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Can we reduce the rank of a high-rank LoRA?

Can we reduce the rank of a high-rank LoRA?

Can we lower the rank of high-rank LoRA to reduce mem requirements, have LoRAs in the same rank to enable torch.compile()?

Turns out that we can! That too w/ good'ol random projections & SVD 📷

Original vs. Reduced Rank 🐶

https://preview.redd.it/tspj5yhqcyqd1.png?width=720&format=png&auto=webp&s=feeef4ea119d5305d9db57dd63ae7bf48169aca7

Code, more results, detailed write up are in: https://huggingface.co/sayakpaul/lower-rank-flux-lora

submitted by /u/RepresentativeJob937
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