C# Generic Arrays and math operations on it
- by msedi
Hello,
I'm currently involved in a project where I have very large image volumes. This volumes have to processed very fast (adding, subtracting, thresholding, and so on). Additionally most of the volume are so large that they event don't fit into the memory of the system.
For that reason I have created an abstract volume class (VoxelVolume) that host the volume and image data and overloads the operators so that it's possible to perform the regular mathematical operations on volumes. Thereby two more questions opened up which I will put into stackoverflow into two additional threads.
Here is my first question. My volume is implemented in a way that it only can contain float array data, but most of the containing data is from an UInt16 image source. Only operations on the volume can create float array images.
When I started implementing such a volume the class looked like following:
public abstract class VoxelVolume<T>
{
...
}
but then I realized that overloading the operators or return values would get more complicated. An example would be:
public abstract class VoxelVolume<T>
{
...
public static VoxelVolume<T> Import<T>(param string[] files)
{
}
}
also adding two overloading operators would be more complicated:
...
public static VoxelVolume<T> operator+(VoxelVolume<T> A, VoxelVolume<T> B)
{
...
}
Let's assume I can overcome the problems described above, nevertheless I have different types of arrays that contain the image data. Since I have fixed my type in the volumes to float the is no problem and I can do an unsafe operation when adding the contents of two image volume arrays. I have read a few threads here and had a look around the web, but found no real good explanation of what to do when I want to add two arrays of different types in a fast way. Unfortunately every math operation on generics is not possible, since C# is not able to calculate the size of the underlying data type. Of course there might by a way around this problem by using C++/CLR, but currently everything I have done so far, runs in 32bit and 64bit without having to do a thing. Switching to C++/CLR seemed to me (pleased correct me if I'm wrong) that I'm bound to a certain platform (32bit) and I have to compile two assemblies when I let the application run on another platform (64bit). Is this true?
So asked shortly: How is it possible to add two arrays of two different types in a fast way. Is it true that the developers of C# haven't thought about this. Switching to a different language (C# - C++) seems not to be an option.
I realize that simply performing this operation
float []A = new float[]{1,2,3};
byte []B = new byte[]{1,2,3};
float []C = A+B;
is not possible and unnecessary although it would be nice if it would work. My solution I was trying was following:
public static class ArrayExt
{
public static unsafe TResult[] Add<T1, T2, TResult>(T1 []A, T2 []B)
{
// Assume the length of both arrays is equal
TResult[] result = new TResult[A.Length];
GCHandle h1 = GCHandle.Alloc (A, Pinned);
GCHandle h2 = GCHandle.Alloc (B, Pinned);
GCHandle hR = GCHandle.Alloc (C, Pinned);
void *ptrA = h1.ToPointer();
void *ptrB = h2.ToPointer();
void *ptrR = hR.ToPointer();
for (int i=0; i<A.Length; i++)
{
*((TResult *)ptrR) = (TResult *)((T1)*ptrA + (T2)*ptrB));
}
h1.Free();
h2.Free();
hR.Free();
return result;
}
}
Please excuse if the code above is not quite correct, I wrote it without using an C# editor. Is such a solution a shown above thinkable? Please feel free to ask if I made a mistake or described some things incompletely.
Thanks for your help
Martin
