When isn’t possible to have an extremely big simulation grid, it’s possible to split it and simulate it separately.
First, split source by clusters:
We can simulate every cluster separately.
To have a sim that is a bit smoother at the edges, we can use sink volumes to fade the border.
Simulate all clusters in one go with wedging:
After merging all grids:
Download a free Houdini scene at Gumroad