OpenCLFFT3D.cpp

/* -------------------------------------------------------------------------- *
 *                                   OpenMM                                   *
 * -------------------------------------------------------------------------- *
 * This is part of the OpenMM molecular simulation toolkit originating from   *
 * Simbios, the NIH National Center for Physics-Based Simulation of           *
 * Biological Structures at Stanford, funded under the NIH Roadmap for        *
 * Medical Research, grant U54 GM072970. See https://simtk.org.               *
 *                                                                            *
 * Portions copyright (c) 2009-2023 Stanford University and the Authors.      *
 * Authors: Peter Eastman                                                     *
 * Contributors:                                                              *
 *                                                                            *
 * This program is free software: you can redistribute it and/or modify       *
 * it under the terms of the GNU Lesser General Public License as published   *
 * by the Free Software Foundation, either version 3 of the License, or       *
 * (at your option) any later version.                                        *
 *                                                                            *
 * This program 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 Lesser General Public License for more details.                        *
 *                                                                            *
 * You should have received a copy of the GNU Lesser General Public License   *
 * along with this program.  If not, see <http://www.gnu.org/licenses/>.      *
 * -------------------------------------------------------------------------- */

#include "OpenCLFFT3D.h"
#include "OpenCLContext.h"
#include "OpenCLExpressionUtilities.h"
#include "OpenCLKernelSources.h"
#include "SimTKOpenMMRealType.h"
#include <algorithm>
#include <map>
#include <sstream>
#include <string>

using namespace OpenMM;
using namespace std;

#ifdef USE_VKFFT

OpenCLFFT3D::OpenCLFFT3D(OpenCLContext& context, int xsize, int ysize, int zsize, bool realToComplex) :
        context(context), xsize(xsize), ysize(ysize), zsize(zsize) {
    app = {};
    VkFFTConfiguration config = {};
    config.FFTdim = 3;
    config.size[0] = zsize;
    config.size[1] = ysize;
    config.size[2] = xsize;
    config.performR2C = realToComplex;
    config.doublePrecision = context.getUseDoublePrecision();
    config.device = &context.getDevice()();
    config.context = &context.getContext()();
    config.inverseReturnToInputBuffer = true;
    config.isInputFormatted = 1;
    config.inputBufferStride[0] = zsize;
    config.inputBufferStride[1] = ysize*zsize;
    config.inputBufferStride[2] = xsize*ysize*zsize;
    cl::Platform platform(context.getDevice().getInfo<CL_DEVICE_PLATFORM>());
    string platformVendor = platform.getInfo<CL_PLATFORM_VENDOR>();
    if (platformVendor.size() >= 5 && platformVendor.substr(0, 5) == "Intel") {
        // Intel's OpenCL uses low accuracy trig functions, so tell VkFFT to use lookup tables instead.
        config.useLUT = 1;
    }
    VkFFTResult result = initializeVkFFT(&app, config);
    if (result != VKFFT_SUCCESS)
        throw OpenMMException("Error initializing VkFFT: "+context.intToString(result));
}

OpenCLFFT3D::~OpenCLFFT3D() {
    deleteVkFFT(&app);
}

void OpenCLFFT3D::execFFT(OpenCLArray& in, OpenCLArray& out, bool forward) {
    VkFFTLaunchParams params = {};
    if (forward) {
        params.inputBuffer = &in.getDeviceBuffer()();
        params.buffer = &out.getDeviceBuffer()();
    }
    else {
        params.inputBuffer = &out.getDeviceBuffer()();
        params.buffer = &in.getDeviceBuffer()();
    }
    params.commandQueue = &context.getQueue()();
    VkFFTResult result = VkFFTAppend(&app, forward ? -1 : 1, &params);
    if (result != VKFFT_SUCCESS)
        throw OpenMMException("Error executing VkFFT: "+context.intToString(result));
}

#else

OpenCLFFT3D::OpenCLFFT3D(OpenCLContext& context, int xsize, int ysize, int zsize, bool realToComplex) :
        context(context), xsize(xsize), ysize(ysize), zsize(zsize) {
    packRealAsComplex = false;
    int packedXSize = xsize;
    int packedYSize = ysize;
    int packedZSize = zsize;
    if (realToComplex) {
        // If any axis size is even, we can pack the real values into a complex grid that is only half as large.
        // Look for an appropriate axis.
        
        packRealAsComplex = true;
        int packedAxis, bufferSize;
        if (xsize%2 == 0) {
            packedAxis = 0;
            packedXSize /= 2;
            bufferSize = packedXSize;
        }
        else if (ysize%2 == 0) {
            packedAxis = 1;
            packedYSize /= 2;
            bufferSize = packedYSize;
        }
        else if (zsize%2 == 0) {
            packedAxis = 2;
            packedZSize /= 2;
            bufferSize = packedZSize;
        }
        else
            packRealAsComplex = false;
        if (packRealAsComplex) {
            // Build the kernels for packing and unpacking the data.
            
            map<string, string> defines;
            defines["XSIZE"] = context.intToString(xsize);
            defines["YSIZE"] = context.intToString(ysize);
            defines["ZSIZE"] = context.intToString(zsize);
            defines["PACKED_AXIS"] = context.intToString(packedAxis);
            defines["PACKED_XSIZE"] = context.intToString(packedXSize);
            defines["PACKED_YSIZE"] = context.intToString(packedYSize);
            defines["PACKED_ZSIZE"] = context.intToString(packedZSize);
            defines["M_PI"] = context.doubleToString(M_PI);
            cl::Program program = context.createProgram(OpenCLKernelSources::fftR2C, defines);
            packForwardKernel = cl::Kernel(program, "packForwardData");
            unpackForwardKernel = cl::Kernel(program, "unpackForwardData");
            unpackForwardKernel.setArg(2, bufferSize*(context.getUseDoublePrecision() ? sizeof(mm_double2) : sizeof(mm_float2)), NULL);
            packBackwardKernel = cl::Kernel(program, "packBackwardData");
            packBackwardKernel.setArg(2, bufferSize*(context.getUseDoublePrecision() ? sizeof(mm_double2) : sizeof(mm_float2)), NULL);
            unpackBackwardKernel = cl::Kernel(program, "unpackBackwardData");
        }
    }
    bool inputIsReal = (realToComplex && !packRealAsComplex);
    zkernel = createKernel(packedXSize, packedYSize, packedZSize, zthreads, 0, true, inputIsReal);
    xkernel = createKernel(packedYSize, packedZSize, packedXSize, xthreads, 1, true, inputIsReal);
    ykernel = createKernel(packedZSize, packedXSize, packedYSize, ythreads, 2, true, inputIsReal);
    invzkernel = createKernel(packedXSize, packedYSize, packedZSize, zthreads, 0, false, inputIsReal);
    invxkernel = createKernel(packedYSize, packedZSize, packedXSize, xthreads, 1, false, inputIsReal);
    invykernel = createKernel(packedZSize, packedXSize, packedYSize, ythreads, 2, false, inputIsReal);
}

void OpenCLFFT3D::execFFT(OpenCLArray& in, OpenCLArray& out, bool forward) {
    cl::Kernel kernel1 = (forward ? zkernel : invzkernel);
    cl::Kernel kernel2 = (forward ? xkernel : invxkernel);
    cl::Kernel kernel3 = (forward ? ykernel : invykernel);
    if (packRealAsComplex) {
        cl::Kernel packKernel = (forward ? packForwardKernel : packBackwardKernel);
        cl::Kernel unpackKernel = (forward ? unpackForwardKernel : unpackBackwardKernel);
        int gridSize = xsize*ysize*zsize/2;

        // Pack the data into a half sized grid.
        
        packKernel.setArg<cl::Buffer>(0, in.getDeviceBuffer());
        packKernel.setArg<cl::Buffer>(1, out.getDeviceBuffer());
        context.executeKernel(packKernel, gridSize);
        
        // Perform the FFT.
        
        kernel1.setArg<cl::Buffer>(0, out.getDeviceBuffer());
        kernel1.setArg<cl::Buffer>(1, in.getDeviceBuffer());
        context.executeKernel(kernel1, gridSize, zthreads);
        kernel2.setArg<cl::Buffer>(0, in.getDeviceBuffer());
        kernel2.setArg<cl::Buffer>(1, out.getDeviceBuffer());
        context.executeKernel(kernel2, gridSize, xthreads);
        kernel3.setArg<cl::Buffer>(0, out.getDeviceBuffer());
        kernel3.setArg<cl::Buffer>(1, in.getDeviceBuffer());
        context.executeKernel(kernel3, gridSize, ythreads);
        
        // Unpack the data.
        
        unpackKernel.setArg<cl::Buffer>(0, in.getDeviceBuffer());
        unpackKernel.setArg<cl::Buffer>(1, out.getDeviceBuffer());
        context.executeKernel(unpackKernel, gridSize);
    }
    else {
        kernel1.setArg<cl::Buffer>(0, in.getDeviceBuffer());
        kernel1.setArg<cl::Buffer>(1, out.getDeviceBuffer());
        context.executeKernel(kernel1, xsize*ysize*zsize, zthreads);
        kernel2.setArg<cl::Buffer>(0, out.getDeviceBuffer());
        kernel2.setArg<cl::Buffer>(1, in.getDeviceBuffer());
        context.executeKernel(kernel2, xsize*ysize*zsize, xthreads);
        kernel3.setArg<cl::Buffer>(0, in.getDeviceBuffer());
        kernel3.setArg<cl::Buffer>(1, out.getDeviceBuffer());
        context.executeKernel(kernel3, xsize*ysize*zsize, ythreads);
    }
}

cl::Kernel OpenCLFFT3D::createKernel(int xsize, int ysize, int zsize, int& threads, int axis, bool forward, bool inputIsReal) {
    int maxThreads = min(256, (int) context.getDevice().getInfo<CL_DEVICE_MAX_WORK_GROUP_SIZE>());
    while (maxThreads > 128 && maxThreads-64 >= zsize)
        maxThreads -= 64;
    bool isCPU = context.getDevice().getInfo<CL_DEVICE_TYPE>() == CL_DEVICE_TYPE_CPU;
    while (true) {
        bool loopRequired = (zsize > maxThreads || isCPU);
        stringstream source;
        int blocksPerGroup = (loopRequired ? 1 : max(1, maxThreads/zsize));
        int stage = 0;
        int L = zsize;
        int m = 1;

        // Factor zsize, generating an appropriate block of code for each factor.

        while (L > 1) {
            int input = stage%2;
            int output = 1-input;
            int radix;
            if (L%7 == 0)
                radix = 7;
            else if (L%5 == 0)
                radix = 5;
            else if (L%4 == 0)
                radix = 4;
            else if (L%3 == 0)
                radix = 3;
            else if (L%2 == 0)
                radix = 2;
            else
                throw OpenMMException("Illegal size for FFT: "+context.intToString(zsize));
            source<<"{\n";
            L = L/radix;
            source<<"// Pass "<<(stage+1)<<" (radix "<<radix<<")\n";
            if (loopRequired) {
                source<<"for (int i = get_local_id(0); i < "<<(L*m)<<"; i += get_local_size(0)) {\n";
                source<<"int base = i;\n";
            }
            else {
                source<<"if (get_local_id(0) < "<<(blocksPerGroup*L*m)<<") {\n";
                source<<"int block = get_local_id(0)/"<<(L*m)<<";\n";
                source<<"int i = get_local_id(0)-block*"<<(L*m)<<";\n";
                source<<"int base = i+block*"<<zsize<<";\n";
            }
            source<<"int j = i/"<<m<<";\n";
            if (radix == 7) {
                source<<"real2 c0 = data"<<input<<"[base];\n";
                source<<"real2 c1 = data"<<input<<"[base+"<<(L*m)<<"];\n";
                source<<"real2 c2 = data"<<input<<"[base+"<<(2*L*m)<<"];\n";
                source<<"real2 c3 = data"<<input<<"[base+"<<(3*L*m)<<"];\n";
                source<<"real2 c4 = data"<<input<<"[base+"<<(4*L*m)<<"];\n";
                source<<"real2 c5 = data"<<input<<"[base+"<<(5*L*m)<<"];\n";
                source<<"real2 c6 = data"<<input<<"[base+"<<(6*L*m)<<"];\n";
                source<<"real2 d0 = c1+c6;\n";
                source<<"real2 d1 = c1-c6;\n";
                source<<"real2 d2 = c2+c5;\n";
                source<<"real2 d3 = c2-c5;\n";
                source<<"real2 d4 = c4+c3;\n";
                source<<"real2 d5 = c4-c3;\n";
                source<<"real2 d6 = d2+d0;\n";
                source<<"real2 d7 = d5+d3;\n";
                source<<"real2 b0 = c0+d6+d4;\n";
                source<<"real2 b1 = "<<context.doubleToString((cos(2*M_PI/7)+cos(4*M_PI/7)+cos(6*M_PI/7))/3-1)<<"*(d6+d4);\n";
                source<<"real2 b2 = "<<context.doubleToString((2*cos(2*M_PI/7)-cos(4*M_PI/7)-cos(6*M_PI/7))/3)<<"*(d0-d4);\n";
                source<<"real2 b3 = "<<context.doubleToString((cos(2*M_PI/7)-2*cos(4*M_PI/7)+cos(6*M_PI/7))/3)<<"*(d4-d2);\n";
                source<<"real2 b4 = "<<context.doubleToString((cos(2*M_PI/7)+cos(4*M_PI/7)-2*cos(6*M_PI/7))/3)<<"*(d2-d0);\n";
                source<<"real2 b5 = -(SIGN)*"<<context.doubleToString((sin(2*M_PI/7)+sin(4*M_PI/7)-sin(6*M_PI/7))/3)<<"*(d7+d1);\n";
                source<<"real2 b6 = -(SIGN)*"<<context.doubleToString((2*sin(2*M_PI/7)-sin(4*M_PI/7)+sin(6*M_PI/7))/3)<<"*(d1-d5);\n";
                source<<"real2 b7 = -(SIGN)*"<<context.doubleToString((sin(2*M_PI/7)-2*sin(4*M_PI/7)-sin(6*M_PI/7))/3)<<"*(d5-d3);\n";
                source<<"real2 b8 = -(SIGN)*"<<context.doubleToString((sin(2*M_PI/7)+sin(4*M_PI/7)+2*sin(6*M_PI/7))/3)<<"*(d3-d1);\n";
                source<<"real2 t0 = b0+b1;\n";
                source<<"real2 t1 = b2+b3;\n";
                source<<"real2 t2 = b4-b3;\n";
                source<<"real2 t3 = -b2-b4;\n";
                source<<"real2 t4 = b6+b7;\n";
                source<<"real2 t5 = b8-b7;\n";
                source<<"real2 t6 = -b8-b6;\n";
                source<<"real2 t7 = t0+t1;\n";
                source<<"real2 t8 = t0+t2;\n";
                source<<"real2 t9 = t0+t3;\n";
                source<<"real2 t10 = (real2) (t4.y+b5.y, -(t4.x+b5.x));\n";
                source<<"real2 t11 = (real2) (t5.y+b5.y, -(t5.x+b5.x));\n";
                source<<"real2 t12 = (real2) (t6.y+b5.y, -(t6.x+b5.x));\n";
                source<<"data"<<output<<"[base+6*j*"<<m<<"] = b0;\n";
                source<<"data"<<output<<"[base+(6*j+1)*"<<m<<"] = multiplyComplex(w[j*"<<zsize<<"/"<<(7*L)<<"], t7-t10);\n";
                source<<"data"<<output<<"[base+(6*j+2)*"<<m<<"] = multiplyComplex(w[j*"<<(2*zsize)<<"/"<<(7*L)<<"], t9-t12);\n";
                source<<"data"<<output<<"[base+(6*j+3)*"<<m<<"] = multiplyComplex(w[j*"<<(3*zsize)<<"/"<<(7*L)<<"], t8+t11);\n";
                source<<"data"<<output<<"[base+(6*j+4)*"<<m<<"] = multiplyComplex(w[j*"<<(4*zsize)<<"/"<<(7*L)<<"], t8-t11);\n";
                source<<"data"<<output<<"[base+(6*j+5)*"<<m<<"] = multiplyComplex(w[j*"<<(5*zsize)<<"/"<<(7*L)<<"], t9+t12);\n";
                source<<"data"<<output<<"[base+(6*j+6)*"<<m<<"] = multiplyComplex(w[j*"<<(6*zsize)<<"/"<<(7*L)<<"], t7+t10);\n";
            }
            else if (radix == 5) {
                source<<"real2 c0 = data"<<input<<"[base];\n";
                source<<"real2 c1 = data"<<input<<"[base+"<<(L*m)<<"];\n";
                source<<"real2 c2 = data"<<input<<"[base+"<<(2*L*m)<<"];\n";
                source<<"real2 c3 = data"<<input<<"[base+"<<(3*L*m)<<"];\n";
                source<<"real2 c4 = data"<<input<<"[base+"<<(4*L*m)<<"];\n";
                source<<"real2 d0 = c1+c4;\n";
                source<<"real2 d1 = c2+c3;\n";
                source<<"real2 d2 = "<<context.doubleToString(sin(0.4*M_PI))<<"*(c1-c4);\n";
                source<<"real2 d3 = "<<context.doubleToString(sin(0.4*M_PI))<<"*(c2-c3);\n";
                source<<"real2 d4 = d0+d1;\n";
                source<<"real2 d5 = "<<context.doubleToString(0.25*sqrt(5.0))<<"*(d0-d1);\n";
                source<<"real2 d6 = c0-0.25f*d4;\n";
                source<<"real2 d7 = d6+d5;\n";
                source<<"real2 d8 = d6-d5;\n";
                string coeff = context.doubleToString(sin(0.2*M_PI)/sin(0.4*M_PI));
                source<<"real2 d9 = (SIGN)*(real2) (d2.y+"<<coeff<<"*d3.y, -d2.x-"<<coeff<<"*d3.x);\n";
                source<<"real2 d10 = (SIGN)*(real2) ("<<coeff<<"*d2.y-d3.y, d3.x-"<<coeff<<"*d2.x);\n";
                source<<"data"<<output<<"[base+4*j*"<<m<<"] = c0+d4;\n";
                source<<"data"<<output<<"[base+(4*j+1)*"<<m<<"] = multiplyComplex(w[j*"<<zsize<<"/"<<(5*L)<<"], d7+d9);\n";
                source<<"data"<<output<<"[base+(4*j+2)*"<<m<<"] = multiplyComplex(w[j*"<<(2*zsize)<<"/"<<(5*L)<<"], d8+d10);\n";
                source<<"data"<<output<<"[base+(4*j+3)*"<<m<<"] = multiplyComplex(w[j*"<<(3*zsize)<<"/"<<(5*L)<<"], d8-d10);\n";
                source<<"data"<<output<<"[base+(4*j+4)*"<<m<<"] = multiplyComplex(w[j*"<<(4*zsize)<<"/"<<(5*L)<<"], d7-d9);\n";
            }
            else if (radix == 4) {
                source<<"real2 c0 = data"<<input<<"[base];\n";
                source<<"real2 c1 = data"<<input<<"[base+"<<(L*m)<<"];\n";
                source<<"real2 c2 = data"<<input<<"[base+"<<(2*L*m)<<"];\n";
                source<<"real2 c3 = data"<<input<<"[base+"<<(3*L*m)<<"];\n";
                source<<"real2 d0 = c0+c2;\n";
                source<<"real2 d1 = c0-c2;\n";
                source<<"real2 d2 = c1+c3;\n";
                source<<"real2 d3 = (SIGN)*(real2) (c1.y-c3.y, c3.x-c1.x);\n";
                source<<"data"<<output<<"[base+3*j*"<<m<<"] = d0+d2;\n";
                source<<"data"<<output<<"[base+(3*j+1)*"<<m<<"] = multiplyComplex(w[j*"<<zsize<<"/"<<(4*L)<<"], d1+d3);\n";
                source<<"data"<<output<<"[base+(3*j+2)*"<<m<<"] = multiplyComplex(w[j*"<<(2*zsize)<<"/"<<(4*L)<<"], d0-d2);\n";
                source<<"data"<<output<<"[base+(3*j+3)*"<<m<<"] = multiplyComplex(w[j*"<<(3*zsize)<<"/"<<(4*L)<<"], d1-d3);\n";
            }
            else if (radix == 3) {
                source<<"real2 c0 = data"<<input<<"[base];\n";
                source<<"real2 c1 = data"<<input<<"[base+"<<(L*m)<<"];\n";
                source<<"real2 c2 = data"<<input<<"[base+"<<(2*L*m)<<"];\n";
                source<<"real2 d0 = c1+c2;\n";
                source<<"real2 d1 = c0-0.5f*d0;\n";
                source<<"real2 d2 = (SIGN)*"<<context.doubleToString(sin(M_PI/3.0))<<"*(real2) (c1.y-c2.y, c2.x-c1.x);\n";
                source<<"data"<<output<<"[base+2*j*"<<m<<"] = c0+d0;\n";
                source<<"data"<<output<<"[base+(2*j+1)*"<<m<<"] = multiplyComplex(w[j*"<<zsize<<"/"<<(3*L)<<"], d1+d2);\n";
                source<<"data"<<output<<"[base+(2*j+2)*"<<m<<"] = multiplyComplex(w[j*"<<(2*zsize)<<"/"<<(3*L)<<"], d1-d2);\n";
            }
            else if (radix == 2) {
                source<<"real2 c0 = data"<<input<<"[base];\n";
                source<<"real2 c1 = data"<<input<<"[base+"<<(L*m)<<"];\n";
                source<<"data"<<output<<"[base+j*"<<m<<"] = c0+c1;\n";
                source<<"data"<<output<<"[base+(j+1)*"<<m<<"] = multiplyComplex(w[j*"<<zsize<<"/"<<(2*L)<<"], c0-c1);\n";
            }
            source<<"}\n";
            m = m*radix;
            source<<"barrier(CLK_LOCAL_MEM_FENCE);\n";
            source<<"}\n";
            ++stage;
        }

        // Create the kernel.

        bool outputIsReal = (inputIsReal && axis == 2 && !forward);
        bool outputIsPacked = (inputIsReal && axis == 2 && forward);
        string outputSuffix = (outputIsReal ? ".x" : "");
        if (loopRequired) {
            if (outputIsPacked)
                source<<"if (x < XSIZE/2+1)\n";
            source<<"for (int z = get_local_id(0); z < ZSIZE; z += get_local_size(0))\n";
            if (outputIsPacked)
                source<<"out[y*(ZSIZE*(XSIZE/2+1))+z*(XSIZE/2+1)+x] = data"<<(stage%2)<<"[z]"<<outputSuffix<<";\n";
            else
                source<<"out[y*(ZSIZE*XSIZE)+z*XSIZE+x] = data"<<(stage%2)<<"[z]"<<outputSuffix<<";\n";
        }
        else {
            if (outputIsPacked) {
                source<<"if (index < XSIZE*YSIZE && x < XSIZE/2+1)\n";
                source<<"out[y*(ZSIZE*(XSIZE/2+1))+(get_local_id(0)%ZSIZE)*(XSIZE/2+1)+x] = data"<<(stage%2)<<"[get_local_id(0)]"<<outputSuffix<<";\n";
            }
            else {
                source<<"if (index < XSIZE*YSIZE)\n";
                source<<"out[y*(ZSIZE*XSIZE)+(get_local_id(0)%ZSIZE)*XSIZE+x] = data"<<(stage%2)<<"[get_local_id(0)]"<<outputSuffix<<";\n";
            }
        }
        map<string, string> replacements;
        replacements["XSIZE"] = context.intToString(xsize);
        replacements["YSIZE"] = context.intToString(ysize);
        replacements["ZSIZE"] = context.intToString(zsize);
        replacements["BLOCKS_PER_GROUP"] = context.intToString(blocksPerGroup);
        replacements["M_PI"] = context.doubleToString(M_PI);
        replacements["COMPUTE_FFT"] = source.str();
        replacements["LOOP_REQUIRED"] = (loopRequired ? "1" : "0");
        replacements["SIGN"] = (forward ? "1" : "-1");
        replacements["INPUT_TYPE"] = (inputIsReal && axis == 0 && forward ? "real" : "real2");
        replacements["OUTPUT_TYPE"] = (outputIsReal ? "real" : "real2");
        replacements["INPUT_IS_REAL"] = (inputIsReal && axis == 0 && forward ? "1" : "0");
        replacements["INPUT_IS_PACKED"] = (inputIsReal && axis == 0 && !forward ? "1" : "0");
        replacements["OUTPUT_IS_PACKED"] = (outputIsPacked ? "1" : "0");
        cl::Program program = context.createProgram(context.replaceStrings(OpenCLKernelSources::fft, replacements));
        cl::Kernel kernel(program, "execFFT");
        threads = (isCPU ? 1 : blocksPerGroup*zsize);
        int kernelMaxThreads = kernel.getWorkGroupInfo<CL_KERNEL_WORK_GROUP_SIZE>(context.getDevice());
        if (threads > kernelMaxThreads) {
            // The device can't handle this block size, so reduce it.
            
            maxThreads = kernelMaxThreads;
            continue;
        }
        int bufferSize = blocksPerGroup*zsize*(context.getUseDoublePrecision() ? sizeof(mm_double2) : sizeof(mm_float2));
        kernel.setArg(2, bufferSize, NULL);
        kernel.setArg(3, bufferSize, NULL);
        kernel.setArg(4, bufferSize, NULL);
        return kernel;
    }
}

#endif

int OpenCLFFT3D::findLegalDimension(int minimum) {
    if (minimum < 1)
        return 1;
#ifdef USE_VKFFT
    const int maxFactor = 13;
#else
    const int maxFactor = 7;
#endif
    while (true) {
        // Attempt to factor the current value.

        int unfactored = minimum;
        for (int factor = 2; factor <= maxFactor; factor++) {
            while (unfactored > 1 && unfactored%factor == 0)
                unfactored /= factor;
        }
        if (unfactored == 1)
            return minimum;
        minimum++;
    }
}