public DebugProcess(OpenDM.Unit.Process.UpdateInstance genfunc, OpenDM.Unit.Process.UpdateInstance epochfunc)
{
OpenDM.Gpgpu.State.Initialize();
int[] nodes = new int[] { iw, 512, 128, 128, 128, 128, ow };
process = new OpenDM.Unit.Process();
process.GenerateUpdate += genfunc;
process.EpochUpdate += epochfunc;
process.BatchSize = batch;
process.InputNoize = noize;
for (int n = 0; n < nodes.Length - 2; n++)
{
process.Units.AddGrid(new OpenDM.Grid.Affine(nodes[n], nodes[n + 1], Activator.Confirm(ActivationType.LReLU), Optimizer.Confirm(OptimizationType.Adam, -1, 0.5)).Initialize());
}
process.Units.AddGrid(new OpenDM.Grid.Affine(nodes[nodes.Length - 2], nodes[nodes.Length - 1], Activator.Confirm(ActivationType.Sigmoid), Optimizer.Confirm(OptimizationType.Adam, -1, 0.5)).Initialize());
for (int i = 0; i < 100; i++)
{
double x = (random.NextDouble() * 2 - 1), y = (random.NextDouble() * 2 - 1);
double r, g, b;
r = x > 0 ? 1 : 0; g = y > 0 ? 1 : 0; b = x * x + y * y < 0.5 * 0.5 ? 1 : 0;
process.Store.Add(new OpenDM.Store.Item.SourceItem(new R1dArray(iw, 1, x, y), new R1dArray(ow, 1, r, g, b)));
}
process.Start();
}