# In the "on-off" example set, the network must learn to produce the correct
# output and then shut off the output units once they are correct.  The "on"
# task just requires the outputs to be turned on.  Notice the use of soft
# clamping of the input group.

addNet on-off -i 4 -t 10 CONTINUOUS

addGroup input  6  INPUT DOT_PRODUCT SOFT_CLAMP BIASED IN_INTEGR
addGroup hidden 10 IN_INTEGR
addGroup output 6  OUTPUT IN_INTEGR

connectGroups input  hidden -bi
connectGroups hidden hidden
connectGroups hidden output -bi
connectGroups output output

loadExamples on-off2.ex -s on
loadExamples on-off.ex -s on-off

setObj clampStrength     0.9
setObj trainGroupCrit    0.05
setObj testGroupCrit     0.1
setObj groupCritRequired 1
setObj minCritBatches    5
setObj numUpdates        500