def buildNetwork(self):
"""
Builds the neural network with a fixed structure,
and a variable number of outputs.
"""
self.inputLayer = InputLayer()
convLayer = ConvolutionalLayer(5,10)
poolLayer = PoolingLayer(4)
reluLayer = ReluLayer()
convLayer2 = ConvolutionalLayer(4,20)
pool2Layer = PoolingLayer(2)
flattenLayer = FlattenLayer()
reluLayer2 = ReluLayer()
fullLayer = FullyConnectedLayer(20)
self.outputLayer = OutputLayer(self.numOutputs)
fullLayer.connect(self.outputLayer)
flattenLayer.connect(fullLayer)
reluLayer2.connect(flattenLayer)
pool2Layer.connect(reluLayer2)
convLayer2.connect(pool2Layer)
reluLayer.connect(convLayer2)
poolLayer.connect(reluLayer)
convLayer.connect(poolLayer)
self.inputLayer.connect(convLayer)
