protected virtual void InitializeKernels()
{
if (sumCalculateFunction != null)
{
sumCalculate = GPUHelper.CreateKernel(sumCalculateFunction).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView3D <float>, ArrayView2D <float>, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
if (sumErrorFunction != null)
{
if (nextLayer != null)
{
sumForError = GPUHelper.CreateKernel(sumErrorFunction).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView2D <float>, ArrayView2D <float>, ArrayView3D <float>, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
else
{
sumForError = GPUHelper.CreateKernel(sumErrorFunction).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView2D <float>, ArrayView2D <float>, ArrayView3D <float>, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
}
if (adjustWheigtsFunction != null)
{
adjustWheigts = GPUHelper.CreateKernel(adjustWheigtsFunction).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView3D <float>, ArrayView2D <float>, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
if (activationFunction != null)
{
activation = GPUHelper.CreateKernel(activationFunction).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
if (derivationFunction != null)
{
derivation = GPUHelper.CreateKernel(derivationFunction).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
}
internal InputLayer2D(Size dimensions, Layer2D prevLayer, int sliceCount, string function = null) : base(prevLayer, null, sliceCount)
{
this.inputs = new MemoryBuffer2D <float> [sliceCount];
var widthOutput = (int)dimensions.Width;
var heightOutput = (int)dimensions.Height;
for (int i = 0; i < sliceCount; i++)
{
this.inputs[i] = GPUHelper.CreateBuffer(widthOutput, heightOutput);
this.activated[i] = GPUHelper.CreateBuffer(widthOutput, heightOutput);
this.sumInput[i] = GPUHelper.CreateBuffer(widthOutput, heightOutput);
}
if (function != null)
{
MethodInfo methodInfo = Type.GetType("DeepDave.Layer.Kernels.NormalizationFunctions").GetMethod(function, BindingFlags.NonPublic | BindingFlags.Static);
normalize = GPUHelper.CreateKernel(methodInfo).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView2D <float>, ArrayView2D <float>, ArrayView <float> > >();
}
}
protected override void InitializeKernels()
{
sumCalculateFunction = Type.GetType("DeepDave.Layer.Kernels.SumCalculate").GetMethod("FullyConnectedLayer2D", BindingFlags.NonPublic | BindingFlags.Static);
activationFunction = Type.GetType("DeepDave.Layer.Kernels.ActivationFunctions").GetMethod("Softmax", BindingFlags.NonPublic | BindingFlags.Static);
sumErrorFunction = Type.GetType("DeepDave.Layer.Kernels.SoftmaxFunctions").GetMethod("Error", BindingFlags.NonPublic | BindingFlags.Static);
adjustWheigtsFunction = Type.GetType("DeepDave.Layer.Kernels.WheightAdjustment").GetMethod("FullyConnectedLayer2D", BindingFlags.NonPublic | BindingFlags.Static);
var info = Type.GetType("DeepDave.Layer.Kernels.SoftmaxFunctions").GetMethod("SumActivatedOutputs", BindingFlags.NonPublic | BindingFlags.Static);
sumActivatedOutputs = GPUHelper.CreateKernel(info).CreateLauncherDelegate <Action <AcceleratorStream, Index1, ArrayView <float>, ArrayView2D <float> > >();
info = Type.GetType("DeepDave.Layer.Kernels.SoftmaxFunctions").GetMethod("DivisionBySumActivatedOutputs", BindingFlags.NonPublic | BindingFlags.Static);
divisionBySumActivatedOutputs = GPUHelper.CreateKernel(info).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView <float>, ArrayView2D <float>, ArrayView2D <float> > >();
info = Type.GetType("DeepDave.Layer.Kernels.DerivativeFunctions").GetMethod("Softmax", BindingFlags.NonPublic | BindingFlags.Static);
softmaxDerivative = GPUHelper.CreateKernel(info).CreateLauncherDelegate <Action <AcceleratorStream, Index2, ArrayView2D <float>, ArrayView2D <float> > >();
info = Type.GetType("DeepDave.Layer.Kernels.SoftmaxFunctions").GetMethod("Normalization", BindingFlags.NonPublic | BindingFlags.Static);
softmaxNormalization = GPUHelper.CreateKernel(info).CreateLauncherDelegate <Action <AcceleratorStream, Index1, ArrayView2D <float> > >();
base.InitializeKernels();
}
