 390 sets of data queries and pandas code answers via llama3-70b https://www.kaggle.com/code/samsonleegh/sampling-data-qns-and-pandas-ans-from-dataset
- Finetuned llama3-8b-4bit with LoRA 16 adapters on 350 queries and answers pair https://colab.research.google.com/drive/1UkqjHIq-mP22AfHZCWz4kiU7hcWaXfgi?usp=sharing
- Compare ROUGE score of original vs finetuned model on 40 queries and answers pair
## ROUGE Score Comparison
| Metric     | llama3-8b | llama3-8b finetuned |
|------------|----------------|----------------|
| ROUGE-1    | 0.4415         | 0.6585         |
| ROUGE-2    | 0.2480         | 0.4810         |
| ROUGE-L    | 0.3155         | 0.5552         |
| ROUGE-Lsum | 0.3013         | 0.5570         |
- **Developed by:** samsonleegh
- **License:** apache-2.0
- **Finetuned from model :** unsloth/llama-3-8b-bnb-4bit

This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.

[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)