Add the function for randomized SVD.

[hunghaoti]

Add the function for randomized SVD based on the paper: https://arxiv.org/pdf/2403.00562

[kaihsin]

FYI I believe the svd we used on CUDA side is via rsvd

[manuschneider]

FYI I believe the svd we used on CUDA side is via rsvd

How could one make the implementation of #619 faster on the GPU side by using what CUDA provides directly?

[hunghaoti]

Implemented in #619 .