Now as you have told, I have reduce the geometry's complexity. I am now considering only a portion(sector) of my model. please find the images attached.

when I use Boolean combine, the operation works. however, when I try to subtract the tool bodies(spherical balls) from the cylindrical body, it fails to do so. I get this error: