/* -------------------------------------------------------------------------- * * 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) 2013-2018 Stanford University and the Authors. * * Authors: Peter Eastman * * Contributors: * * * * Permission is hereby granted, free of charge, to any person obtaining a * * copy of this software and associated documentation files (the "Software"), * * to deal in the Software without restriction, including without limitation * * the rights to use, copy, modify, merge, publish, distribute, sublicense, * * and/or sell copies of the Software, and to permit persons to whom the * * Software is furnished to do so, subject to the following conditions: * * * * The above copyright notice and this permission notice shall be included in * * all copies or substantial portions of the Software. * * * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL * * THE AUTHORS, CONTRIBUTORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, * * DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR * * OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE * * USE OR OTHER DEALINGS IN THE SOFTWARE. * * -------------------------------------------------------------------------- */ #include "OpenCLDrudeKernels.h" #include "OpenCLDrudeKernelSources.h" #include "openmm/internal/ContextImpl.h" #include "OpenCLBondedUtilities.h" #include "OpenCLForceInfo.h" #include "OpenCLIntegrationUtilities.h" #include "OpenCLKernelSources.h" #include "SimTKOpenMMRealType.h" #include using namespace OpenMM; using namespace std; static void setPosqCorrectionArg(OpenCLContext& cl, cl::Kernel& kernel, int index) { if (cl.getUseMixedPrecision()) kernel.setArg(index, cl.getPosqCorrection().getDeviceBuffer()); else kernel.setArg(index, NULL); } class OpenCLDrudeForceInfo : public OpenCLForceInfo { public: OpenCLDrudeForceInfo(const DrudeForce& force) : OpenCLForceInfo(0), force(force) { } int getNumParticleGroups() { return force.getNumParticles()+force.getNumScreenedPairs(); } void getParticlesInGroup(int index, vector& particles) { particles.clear(); if (index < force.getNumParticles()) { int p, p1, p2, p3, p4; double charge, polarizability, aniso12, aniso34; force.getParticleParameters(index, p, p1, p2, p3, p4, charge, polarizability, aniso12, aniso34); particles.push_back(p); particles.push_back(p1); if (p2 != -1) particles.push_back(p2); if (p3 != -1) particles.push_back(p3); if (p4 != -1) particles.push_back(p4); } else { int drude1, drude2; double thole; force.getScreenedPairParameters(index-force.getNumParticles(), drude1, drude2, thole); int p, p1, p2, p3, p4; double charge, polarizability, aniso12, aniso34; force.getParticleParameters(drude1, p, p1, p2, p3, p4, charge, polarizability, aniso12, aniso34); particles.push_back(p); particles.push_back(p1); force.getParticleParameters(drude2, p, p1, p2, p3, p4, charge, polarizability, aniso12, aniso34); particles.push_back(p); particles.push_back(p1); } } bool areGroupsIdentical(int group1, int group2) { if (group1 < force.getNumParticles() && group2 < force.getNumParticles()) { int p, p1, p2, p3, p4; double charge1, polarizability1, aniso12_1, aniso34_1; double charge2, polarizability2, aniso12_2, aniso34_2; force.getParticleParameters(group1, p, p1, p2, p3, p4, charge1, polarizability1, aniso12_1, aniso34_1); force.getParticleParameters(group2, p, p1, p2, p3, p4, charge2, polarizability2, aniso12_2, aniso34_2); return (charge1 == charge2 && polarizability1 == polarizability2 && aniso12_1 == aniso12_2 && aniso34_1 == aniso34_2); } if (group1 >= force.getNumParticles() && group2 >= force.getNumParticles()) { int drude1, drude2; double thole1, thole2; force.getScreenedPairParameters(group1-force.getNumParticles(), drude1, drude2, thole1); force.getScreenedPairParameters(group1-force.getNumParticles(), drude1, drude2, thole2); return (thole1 == thole2); } return false; } private: const DrudeForce& force; }; void OpenCLCalcDrudeForceKernel::initialize(const System& system, const DrudeForce& force) { if (cl.getContextIndex() != 0) return; // This is run entirely on one device int numParticles = force.getNumParticles(); if (numParticles > 0) { // Create the harmonic interaction . vector > atoms(numParticles, vector(5)); particleParams.initialize(cl, numParticles, "drudeParticleParams"); vector paramVector(numParticles); for (int i = 0; i < numParticles; i++) { double charge, polarizability, aniso12, aniso34; force.getParticleParameters(i, atoms[i][0], atoms[i][1], atoms[i][2], atoms[i][3], atoms[i][4], charge, polarizability, aniso12, aniso34); double a1 = (atoms[i][2] == -1 ? 1 : aniso12); double a2 = (atoms[i][3] == -1 || atoms[i][4] == -1 ? 1 : aniso34); double a3 = 3-a1-a2; double k3 = ONE_4PI_EPS0*charge*charge/(polarizability*a3); double k1 = ONE_4PI_EPS0*charge*charge/(polarizability*a1) - k3; double k2 = ONE_4PI_EPS0*charge*charge/(polarizability*a2) - k3; if (atoms[i][2] == -1) { atoms[i][2] = 0; k1 = 0; } if (atoms[i][3] == -1 || atoms[i][4] == -1) { atoms[i][3] = 0; atoms[i][4] = 0; k2 = 0; } paramVector[i] = mm_float4((float) k1, (float) k2, (float) k3, 0.0f); } particleParams.upload(paramVector); map replacements; replacements["PARAMS"] = cl.getBondedUtilities().addArgument(particleParams.getDeviceBuffer(), "float4"); cl.getBondedUtilities().addInteraction(atoms, cl.replaceStrings(OpenCLDrudeKernelSources::drudeParticleForce, replacements), force.getForceGroup()); } int numPairs = force.getNumScreenedPairs(); if (numPairs > 0) { // Create the screened interaction between dipole pairs. vector > atoms(numPairs, vector(4)); pairParams.initialize(cl, numPairs, "drudePairParams"); vector paramVector(numPairs); for (int i = 0; i < numPairs; i++) { int drude1, drude2; double thole; force.getScreenedPairParameters(i, drude1, drude2, thole); int p2, p3, p4; double charge1, charge2, polarizability1, polarizability2, aniso12, aniso34; force.getParticleParameters(drude1, atoms[i][0], atoms[i][1], p2, p3, p4, charge1, polarizability1, aniso12, aniso34); force.getParticleParameters(drude2, atoms[i][2], atoms[i][3], p2, p3, p4, charge2, polarizability2, aniso12, aniso34); double screeningScale = thole/pow(polarizability1*polarizability2, 1.0/6.0); double energyScale = ONE_4PI_EPS0*charge1*charge2; paramVector[i] = mm_float2((float) screeningScale, (float) energyScale); } pairParams.upload(paramVector); map replacements; replacements["PARAMS"] = cl.getBondedUtilities().addArgument(pairParams.getDeviceBuffer(), "float2"); cl.getBondedUtilities().addInteraction(atoms, cl.replaceStrings(OpenCLDrudeKernelSources::drudePairForce, replacements), force.getForceGroup()); } cl.addForce(new OpenCLDrudeForceInfo(force)); } double OpenCLCalcDrudeForceKernel::execute(ContextImpl& context, bool includeForces, bool includeEnergy) { return 0.0; } void OpenCLCalcDrudeForceKernel::copyParametersToContext(ContextImpl& context, const DrudeForce& force) { if (cl.getContextIndex() != 0) return; // This is run entirely on one device // Set the particle parameters. int numParticles = force.getNumParticles(); if (numParticles > 0) { if (!particleParams.isInitialized() || numParticles != particleParams.getSize()) throw OpenMMException("updateParametersInContext: The number of Drude particles has changed"); vector paramVector(numParticles); for (int i = 0; i < numParticles; i++) { int p, p1, p2, p3, p4; double charge, polarizability, aniso12, aniso34; force.getParticleParameters(i, p, p1, p2, p3, p4, charge, polarizability, aniso12, aniso34); double a1 = (p2 == -1 ? 1 : aniso12); double a2 = (p3 == -1 || p4 == -1 ? 1 : aniso34); double a3 = 3-a1-a2; double k3 = ONE_4PI_EPS0*charge*charge/(polarizability*a3); double k1 = ONE_4PI_EPS0*charge*charge/(polarizability*a1) - k3; double k2 = ONE_4PI_EPS0*charge*charge/(polarizability*a2) - k3; if (p2 == -1) k1 = 0; if (p3 == -1 || p4 == -1) k2 = 0; paramVector[i] = mm_float4((float) k1, (float) k2, (float) k3, 0.0f); } particleParams.upload(paramVector); } // Set the pair parameters. int numPairs = force.getNumScreenedPairs(); if (numPairs > 0) { if (!pairParams.isInitialized() || numPairs != pairParams.getSize()) throw OpenMMException("updateParametersInContext: The number of screened pairs has changed"); vector paramVector(numPairs); for (int i = 0; i < numPairs; i++) { int drude1, drude2; double thole; force.getScreenedPairParameters(i, drude1, drude2, thole); int p, p1, p2, p3, p4; double charge1, charge2, polarizability1, polarizability2, aniso12, aniso34; force.getParticleParameters(drude1, p, p1, p2, p3, p4, charge1, polarizability1, aniso12, aniso34); force.getParticleParameters(drude2, p, p1, p2, p3, p4, charge2, polarizability2, aniso12, aniso34); double screeningScale = thole/pow(polarizability1*polarizability2, 1.0/6.0); double energyScale = ONE_4PI_EPS0*charge1*charge2; paramVector[i] = mm_float2((float) screeningScale, (float) energyScale); } pairParams.upload(paramVector); } } void OpenCLIntegrateDrudeLangevinStepKernel::initialize(const System& system, const DrudeLangevinIntegrator& integrator, const DrudeForce& force) { cl.getPlatformData().initializeContexts(system); cl.getIntegrationUtilities().initRandomNumberGenerator((unsigned int) integrator.getRandomNumberSeed()); // Identify particle pairs and ordinary particles. set particles; vector normalParticleVec; vector pairParticleVec; for (int i = 0; i < system.getNumParticles(); i++) particles.insert(i); for (int i = 0; i < force.getNumParticles(); i++) { int p, p1, p2, p3, p4; double charge, polarizability, aniso12, aniso34; force.getParticleParameters(i, p, p1, p2, p3, p4, charge, polarizability, aniso12, aniso34); particles.erase(p); particles.erase(p1); pairParticleVec.push_back(mm_int2(p, p1)); } normalParticleVec.insert(normalParticleVec.begin(), particles.begin(), particles.end()); normalParticles.initialize(cl, max((int) normalParticleVec.size(), 1), "drudeNormalParticles"); pairParticles.initialize(cl, max((int) pairParticleVec.size(), 1), "drudePairParticles"); if (normalParticleVec.size() > 0) normalParticles.upload(normalParticleVec); if (pairParticleVec.size() > 0) pairParticles.upload(pairParticleVec); // Create kernels. map defines; defines["NUM_ATOMS"] = cl.intToString(cl.getNumAtoms()); defines["PADDED_NUM_ATOMS"] = cl.intToString(cl.getPaddedNumAtoms()); defines["NUM_NORMAL_PARTICLES"] = cl.intToString(normalParticleVec.size()); defines["NUM_PAIRS"] = cl.intToString(pairParticleVec.size()); map replacements; cl::Program program = cl.createProgram(OpenCLDrudeKernelSources::drudeLangevin, defines, ""); kernel1 = cl::Kernel(program, "integrateDrudeLangevinPart1"); kernel2 = cl::Kernel(program, "integrateDrudeLangevinPart2"); hardwallKernel = cl::Kernel(program, "applyHardWallConstraints"); prevStepSize = -1.0; } void OpenCLIntegrateDrudeLangevinStepKernel::execute(ContextImpl& context, const DrudeLangevinIntegrator& integrator) { OpenCLIntegrationUtilities& integration = cl.getIntegrationUtilities(); int numAtoms = cl.getNumAtoms(); if (!hasInitializedKernels) { hasInitializedKernels = true; kernel1.setArg(0, cl.getVelm().getDeviceBuffer()); kernel1.setArg(1, cl.getForce().getDeviceBuffer()); kernel1.setArg(2, integration.getPosDelta().getDeviceBuffer()); kernel1.setArg(3, normalParticles.getDeviceBuffer()); kernel1.setArg(4, pairParticles.getDeviceBuffer()); kernel1.setArg(5, integration.getStepSize().getDeviceBuffer()); kernel1.setArg(12, integration.getRandom().getDeviceBuffer()); kernel2.setArg(0, cl.getPosq().getDeviceBuffer()); if (cl.getUseMixedPrecision()) kernel2.setArg(1, cl.getPosqCorrection().getDeviceBuffer()); else kernel2.setArg(1, NULL); kernel2.setArg(2, integration.getPosDelta().getDeviceBuffer()); kernel2.setArg(3, cl.getVelm().getDeviceBuffer()); kernel2.setArg(4, integration.getStepSize().getDeviceBuffer()); hardwallKernel.setArg(0, cl.getPosq().getDeviceBuffer()); if (cl.getUseMixedPrecision()) hardwallKernel.setArg(1, cl.getPosqCorrection().getDeviceBuffer()); else hardwallKernel.setArg(1, NULL); hardwallKernel.setArg(2, cl.getVelm().getDeviceBuffer()); hardwallKernel.setArg(3, pairParticles.getDeviceBuffer()); hardwallKernel.setArg(4, integration.getStepSize().getDeviceBuffer()); } // Compute integrator coefficients. double stepSize = integrator.getStepSize(); double vscale = exp(-stepSize*integrator.getFriction()); double fscale = (1-vscale)/integrator.getFriction(); double noisescale = sqrt(2*BOLTZ*integrator.getTemperature()*integrator.getFriction())*sqrt(0.5*(1-vscale*vscale)/integrator.getFriction()); double vscaleDrude = exp(-stepSize*integrator.getDrudeFriction()); double fscaleDrude = (1-vscaleDrude)/integrator.getDrudeFriction(); double noisescaleDrude = sqrt(2*BOLTZ*integrator.getDrudeTemperature()*integrator.getDrudeFriction())*sqrt(0.5*(1-vscaleDrude*vscaleDrude)/integrator.getDrudeFriction()); double maxDrudeDistance = integrator.getMaxDrudeDistance(); double hardwallscaleDrude = sqrt(BOLTZ*integrator.getDrudeTemperature()); if (stepSize != prevStepSize) { if (cl.getUseDoublePrecision() || cl.getUseMixedPrecision()) { mm_double2 ss = mm_double2(0, stepSize); integration.getStepSize().upload(&ss); } else { mm_float2 ss = mm_float2(0, (float) stepSize); integration.getStepSize().upload(&ss); } prevStepSize = stepSize; } if (cl.getUseDoublePrecision() || cl.getUseMixedPrecision()) { kernel1.setArg(6, vscale); kernel1.setArg(7, fscale); kernel1.setArg(8, noisescale); kernel1.setArg(9, vscaleDrude); kernel1.setArg(10, fscaleDrude); kernel1.setArg(11, noisescaleDrude); hardwallKernel.setArg(5, maxDrudeDistance); hardwallKernel.setArg(6, hardwallscaleDrude); } else { kernel1.setArg(6, (cl_float) vscale); kernel1.setArg(7, (cl_float) fscale); kernel1.setArg(8, (cl_float) noisescale); kernel1.setArg(9, (cl_float) vscaleDrude); kernel1.setArg(10, (cl_float) fscaleDrude); kernel1.setArg(11, (cl_float) noisescaleDrude); hardwallKernel.setArg(5, (cl_float) maxDrudeDistance); hardwallKernel.setArg(6, (cl_float) hardwallscaleDrude); } // Call the first integration kernel. kernel1.setArg(13, integration.prepareRandomNumbers(normalParticles.getSize()+2*pairParticles.getSize())); cl.executeKernel(kernel1, numAtoms); // Apply constraints. integration.applyConstraints(integrator.getConstraintTolerance()); // Call the second integration kernel. cl.executeKernel(kernel2, numAtoms); // Apply hard wall constraints. if (maxDrudeDistance > 0) cl.executeKernel(hardwallKernel, pairParticles.getSize()); integration.computeVirtualSites(); // Update the time and step count. cl.setTime(cl.getTime()+stepSize); cl.setStepCount(cl.getStepCount()+1); cl.reorderAtoms(); } double OpenCLIntegrateDrudeLangevinStepKernel::computeKineticEnergy(ContextImpl& context, const DrudeLangevinIntegrator& integrator) { return cl.getIntegrationUtilities().computeKineticEnergy(0.5*integrator.getStepSize()); } OpenCLIntegrateDrudeSCFStepKernel::~OpenCLIntegrateDrudeSCFStepKernel() { if (minimizerPos != NULL) lbfgs_free(minimizerPos); } void OpenCLIntegrateDrudeSCFStepKernel::initialize(const System& system, const DrudeSCFIntegrator& integrator, const DrudeForce& force) { cl.getPlatformData().initializeContexts(system); // Identify Drude particles. for (int i = 0; i < force.getNumParticles(); i++) { int p, p1, p2, p3, p4; double charge, polarizability, aniso12, aniso34; force.getParticleParameters(i, p, p1, p2, p3, p4, charge, polarizability, aniso12, aniso34); drudeParticles.push_back(p); } // Initialize the energy minimizer. minimizerPos = lbfgs_malloc(drudeParticles.size()*3); if (minimizerPos == NULL) throw OpenMMException("DrudeSCFIntegrator: Failed to allocate memory"); lbfgs_parameter_init(&minimizerParams); minimizerParams.linesearch = LBFGS_LINESEARCH_BACKTRACKING_STRONG_WOLFE; // Create the kernels. cl::Program program = cl.createProgram(OpenCLKernelSources::verlet, ""); kernel1 = cl::Kernel(program, "integrateVerletPart1"); kernel2 = cl::Kernel(program, "integrateVerletPart2"); prevStepSize = -1.0; } void OpenCLIntegrateDrudeSCFStepKernel::execute(ContextImpl& context, const DrudeSCFIntegrator& integrator) { OpenCLIntegrationUtilities& integration = cl.getIntegrationUtilities(); int numAtoms = cl.getNumAtoms(); double dt = integrator.getStepSize(); if (!hasInitializedKernels) { hasInitializedKernels = true; kernel1.setArg(0, numAtoms); kernel1.setArg(1, cl.getIntegrationUtilities().getStepSize().getDeviceBuffer()); kernel1.setArg(2, cl.getPosq().getDeviceBuffer()); setPosqCorrectionArg(cl, kernel1, 3); kernel1.setArg(4, cl.getVelm().getDeviceBuffer()); kernel1.setArg(5, cl.getForce().getDeviceBuffer()); kernel1.setArg(6, integration.getPosDelta().getDeviceBuffer()); kernel2.setArg(0, numAtoms); kernel2.setArg(1, cl.getIntegrationUtilities().getStepSize().getDeviceBuffer()); kernel2.setArg(2, cl.getPosq().getDeviceBuffer()); setPosqCorrectionArg(cl, kernel2, 3); kernel2.setArg(4, cl.getVelm().getDeviceBuffer()); kernel2.setArg(5, integration.getPosDelta().getDeviceBuffer()); } if (dt != prevStepSize) { if (cl.getUseDoublePrecision() || cl.getUseMixedPrecision()) { vector stepSizeVec(1); stepSizeVec[0] = mm_double2(dt, dt); cl.getIntegrationUtilities().getStepSize().upload(stepSizeVec); } else { vector stepSizeVec(1); stepSizeVec[0] = mm_float2((cl_float) dt, (cl_float) dt); cl.getIntegrationUtilities().getStepSize().upload(stepSizeVec); } prevStepSize = dt; } // Call the first integration kernel. cl.executeKernel(kernel1, numAtoms); // Apply constraints. integration.applyConstraints(integrator.getConstraintTolerance()); // Call the second integration kernel. cl.executeKernel(kernel2, numAtoms); // Update the positions of virtual sites and Drude particles. integration.computeVirtualSites(); minimize(context, integrator.getMinimizationErrorTolerance()); // Update the time and step count. cl.setTime(cl.getTime()+dt); cl.setStepCount(cl.getStepCount()+1); cl.reorderAtoms(); // Reduce UI lag. #ifdef WIN32 cl.getQueue().flush(); #endif } double OpenCLIntegrateDrudeSCFStepKernel::computeKineticEnergy(ContextImpl& context, const DrudeSCFIntegrator& integrator) { return cl.getIntegrationUtilities().computeKineticEnergy(0.5*integrator.getStepSize()); } struct MinimizerData { ContextImpl& context; OpenCLContext& cl; vector& drudeParticles; MinimizerData(ContextImpl& context, OpenCLContext& cl, vector& drudeParticles) : context(context), cl(cl), drudeParticles(drudeParticles) {} }; static lbfgsfloatval_t evaluate(void *instance, const lbfgsfloatval_t *x, lbfgsfloatval_t *g, const int n, const lbfgsfloatval_t step) { MinimizerData* data = reinterpret_cast(instance); ContextImpl& context = data->context; OpenCLContext& cl = data->cl; vector& drudeParticles = data->drudeParticles; int numDrudeParticles = drudeParticles.size(); // Set the particle positions. cl.getPosq().download(cl.getPinnedBuffer()); if (cl.getUseDoublePrecision()) { mm_double4* posq = (mm_double4*) cl.getPinnedBuffer(); for (int i = 0; i < numDrudeParticles; ++i) { mm_double4& p = posq[drudeParticles[i]]; p.x = x[3*i]; p.y = x[3*i+1]; p.z = x[3*i+2]; } } else { mm_float4* posq = (mm_float4*) cl.getPinnedBuffer(); for (int i = 0; i < numDrudeParticles; ++i) { mm_float4& p = posq[drudeParticles[i]]; p.x = x[3*i]; p.y = x[3*i+1]; p.z = x[3*i+2]; } } cl.getPosq().upload(cl.getPinnedBuffer()); // Compute the forces and energy for this configuration. double energy = context.calcForcesAndEnergy(true, true); cl.getForce().download(cl.getPinnedBuffer()); if (cl.getUseDoublePrecision()) { mm_double4* force = (mm_double4*) cl.getPinnedBuffer(); for (int i = 0; i < numDrudeParticles; ++i) { int index = drudeParticles[i]; g[3*i] = -force[index].x; g[3*i+1] = -force[index].y; g[3*i+2] = -force[index].z; } } else { mm_float4* force = (mm_float4*) cl.getPinnedBuffer(); for (int i = 0; i < numDrudeParticles; ++i) { int index = drudeParticles[i]; g[3*i] = -force[index].x; g[3*i+1] = -force[index].y; g[3*i+2] = -force[index].z; } } return energy; } void OpenCLIntegrateDrudeSCFStepKernel::minimize(ContextImpl& context, double tolerance) { // Record the initial positions. int numDrudeParticles = drudeParticles.size(); cl.getPosq().download(cl.getPinnedBuffer()); if (cl.getUseDoublePrecision()) { mm_double4* posq = (mm_double4*) cl.getPinnedBuffer(); for (int i = 0; i < numDrudeParticles; ++i) { mm_double4 p = posq[drudeParticles[i]]; minimizerPos[3*i] = p.x; minimizerPos[3*i+1] = p.y; minimizerPos[3*i+2] = p.z; } } else { mm_float4* posq = (mm_float4*) cl.getPinnedBuffer(); for (int i = 0; i < numDrudeParticles; ++i) { mm_float4 p = posq[drudeParticles[i]]; minimizerPos[3*i] = p.x; minimizerPos[3*i+1] = p.y; minimizerPos[3*i+2] = p.z; } minimizerParams.xtol = 1e-7; } // Determine a normalization constant for scaling the tolerance. double norm = 0.0; for (int i = 0; i < 3*numDrudeParticles; i++) norm += minimizerPos[i]*minimizerPos[i]; norm /= numDrudeParticles; norm = (norm < 1 ? 1 : sqrt(norm)); minimizerParams.epsilon = tolerance/norm; // Perform the minimization. lbfgsfloatval_t fx; MinimizerData data(context, cl, drudeParticles); lbfgs(numDrudeParticles*3, minimizerPos, &fx, evaluate, NULL, &data, &minimizerParams); }