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The default loopfunctions in e.g. bayesopt ego neglect parameter tranformations
library(paradox) param_set = ps( batch_size = p_dbl(lower = log(16L, 2L), upper = log(512L, 2L), trafo = function(x) round(2^x)), max_unit = p_int(lower = log(64L, 2L), upper = log(1024L, 2L), trafo = function(x) round(2^x)), # TODO: In some datasets 1 or 5 does not appear (?) --> "True" bug num_layers = p_int(lower = 1L, upper = 5L), learning_rate = p_dbl(lower = 0, upper = 0.01), momentum = p_dbl(lower = 0.1, upper = 1), weight_decay = p_dbl(lower = 0, upper = 0.1) ) generate_design_lhs(param_set, 10)$data #> batch_size max_unit num_layers learning_rate momentum weight_decay #> 1: 6.540366 8 3 0.0073469584 0.2580694 0.036643739 #> 2: 7.537337 7 2 0.0039075324 0.8925294 0.087852658 #> 3: 6.236520 7 1 0.0057498131 0.1502718 0.010984017 #> 4: 5.152692 9 3 0.0092623739 0.9222579 0.059232363 #> 5: 8.808069 10 4 0.0026422184 0.6750566 0.069379779 #> 6: 7.283262 6 4 0.0019102086 0.8052755 0.025566310 #> 7: 4.330742 10 5 0.0005144738 0.3196749 0.040949245 #> 8: 8.342514 8 5 0.0083950503 0.4488279 0.075199702 #> 9: 4.624166 6 1 0.0066763976 0.5141848 0.098863804 #> 10: 5.970330 9 2 0.0043219303 0.6260611 0.002390107
Created on 2022-01-05 by the reprex package (v2.0.1)
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The default loopfunctions in e.g. bayesopt ego neglect parameter tranformations
Created on 2022-01-05 by the reprex package (v2.0.1)
The text was updated successfully, but these errors were encountered: