Hi @yanhezhao,
It is true that in Non-Uniform refinement, the local cross-validation step generally is the most host-RAM intensive step due to the large number of FFTs required. This depends only on the box size of the volume, so we recommend downsampling particles if you are limited by memory errors. Please also refer to our reply on this post.
Best,
Michael