Commit Graph

4 Commits

Author SHA1 Message Date
David Koski
6c0b66f90a implement LoRA / QLoRA (#46)
* implement LoRA / QLoRA

- example of using MLX to fine-tune an LLM with low rank adaptation (LoRA) for a target task
- see also https://arxiv.org/abs/2106.09685
- based on https://github.com/ml-explore/mlx-examples/tree/main/lora

* add some command line flags I found useful during use
- --quiet -- don't print decorator text, just the generated text
- --prompt @/tmp/file.txt -- load prompt from file

* user can specify path to model OR model identifier in huggingface

* update mlx-swift reference

Co-authored-by: Ashraful Islam <ashraful.meche@gmail.com>
Co-authored-by: JustinMeans <46542161+JustinMeans@users.noreply.github.com>
2024-04-22 09:30:12 -07:00
David Koski
82f6a969d4 llm improvements
- document the tokenizer used (https://github.com/huggingface/swift-transformers)
- provide a hook for tokenizer configuration, prompt augmentation
	- this isn't as rich as the python equivalents but it helps a little
2024-03-01 14:46:32 -08:00
David Koski
5a83d7d92b fix broken links, clarify documentation 2024-02-22 12:46:44 -08:00
David Koski
b6d1e14465 initial commit 2024-02-22 10:41:02 -08:00