4ac78aa562
* fix: update qwen3 jinja tokenization off a few tokens * fix: add note on tokenization issue * fix: pop last index for mistral tokenizer
47 lines
1.7 KiB
Markdown
47 lines
1.7 KiB
Markdown
# Finetune Qwen3 with Axolotl
|
|
|
|
[Qwen3](https://huggingface.co/collections/Qwen/qwen3) are a family of open source models trained by Alibaba.
|
|
|
|
This guide shows how to fine-tune it with Axolotl with multi-turn conversations and proper masking.
|
|
|
|
## Getting started
|
|
|
|
1. Install Axolotl following the [installation guide](https://docs.axolotl.ai/docs/installation.html).
|
|
|
|
2. Install [Cut Cross Entropy](https://docs.axolotl.ai/docs/custom_integrations.html#cut-cross-entropy) to reduce training VRAM usage.
|
|
|
|
3. Run the finetuning example:
|
|
|
|
```bash
|
|
axolotl train examples/qwen3/32b-qlora.yaml
|
|
```
|
|
|
|
Let us know how it goes. Happy finetuning! 🚀
|
|
|
|
### Chat template masking a few tokens off
|
|
|
|
If you notice that the `chat_template` masking for assistant prompts are off by a few tokens, please ensure that you are adding the below to the yaml.
|
|
|
|
```yaml
|
|
chat_template: qwen3
|
|
```
|
|
|
|
### TIPS
|
|
|
|
- For inference, please check the official model card as it depends on your reasoning mode.
|
|
- You can run a full finetuning by removing the `adapter: qlora` and `load_in_4bit: true` from the config.
|
|
- Read more on how to load your own dataset at [docs](https://docs.axolotl.ai/docs/dataset_loading.html).
|
|
- The dataset format follows the OpenAI Messages format as seen [here](https://docs.axolotl.ai/docs/dataset-formats/conversation.html#chat_template).
|
|
|
|
## Optimization Guides
|
|
|
|
Please check the [Optimizations doc](https://docs.axolotl.ai/docs/optimizations.html).
|
|
|
|
## Related Resources
|
|
|
|
- [Qwen3 Blog](https://qwenlm.github.io/blog/qwen3/)
|
|
- [Axolotl Docs](https://docs.axolotl.ai)
|
|
- [Axolotl Website](https://axolotl.ai)
|
|
- [Axolotl GitHub](https://github.com/axolotl-ai-cloud/axolotl)
|
|
- [Axolotl Discord](https://discord.gg/7m9sfhzaf3)
|