#include #include #include #include #include #include #include union { __m128 v; // SSE 4 x float vector float a[4]; // scalar array of 4 floats } U; int main() { { NeuralNetwork::ActivationFunction::Heaviside h(1.0); assert(h(0.2) == 0); assert(h(1.2) == 1); } { NeuralNetwork::ActivationFunction::Heaviside h(0.7); assert(h(0.2) == 0); assert(h(0.8) == 1); } { NeuralNetwork::ActivationFunction::Sigmoid s(0.7); assert(s(0.1) > 0.482407); assert(s(0.1) < 0.482607); assert(s(10) > 0.000901051); assert(s(10) < 0.000921051); } { NeuralNetwork::ActivationFunction::Sigmoid s(-5); assert(s(0.1) > 0.622359); assert(s(0.1) < 0.622559); assert(s(0.7) > 0.970588); assert(s(0.7) < 0.970788); } { NeuralNetwork::ActivationFunction::Sigmoid s(-0.7); U.a[0]=0.1; U.a[1]=10; U.v=s(U.v); assert(U.a[0] > 0.517483); assert(U.a[0] < 0.51750); assert(U.a[1] > 0.998989); assert(U.a[1] < 0.999189); } { NeuralNetwork::ActivationFunction::Linear s(1.0); assert(s(0.5) > 0.4999); assert(s(0.5) < 0.5001); assert(s(0.0) == 0.0); } { NeuralNetwork::ActivationFunction::Linear s(0.7); assert(s(0.0) == 0.0); assert(s(1.0) > 0.6999); assert(s(1.0) < 0.7001); } return 0; }