006f226270
* feat: update cce to include olmo family * chore: update docs following feedback * feat: add olmo3 config * fix: clarify 3 methods * chore: add olmo to readme
47 lines
1.7 KiB
Markdown
47 lines
1.7 KiB
Markdown
# Finetune Allenai's Olmo 3 with Axolotl
|
|
|
|
[Olmo 3](https://huggingface.co/collections/allenai/olmo-3) are a family of 7B and 32B models open source models trained by The Allen Institute for Artificial Intelligence.
|
|
|
|
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).
|
|
|
|
Here is an example of how to install from pip:
|
|
```bash
|
|
# Ensure you have a compatible version of Pytorch installed
|
|
pip3 install packaging setuptools wheel ninja
|
|
pip3 install --no-build-isolation 'axolotl[flash-attn]>=0.12.0'
|
|
|
|
# Install Cut Cross Entropy
|
|
python scripts/cutcrossentropy_install.py | sh
|
|
```
|
|
|
|
2. Run the finetuning example:
|
|
|
|
```bash
|
|
axolotl train examples/olmo3/olmo3-7b-qlora.yaml
|
|
```
|
|
|
|
Let us know how it goes. Happy finetuning! 🚀
|
|
|
|
### TIPS
|
|
|
|
- The example config can be re-used for Olmo and Olmo 2.
|
|
- 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
|
|
|
|
- [Olmo 3 Blog](https://allenai.org/blog/olmo3)
|
|
- [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)
|