public void CalculateRelu(ReluLayer layer)
{
var dims = ComputeBlocksTreads(layer.Outputs.Length);
Gpu.Launch(dims.Item1, dims.Item2).CalculateReluGPU(
layer.Inputs.GPUArray,
layer.Outputs.GPUArray,
layer.Outputs.Length
);
}
public void BackPropagateRelu(ReluLayer layer)
{
var dims = ComputeBlocksTreads(layer.Inputs.Length);
Gpu.Launch(dims.Item1, dims.Item2).BackPropagateReluGPU(
layer.Inputs.Length,
layer.InputGradients.GPUArray,
layer.Gradients.GPUArray,
layer.Outputs.GPUArray
);
}
public ReluLayer AddReluLayer(string id = "")
{
var lastLayer = Layers.Last();
if (lastLayer == null)
{
throw new Exception("There must be one or more layers in the network");
}
var reluLayer = new ReluLayer(_gpuModule, lastLayer, id: id);
Layers.Add(reluLayer);
return(reluLayer);
}
public void BackPropagateRelu(ReluLayer layer)
{
var dims = ComputeBlocksTreads(layer.Inputs.Length);
Gpu.Launch(dims.Item1, dims.Item2).BackPropagateReluGPU(
layer.Inputs.Length,
layer.InputGradients.GPUArray,
layer.Gradients.GPUArray,
layer.Outputs.GPUArray
);
}
public void CalculateRelu(ReluLayer layer)
{
var dims = ComputeBlocksTreads(layer.Outputs.Length);
Gpu.Launch(dims.Item1, dims.Item2).CalculateReluGPU(
layer.Inputs.GPUArray,
layer.Outputs.GPUArray,
layer.Outputs.Length
);
}
public ReluLayer AddReluLayer(string id = "")
{
var lastLayer = Layers.Last();
if (lastLayer == null) throw new Exception("There must be one or more layers in the network");
var reluLayer = new ReluLayer(_gpuModule, lastLayer, id: id );
Layers.Add(reluLayer);
return reluLayer;
}