updating the space

Author: pbalapra

workflows/nt3_mlrMBO/data/parameter_set3.R

@@ -1,26 +1,15 @@
 # see https://cran.r-project.org/web/packages/ParamHelpers/ParamHelpers.pdfmakeNum
-# the parameter names should match names of the arguments expected by
-# the benchmark
+# the parameter names should match names of the arguments expected by the benchmark
+
 param.set <- makeParamSet(
   makeDiscreteParam("batch_size", values = c(16, 32, 64, 128, 256, 512)),
-  makeIntegerParam("epochs", lower = 1, upper = 2),
-  makeDiscreteParam("activation", values = c("softmax","elu","softplus","softsign", 
-  				  	   	"relu", "tanh","sigmoid","hard_sigmoid",
-						"linear")),
-  makeDiscreteParam("dense", values = c("500 100 50", "1000 500 100 50", 
-  			     	      	     "2000 1000 500 100 50")),
-  makeDiscreteParam("optimizer", values = c("adam", "sgd", "rmsprop","adagrad",
-  				 	  	    "adadelta","adamax","nadam")),
-  makeNumericParam("drop", lower = 0, upper = 0.5),
-  makeDiscreteParam("conv", values = c("50 50 50 50 50 1",
-  			    	     	   "25 25 25 25 25 1",
-					   "64 32 16 32 64 1",
-					   "100 100 100 100 100 1",
-  			    	     	   "32 20 16 32 10 1"))
+  makeIntegerParam("epochs", lower = 5, upper = 500),
+  makeDiscreteParam("activation", values = c("softmax", "elu", "softplus", "softsign", "relu", "tanh", "sigmoid", "hard_sigmoid", "linear")),
+  makeDiscreteParam("dense", values = c("500 100 50", "1000 500 100 50", "2000 1000 500 100 50", "2000 1000 1000 500 100 50", "2000 1000 1000 1000 500 100 50")),
+  makeDiscreteParam("optimizer", values = c("adam", "sgd", "rmsprop", "adagrad", "adadelta","adamax","nadam")),
+  makeNumericParam("drop", lower = 0, upper = 0.9),
+  makeNumericParam("learning_rate", lower = 0.00001, upper = 0.1),
+  makeDiscreteParam("conv", values = c("50 50 50 50 50 1", "25 25 25 25 25 1", "64 32 16 32 64 1", "100 100 100 100 100 1", "32 20 16 32 10 1"))
   ## DEBUG PARAMETERS: DON'T USE THESE IN PRODUCTION RUN
   ## makeDiscreteParam("conv", values = c("32 20 16 32 10 1"))
 )
-
-
-
-