public override Volume Forward(Volume input, bool isTraining = false)
{
this.InputActivation = input;
var outputActivation = input.CloneAndZero();
var length = input.Weights.Length;
#if PARALLEL
Parallel.For(0, length, i =>
#else
for (var i = 0; i < length; i++)
#endif
{ outputActivation.Weights[i] = Math.Tanh(input.Weights[i]); }
public static Volume Flip(this Volume volume, FlipMode mode)
{
Volume result = volume;
if (mode == FlipMode.LeftRight || mode == FlipMode.Both)
{
// flip volume horziontally
var w = volume.CloneAndZero();
for (var x = 0; x < volume.Width; x++)
{
for (var y = 0; y < volume.Height; y++)
{
for (var depth = 0; depth < volume.Depth; depth++)
{
w.Set(x, y, depth, volume.Get(volume.Width - x - 1, y, depth)); // copy data over
}
}
}
result = w; //swap
}
if (mode == FlipMode.UpDown || mode == FlipMode.Both)
{
// flip volume horziontally
var w = volume.CloneAndZero();
for (var x = 0; x < volume.Width; x++)
{
for (var y = 0; y < volume.Height; y++)
{
for (var depth = 0; depth < volume.Depth; depth++)
{
w.Set(x, y, depth, result.Get(x, volume.Height - y - 1, depth)); // copy data over
}
}
}
result = w; //swap
}
return(result);
}
public override Volume Forward(Volume input, bool isTraining = false)
{
this.InputActivation = input;
var volume2 = input.CloneAndZero();
var length = input.Weights.Length;
double[] v2w = volume2.Weights;
double[] vw = input.Weights;
for (var i = 0; i < length; i++)
{
v2w[i] = 1.0 / (1.0 + Math.Exp(-vw[i]));
}
this.OutputActivation = volume2;
return this.OutputActivation;
}
public override Volume Forward(Volume input, bool isTraining = false)
{
this.InputActivation = input;
var volume2 = input.CloneAndZero();
var length = input.Weights.Length;
double[] v2w = volume2.Weights;
double[] vw = input.Weights;
for (var i = 0; i < length; i++)
{
v2w[i] = 1.0 / (1.0 + Math.Exp(-vw[i]));
}
this.OutputActivation = volume2;
return(this.OutputActivation);
}
public override Volume Forward(Volume input, bool isTraining = false)
{
this.InputActivation = input;
var outputActivation = input.CloneAndZero();
var length = input.Weights.Length;
#if PARALLEL
Parallel.For(0, length, i =>
#else
for (var i = 0; i < length; i++)
#endif
{ outputActivation.Weights[i] = Math.Tanh(input.Weights[i]); }
#if PARALLEL
);
#endif
this.OutputActivation = outputActivation;
return this.OutputActivation;
}
