4f5e8a328a
* feat: add xiaomi's mimo 7b * fix: pin revision * fix: update trinity docs and pin revision * fix: wrong config name * feat: add vram usage * feat: add plano * feat: update plano vram usage * chore: comments
43 lines
1.6 KiB
Markdown
43 lines
1.6 KiB
Markdown
# Finetune ArceeAI's Trinity with Axolotl
|
|
|
|
[Trinity](https://huggingface.co/collections/arcee-ai/trinity) is a family of open weight MoE models trained by Arcee.ai.
|
|
|
|
This guide shows how to fine-tune it with Axolotl with multi-turn conversations and proper masking.
|
|
|
|
## Getting started
|
|
|
|
1. Install Axolotl following the main from the [installation guide](https://docs.axolotl.ai/docs/installation.html#sec-edge-build).
|
|
|
|
2. Run the finetuning example:
|
|
|
|
```bash
|
|
axolotl train examples/trinity/trinity-nano-preview-qlora.yaml
|
|
```
|
|
|
|
This config uses about 24.9 GiB VRAM.
|
|
|
|
Let us know how it goes. Happy finetuning! 🚀
|
|
|
|
### TIPS
|
|
|
|
- For inference, the official Arcee.ai team recommends `top_p: 0.75`, `temperature: 0.15`, `top_k: 50`, and `min_p: 0.06`.
|
|
- 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).
|
|
|
|
## Limitations
|
|
|
|
**Cut Cross Entropy (CCE)**: Currently not supported. We plan to include CCE support for Trinity in the near future.
|
|
|
|
## Related Resources
|
|
|
|
- [Trinity Blog](https://www.arcee.ai/blog/the-trinity-manifesto)
|
|
- [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)
|