Hi @Muhammad_Arslan, sorry for the slow reply.
No, not for SILVA - we usually use ~64 GB when training SILVA classifiers.
Perhaps you were training a different database? Greengenes doesn't need nearly as much RAM/Memory as SILVA, for example.
:qiime2: