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How to decide cluster configuration

I am interested to know on what basis we decide cluster configuration like :

  1. Number of nodes we need
  2. RAM on each node
  3. how many master and slaves we need

is there some formula to calculate above specification , suppose if i have to build cluster for a huge dataset and other one for small data set how I will decide what configurations I have to consider before building cluster .