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Found that sqrt is not needed to calculate as inequation
max_width / sqrt(D) < theta
equals to inequation
D > max_width² / theta²
(at least when all positive)and when
T = 1 / theta²
can be precalculatedfinally leads to inequation
D > max_width² * T
Seeing about 4% computation time decrease (from 100 seconds to 96 seconds) for learning phase with 1000 iterations for input of 10000 x 200 samples.