# This is a very simple digit recognition task.  You could probably solve this
# best with no hidden layers but we threw two in there to illustrate setting
# group types and connecting groups.

set hiddenSize 20

addNet   digits-$hiddenSize
addGroup input      20          INPUT
addGroup hidden     $hiddenSize
addGroup "hidden 2" $hiddenSize OUT_NOISE COSINE_COST
addGroup output     3           OUTPUT

connectGroups input hidden -p RANDOM -s 0.5
connectGroups hidden {"hidden 2"} output

loadExamples digits.ex  -s "clean set"
loadExamples digits2.ex -s "noisy set"

setObj learningRate 0.1

setObj input.numColumns 4
autoPlot
viewUnits
graphObject