You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
36 lines
954 B
Python
36 lines
954 B
Python
FluidMLPRegressor : FluidManipulationClient {
|
|
|
|
const <identity = 0;
|
|
const <sigmoid = 1;
|
|
const <relu = 2;
|
|
const <tanh = 3;
|
|
|
|
*new {|server, hidden = #[3,3] , activation = 0, maxIter = 100, learnRate = 0.0001, momentum = 0.9, batchSize = 50|
|
|
var uid = UniqueID.next;
|
|
^super.new(server,*([hidden.size]++hidden++activation++maxIter++learnRate++
|
|
momentum++batchSize++uid))!?{|inst|inst.init(uid);inst}
|
|
}
|
|
|
|
init {|uid|
|
|
id = uid;
|
|
}
|
|
|
|
fit{|sourceDataSet, targetDataSet, action|
|
|
this.prSendMsg(\fit,
|
|
[sourceDataSet.asSymbol, targetDataSet.asSymbol],
|
|
action,numbers(FluidMessageResponse,_,1,_)
|
|
);
|
|
}
|
|
|
|
predict{ |sourceDataSet, targetDataSet, layer, action|
|
|
this.prSendMsg(\predict,
|
|
[sourceDataSet.asSymbol, targetDataSet.asSymbol,layer],
|
|
action);
|
|
}
|
|
|
|
predictPoint { |sourceBuffer, targetBuffer, layer action|
|
|
this.prSendMsg(\predictPoint,
|
|
[sourceBuffer.asUGenInput, targetBuffer.asUGenInput, layer], action);
|
|
}
|
|
}
|