I'm want to make a random searcher of parameters but I don't know how to generate a random but unique combination of indexes, under a range. For example, I have these parameters:
hyperparams = {
'size': [200, 300, 400],
'min_count': [1, 2, 3, 4, 5],
'iter': [50, 100],
'window': [4, 5, 7, 10],
'alpha': [0.025, 0.01],
'min_alpha': [0.025, 1e-4],
}
I want to generate unique combinations of them, and each index has a range for n number of time. i.e.
random_and_unique_combination=[1,3,2,1,2,1]
which...
Index 0 is the size.
Index 1 is min_count.
Index 2 is iter.
and so on...
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