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[research_projects] Update README.md to include a note about NF5 T5-xxl #9775

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Oct 26, 2024
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[research_projects] Update README.md to include a note about NF5 T5-xxl #9775

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5 changes: 3 additions & 2 deletions examples/research_projects/flux_lora_quantization/README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,8 @@

This example shows how to fine-tune [Flux.1 Dev](https://huggingface.co/black-forest-labs/FLUX.1-dev) with LoRA and quantization. We show this by using the [`Norod78/Yarn-art-style`](https://huggingface.co/datasets/Norod78/Yarn-art-style) dataset. Steps below summarize the workflow:

* We precompute the text embeddings in `compute_embeddings.py` and serialize them into a parquet file.
* We precompute the text embeddings in `compute_embeddings.py` and serialize them into a parquet file.
* Even though optional, we load the T5-xxl in NF4 to further reduce the memory foot-print.
* `train_dreambooth_lora_flux_miniature.py` takes care of training:
* Since we already precomputed the text embeddings, we don't load the text encoders.
* We load the VAE and use it to precompute the image latents and we then delete it.
Expand Down Expand Up @@ -163,4 +164,4 @@ image.save("yarn_merged.png")
|-------|-------|
| ![Image A](https://huggingface.co/datasets/sayakpaul/sample-datasets/resolve/main/quantized_flux_training/merged.png) | ![Image B](https://huggingface.co/datasets/sayakpaul/sample-datasets/resolve/main/quantized_flux_training/unmerged.png) |

As we can notice the first column result follows the style more closely.
As we can notice the first column result follows the style more closely.
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