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8: CUDA and OpenCL Support
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Software Development
Loaded GPU Programs Behave as
Mathematica
Functions
Once GPU programs are loaded, they behave like any
Mathematica
function. Here an image is passed to a CUDA function.
In[1]:=
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src = " __device__ int xclamp(int val, int low, int high) { return val <= low ? low : (val >= high ? high : val); } __device__ int adjust(int pixel, float lowIn, float highIn, float \ lowOut, float highOut, float gamma) { float res, val; val = xclamp(pixel, lowIn, highIn); res = pow((val  lowIn) / (highIn  lowIn), gamma); res = res * (highOut  lowOut)  lowOut; return res + 0.5f; } __global__ void imageAdjust(int * img, int width, int height, int \ channels, float lowIn, float highIn, float lowOut, float highOut, \ float gamma) { int xIndex = threadIdx.x + blockIdx.x * blockDim.x; int yIndex = threadIdx.y + blockIdx.y * blockDim.y; if (xIndex >= width  yIndex >= height) return ; int pos = channels * (yIndex * width + xIndex); for (int ii = 0; ii < channels; ii++) { img[pos + ii] = adjust(img[pos + ii], 255*lowIn, 255*highIn, \ 255*lowOut, 255*highOut, gamma); } }";
In[2]:=
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cCUDAImageAdjust = CUDAFunctionLoad[src, "imageAdjust", {{_Integer}, _Integer, _Integer, _Integer, "Float", "Float", "Float", "Float", "Float"}, {16, 16}]
In[3]:=
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CUDAImageAdjust[img_Image, {lowIn_Real, highIn_Real}, gamma_: 1.0] /; Head[gamma] == Real := CUDAImageAdjust[img, {lowIn, highIn}, {0.0, 1.0}, gamma] CUDAImageAdjust[ img_Image, {lowIn_Real, highIn_Real}, {lowOut_Real, highOut_Real}, gamma_: 1.0] := Module[{width, height, channels}, {height, width, channels} = Flatten[{ImageDimensions[img], ImageChannels[img]}]; cCUDAImageAdjust[img, width, height, channels, lowIn, highIn, lowOut, highOut, gamma, {width, height}] // First ]
In[4]:=
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CUDAImageAdjust[\!\(\* GraphicsBox[ TagBox[RasterBox[CompressedData[" 1:eJzMvQeUHNW5tnvWvf85NhlJoAASUUgkCZRz1ow0Gk3OOSdNzjl2zjlWVVdX 6DAzkhA5OBzngLGP7WP7AAZjkoSkGQEGY59/3bvW/Xbt7uqa7pGQObb/u9bj vXZVj2QWfvqbd397V/n+6vbs+v/rX/7lX7q/DkN2Vf+hrq6qwZz/BReHB3vq qv9vmJDwn0/gP2jeOmZtG7fFmLAD7ZOOjimnSKfMhemSu0W65e4ehUdKn8o7 oPQMKj1DKi8woiFFhlXkkIoAhtVkBE2MES2FGdNR4/pFmDD4MJNGWpxPGOhJ ox8zZWJkZlZm9sstfoWNiWD1y61+uCkzM5gpE/5JmDByCwuIkygcRvjbRKR/ XITFyMzwwxxM5BZebgkorEGFJYAmUYT78UzCH7HwU8JkwsTiccLMT1gCmHEz jxkzcSKjRhYzZuTHjAHMiJ5LZNTAY0YM3LCEESMP4PmQnpUyDKMOMahlBtR0 P8KHRg2DGdCyIuKl+GmfhulRx+hW+aV0KelOhQ/Akw6FH9Mup6W0yXxA6xQF tEySzZNk0yQh0jjhjaNh3FM/5hapG3Ul+gwyX4/PcTIn+jysJsDkUS01rqVG NcSI2juqJkSktsPPYMZ11MRiTOp9AJoLkykwGdw2oMmUkZYZ/TKTXw5mmv0K C620+VV2FoAJXMoBM4OBH5OZ8IRRmFkATSxsIuIfkUdlvobP4Ce2WmHlE1nU 56mo0gt8tnyJz5KbAdFnUd04wOphHTuymMlSpWO2Cz8PDAk+I6VVX+LzoI4T lY7zOU5p0WfMP85ncLgdHBZJkPlLfe5VegE8kfosKj2uJcc0BIwImGgIuPxq PiOBQWa9ILPRJwOZTbQcZAaTzWCmX2n1qWx+jZ0BYAKXoLTCwkRAP8MorSwa 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Out[4]=