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-rw-r--r--cuda/3d/arith3d.cu610
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diff --git a/cuda/3d/arith3d.cu b/cuda/3d/arith3d.cu
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+++ b/cuda/3d/arith3d.cu
@@ -0,0 +1,610 @@
+/*
+-----------------------------------------------------------------------
+Copyright 2012 iMinds-Vision Lab, University of Antwerp
+
+Contact: astra@ua.ac.be
+Website: http://astra.ua.ac.be
+
+
+This file is part of the
+All Scale Tomographic Reconstruction Antwerp Toolbox ("ASTRA Toolbox").
+
+The ASTRA Toolbox is free software: you can redistribute it and/or modify
+it under the terms of the GNU General Public License as published by
+the Free Software Foundation, either version 3 of the License, or
+(at your option) any later version.
+
+The ASTRA Toolbox is distributed in the hope that it will be useful,
+but WITHOUT ANY WARRANTY; without even the implied warranty of
+MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
+GNU General Public License for more details.
+
+You should have received a copy of the GNU General Public License
+along with the ASTRA Toolbox. If not, see <http://www.gnu.org/licenses/>.
+
+-----------------------------------------------------------------------
+$Id$
+*/
+
+#include "util3d.h"
+#include "arith3d.h"
+#include <cassert>
+
+namespace astraCUDA3d {
+
+struct opAddScaled {
+ __device__ void operator()(float& out, const float in, const float inp) {
+ out += in * inp;
+ }
+};
+struct opScaleAndAdd {
+ __device__ void operator()(float& out, const float in, const float inp) {
+ out = in + out * inp;
+ }
+};
+struct opAddMulScaled {
+ __device__ void operator()(float& out, const float in1, const float in2, const float inp) {
+ out += in1 * in2 * inp;
+ }
+};
+struct opAddMul {
+ __device__ void operator()(float& out, const float in1, const float in2) {
+ out += in1 * in2;
+ }
+};
+struct opMul {
+ __device__ void operator()(float& out, const float in) {
+ out *= in;
+ }
+};
+struct opMul2 {
+ __device__ void operator()(float& out, const float in1, const float in2) {
+ out *= in1 * in2;
+ }
+};
+struct opDividedBy {
+ __device__ void operator()(float& out, const float in) {
+ if (out > 0.000001f) // out is assumed to be positive
+ out = in / out;
+ else
+ out = 0.0f;
+ }
+};
+struct opInvert {
+ __device__ void operator()(float& out) {
+ if (out > 0.000001f) // out is assumed to be positive
+ out = 1 / out;
+ else
+ out = 0.0f;
+ }
+};
+struct opSet {
+ __device__ void operator()(float& out, const float inp) {
+ out = inp;
+ }
+};
+struct opClampMin {
+ __device__ void operator()(float& out, const float inp) {
+ if (out < inp)
+ out = inp;
+ }
+};
+struct opClampMax {
+ __device__ void operator()(float& out, const float inp) {
+ if (out > inp)
+ out = inp;
+ }
+};
+
+
+
+
+template<class op, unsigned int padX, unsigned int padY, unsigned int repeat>
+__global__ void devtoD(float* pfOut, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ unsigned int x = threadIdx.x + 16*blockIdx.x;
+ if (x >= width) return;
+
+ unsigned int y = (threadIdx.y + 16*blockIdx.y)*repeat;
+ unsigned int off = (y+padY)*pitch+x+padX;
+ for (unsigned int i = 0; i < repeat; ++i) {
+ if (y >= height)
+ break;
+ op()(pfOut[off]);
+ off += pitch;
+ y++;
+ }
+}
+
+template<class op, unsigned int padX, unsigned int padY, unsigned int repeat>
+__global__ void devFtoD(float* pfOut, float fParam, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ unsigned int x = threadIdx.x + 16*blockIdx.x;
+ if (x >= width) return;
+
+ unsigned int y = (threadIdx.y + 16*blockIdx.y)*repeat;
+ unsigned int off = (y+padY)*pitch+x+padX;
+ for (unsigned int i = 0; i < repeat; ++i) {
+ if (y >= height)
+ break;
+ op()(pfOut[off], fParam);
+ off += pitch;
+ y++;
+ }
+}
+
+
+template<class op, unsigned int padX, unsigned int padY, unsigned int repeat>
+__global__ void devDtoD(float* pfOut, const float* pfIn, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ unsigned int x = threadIdx.x + 16*blockIdx.x;
+ if (x >= width) return;
+
+ unsigned int y = (threadIdx.y + 16*blockIdx.y)*repeat;
+ unsigned int off = (y+padY)*pitch+x+padX;
+ for (unsigned int i = 0; i < repeat; ++i) {
+ if (y >= height)
+ break;
+ op()(pfOut[off], pfIn[off]);
+ off += pitch;
+ y++;
+ }
+}
+
+template<class op, unsigned int padX, unsigned int padY, unsigned int repeat>
+__global__ void devDFtoD(float* pfOut, const float* pfIn, float fParam, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ unsigned int x = threadIdx.x + 16*blockIdx.x;
+ if (x >= width) return;
+
+ unsigned int y = (threadIdx.y + 16*blockIdx.y)*repeat;
+ unsigned int off = (y+padY)*pitch+x+padX;
+ for (unsigned int i = 0; i < repeat; ++i) {
+ if (y >= height)
+ break;
+ op()(pfOut[off], pfIn[off], fParam);
+ off += pitch;
+ y++;
+ }
+}
+
+template<class op, unsigned int padX, unsigned int padY, unsigned int repeat>
+__global__ void devDDtoD(float* pfOut, const float* pfIn1, const float* pfIn2, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ unsigned int x = threadIdx.x + 16*blockIdx.x;
+ if (x >= width) return;
+
+ unsigned int y = (threadIdx.y + 16*blockIdx.y)*repeat;
+ unsigned int off = (y+padY)*pitch+x+padX;
+ for (unsigned int i = 0; i < repeat; ++i) {
+ if (y >= height)
+ break;
+ op()(pfOut[off], pfIn1[off], pfIn2[off]);
+ off += pitch;
+ y++;
+ }
+}
+
+template<class op, unsigned int padX, unsigned int padY, unsigned int repeat>
+__global__ void devDDFtoD(float* pfOut, const float* pfIn1, const float* pfIn2, float fParam, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ unsigned int x = threadIdx.x + 16*blockIdx.x;
+ if (x >= width) return;
+
+ unsigned int y = (threadIdx.y + 16*blockIdx.y)*repeat;
+ unsigned int off = (y+padY)*pitch+x+padX;
+ for (unsigned int i = 0; i < repeat; ++i) {
+ if (y >= height)
+ break;
+ op()(pfOut[off], pfIn1[off], pfIn2[off], fParam);
+ off += pitch;
+ y++;
+ }
+}
+
+
+
+
+
+
+
+
+
+template<typename op, VolType t>
+void processVol(CUdeviceptr* out, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((width+15)/16, (height+511)/512);
+
+ float *pfOut = (float*)out;
+
+ devtoD<op, 1, t, 32><<<gridSize, blockSize>>>(pfOut, pitch, width, height);
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op, VolType t>
+void processVol(CUdeviceptr* out, float fParam, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((width+15)/16, (height+15)/16);
+
+ float *pfOut = (float*)out;
+
+ devFtoD<op, 1, t, 32><<<gridSize, blockSize>>>(pfOut, fParam, pitch, width, height);
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op, VolType t>
+void processVol(CUdeviceptr* out, const CUdeviceptr* in, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((width+15)/16, (height+15)/16);
+
+ float *pfOut = (float*)out;
+ const float *pfIn = (const float*)in;
+
+ devDtoD<op, 1, t, 32><<<gridSize, blockSize>>>(pfOut, pfIn, pitch, width, height);
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op, VolType t>
+void processVol(CUdeviceptr* out, const CUdeviceptr* in, float fParam, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((width+15)/16, (height+15)/16);
+
+ float *pfOut = (float*)out;
+ const float *pfIn = (const float*)in;
+
+ devDFtoD<op, 1, t, 32><<<gridSize, blockSize>>>(pfOut, pfIn, fParam, pitch, width, height);
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op, VolType t>
+void processVol(CUdeviceptr* out, const CUdeviceptr* in1, const CUdeviceptr* in2, float fParam, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((width+15)/16, (height+15)/16);
+
+ float *pfOut = (float*)out;
+ const float *pfIn1 = (const float*)in1;
+ const float *pfIn2 = (const float*)in2;
+
+ devDDFtoD<op, 1, t, 32><<<gridSize, blockSize>>>(pfOut, pfIn1, pfIn2, fParam, pitch, width, height);
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op, VolType t>
+void processVol(CUdeviceptr* out, const CUdeviceptr* in1, const CUdeviceptr* in2, unsigned int pitch, unsigned int width, unsigned int height)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((width+15)/16, (height+15)/16);
+
+ float *pfOut = (float*)out;
+ const float *pfIn1 = (const float*)in1;
+ const float *pfIn2 = (const float*)in2;
+
+ devDDtoD<op, 1, t, 32><<<gridSize, blockSize>>>(pfOut, pfIn1, pfIn2, pitch, width, height);
+
+ cudaTextForceKernelsCompletion();
+}
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+template<typename op>
+void processVol3D(cudaPitchedPtr& out, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iVolX+15)/16, (dims.iVolY+511)/512);
+ float *pfOut = (float*)out.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iVolY;
+
+ for (unsigned int i = 0; i < dims.iVolZ; ++i) {
+ devtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, out.pitch/sizeof(float), dims.iVolX, dims.iVolY);
+ pfOut += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processVol3D(cudaPitchedPtr& out, float fParam, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iVolX+15)/16, (dims.iVolY+511)/512);
+ float *pfOut = (float*)out.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iVolY;
+
+ for (unsigned int i = 0; i < dims.iVolZ; ++i) {
+ devFtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, fParam, out.pitch/sizeof(float), dims.iVolX, dims.iVolY);
+ pfOut += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processVol3D(cudaPitchedPtr& out, const cudaPitchedPtr& in, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iVolX+15)/16, (dims.iVolY+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn = (float*)in.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iVolY;
+
+ for (unsigned int i = 0; i < dims.iVolZ; ++i) {
+ devDtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn, out.pitch/sizeof(float), dims.iVolX, dims.iVolY);
+ pfOut += step;
+ pfIn += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processVol3D(cudaPitchedPtr& out, const cudaPitchedPtr& in, float fParam, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iVolX+15)/16, (dims.iVolY+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn = (float*)in.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iVolY;
+
+ for (unsigned int i = 0; i < dims.iVolZ; ++i) {
+ devDFtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn, fParam, out.pitch/sizeof(float), dims.iVolX, dims.iVolY);
+ pfOut += step;
+ pfIn += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processVol3D(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, float fParam, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iVolX+15)/16, (dims.iVolY+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn1 = (float*)in1.ptr;
+ float *pfIn2 = (float*)in2.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iVolY;
+
+ for (unsigned int i = 0; i < dims.iVolZ; ++i) {
+ devDDFtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn1, pfIn2, fParam, out.pitch/sizeof(float), dims.iVolX, dims.iVolY);
+ pfOut += step;
+ pfIn1 += step;
+ pfIn2 += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processVol3D(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iVolX+15)/16, (dims.iVolY+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn1 = (float*)in1.ptr;
+ float *pfIn2 = (float*)in2.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iVolY;
+
+ for (unsigned int i = 0; i < dims.iVolZ; ++i) {
+ devDDtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn1, pfIn2, out.pitch/sizeof(float), dims.iVolX, dims.iVolY);
+ pfOut += step;
+ pfIn1 += step;
+ pfIn2 += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+
+
+
+
+
+
+
+
+
+
+
+
+template<typename op>
+void processSino3D(cudaPitchedPtr& out, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iProjU+15)/16, (dims.iProjAngles+511)/512);
+ float *pfOut = (float*)out.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iProjAngles;
+
+ for (unsigned int i = 0; i < dims.iProjV; ++i) {
+ devtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, out.pitch/sizeof(float), dims.iProjU, dims.iProjAngles);
+ pfOut += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processSino3D(cudaPitchedPtr& out, float fParam, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iProjU+15)/16, (dims.iProjAngles+511)/512);
+ float *pfOut = (float*)out.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iProjAngles;
+
+ for (unsigned int i = 0; i < dims.iProjV; ++i) {
+ devFtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, fParam, out.pitch/sizeof(float), dims.iProjU, dims.iProjAngles);
+ pfOut += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processSino3D(cudaPitchedPtr& out, const cudaPitchedPtr& in, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iProjU+15)/16, (dims.iProjAngles+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn = (float*)in.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iProjAngles;
+
+ for (unsigned int i = 0; i < dims.iProjV; ++i) {
+ devDtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn, out.pitch/sizeof(float), dims.iProjU, dims.iProjAngles);
+ pfOut += step;
+ pfIn += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processSino3D(cudaPitchedPtr& out, const cudaPitchedPtr& in, float fParam, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iProjU+15)/16, (dims.iProjAngles+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn = (float*)in.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iProjAngles;
+
+ for (unsigned int i = 0; i < dims.iProjV; ++i) {
+ devDFtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn, fParam, out.pitch/sizeof(float), dims.iProjU, dims.iProjAngles);
+ pfOut += step;
+ pfIn += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processSino3D(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, float fParam, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iProjU+15)/16, (dims.iProjAngles+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn1 = (float*)in1.ptr;
+ float *pfIn2 = (float*)in2.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iProjAngles;
+
+ for (unsigned int i = 0; i < dims.iProjV; ++i) {
+ devDDFtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn1, pfIn2, fParam, out.pitch/sizeof(float), dims.iProjU, dims.iProjAngles);
+ pfOut += step;
+ pfIn1 += step;
+ pfIn2 += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+template<typename op>
+void processSino3D(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, const SDimensions3D& dims)
+{
+ dim3 blockSize(16,16);
+ dim3 gridSize((dims.iProjU+15)/16, (dims.iProjAngles+511)/512);
+ float *pfOut = (float*)out.ptr;
+ float *pfIn1 = (float*)in1.ptr;
+ float *pfIn2 = (float*)in2.ptr;
+ unsigned int step = out.pitch/sizeof(float) * dims.iProjAngles;
+
+ for (unsigned int i = 0; i < dims.iProjV; ++i) {
+ devDDtoD<op, 0, 0, 32><<<gridSize, blockSize>>>(pfOut, pfIn1, pfIn2, out.pitch/sizeof(float), dims.iProjU, dims.iProjAngles);
+ pfOut += step;
+ pfIn1 += step;
+ pfIn2 += step;
+ }
+
+ cudaTextForceKernelsCompletion();
+}
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+#define INST_DFtoD(name) \
+ template void processVol<name, VOL>(CUdeviceptr* out, const CUdeviceptr* in, float fParam, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol<name, SINO>(CUdeviceptr* out, const CUdeviceptr* in, float fParam, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in, float fParam, const SDimensions3D& dims); \
+ template void processSino3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in, float fParam, const SDimensions3D& dims);
+
+#define INST_DtoD(name) \
+ template void processVol<name, VOL>(CUdeviceptr* out, const CUdeviceptr* in, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol<name, SINO>(CUdeviceptr* out, const CUdeviceptr* in, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in, const SDimensions3D& dims); \
+ template void processSino3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in, const SDimensions3D& dims);
+
+#define INST_DDtoD(name) \
+ template void processVol<name, VOL>(CUdeviceptr* out, const CUdeviceptr* in1, const CUdeviceptr* in2, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol<name, SINO>(CUdeviceptr* out, const CUdeviceptr* in1, const CUdeviceptr* in2, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, const SDimensions3D& dims); \
+ template void processSino3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, const SDimensions3D& dims);
+
+#define INST_DDFtoD(name) \
+ template void processVol<name, VOL>(CUdeviceptr* out, const CUdeviceptr* in1, const CUdeviceptr* in2, float fParam, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol<name, SINO>(CUdeviceptr* out, const CUdeviceptr* in1, const CUdeviceptr* in2, float fParam, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, float fParam, const SDimensions3D& dims); \
+ template void processSino3D<name>(cudaPitchedPtr& out, const cudaPitchedPtr& in1, const cudaPitchedPtr& in2, float fParam, const SDimensions3D& dims);
+
+
+#define INST_toD(name) \
+ template void processVol<name, VOL>(CUdeviceptr* out, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol<name, SINO>(CUdeviceptr* out, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol3D<name>(cudaPitchedPtr& out, const SDimensions3D& dims); \
+ template void processSino3D<name>(cudaPitchedPtr& out, const SDimensions3D& dims);
+
+#define INST_FtoD(name) \
+ template void processVol<name, VOL>(CUdeviceptr* out, float fParam, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol<name, SINO>(CUdeviceptr* out, float fParam, unsigned int pitch, unsigned int width, unsigned int height); \
+ template void processVol3D<name>(cudaPitchedPtr& out, float fParam, const SDimensions3D& dims); \
+ template void processSino3D<name>(cudaPitchedPtr& out, float fParam, const SDimensions3D& dims);
+
+
+
+INST_DFtoD(opAddScaled)
+INST_DFtoD(opScaleAndAdd)
+INST_DDFtoD(opAddMulScaled)
+INST_DDtoD(opAddMul)
+INST_DDtoD(opMul2)
+INST_DtoD(opMul)
+INST_DtoD(opDividedBy)
+INST_toD(opInvert)
+INST_FtoD(opSet)
+INST_FtoD(opClampMin)
+INST_FtoD(opClampMax)
+
+
+}