qlora instruct pl license:apache-2.0 region:us
---
license: apache-2.0
language:
- pl
tags:
- qlora
- instruct
---

This repo contains a qlora adapter for [Mistral-7B-Instruct-v0.1](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1), fine-tuned on a private instructions dataset, exclusively in Polish.

The fine-tuning took 1 hour on a single RTX 4090 with the following hyperparameters:

* context length: 2048
* batch_size: 16
* learning_rate: 0.0001
* lora_r: 64
* lora_alpha: 16
* lora_modules: all
* lora_dropout: 0.0
* weight_decay: 0.1
* max_grad_norm: 0.3
* double_quant, nf4
* optimizer: paged_adamw_32bit (beta2: 0.999)

During the training of the adapter, the instruction format was maintained. Each prompt should be surrounded by `[INST]` and `[\INST]` tokens to leverage instruction fine-tuning.

This adapter allows the model to speak Polish more accurately than vanilla [Mistral-7B-Instruct-v0.1](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1).

<p align="center">
  <img src="https://huggingface.co/Azurro/Mistral-7B-Instruct-v0.1-qlora-polish/raw/main/mistral-7b-instruct-qlora-pl.jpg">
</p>