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hyperparametersgrid-searchgridsearchcv
Arash
Arash

Reputation: 139

splitting a hyper parameter grid to n-equal size subgrids

imagine you have a number of lists in python that build a large hyperparameter grid:

hp= {
   "p1": [1,2,3,4 ...],
   "p2": ['a', 'b' , ... ],
   ...
   }

how can you splits this hyper parameter grid to n subgrids such that:

1- the total combinations in the this n subgrids cover the total possibke combinations in the original large grid

and

2- all subgrids have roughly the same number of elements in them?

size(n1)~size(n2)~ ...

is there any algorithm for this?

Upvotes: 0

Views: 25

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