// ================================================================================================= // This file is part of the CLBlast project. The project is licensed under Apache Version 2.0. This // project loosely follows the Google C++ styleguide and uses a tab-size of two spaces and a max- // width of 100 characters per line. // // Author(s): // Cedric Nugteren // // This file implements an auto-tuner to tune the transpose OpenCL kernels. It uses CLTune. // // ================================================================================================= #include #include #include #include "internal/utilities.h" #include "internal/tuning.h" namespace clblast { // ================================================================================================= // The transpose auto-tuner template void TransposeTune(const Arguments &args, const std::vector &a_mat, std::vector &b_mat, cltune::Tuner &tuner) { // This points to the PadTransposeMatrix kernel as found in the CLBlast library. This is just one // example of a transpose kernel. However, all kernels use the same tuning parameters, so one has // to be chosen as a representative. std::string sources = #include "../src/kernels/common.opencl" #include "../src/kernels/transpose.opencl" ; auto id = tuner.AddKernelFromString(sources, "TransposeMatrix", {args.m, args.n}, {1, 1}); tuner.SetReferenceFromString(sources, "TransposeMatrix", {args.m, args.n}, {8, 8}); // Sets the tunable parameters and their possible values tuner.AddParameter(id, "TRA_DIM", {4, 8, 16, 32, 64}); tuner.AddParameter(id, "TRA_WPT", {1, 2, 4, 8, 16}); tuner.AddParameter(id, "TRA_PAD", {0, 1}); tuner.AddParameter(id, "TRA_SHUFFLE", {0, 1}); // Tests for a specific precision tuner.AddParameter(id, "PRECISION", {static_cast(args.precision)}); tuner.AddParameterReference("PRECISION", static_cast(args.precision)); // Sets the constraints for local memory size limitations auto LocalMemorySize = [args] (std::vector v) { return ((v[0]*v[1]*(v[0]*v[1]+v[2]))*GetBytes(args.precision)); }; tuner.SetLocalMemoryUsage(id, LocalMemorySize, {"TRA_DIM", "TRA_WPT", "TRA_PAD"}); // Modifies the thread-sizes (both global and local) based on the parameters tuner.DivGlobalSize(id, {"TRA_WPT", "TRA_WPT"}); tuner.MulLocalSize(id, {"TRA_DIM", "TRA_DIM"}); // Sets the function's arguments tuner.AddArgumentScalar(static_cast(args.m)); tuner.AddArgumentInput(a_mat); tuner.AddArgumentOutput(b_mat); } // ================================================================================================= // Main function which calls the common client code with the routine-specific function as argument. void TunerTranspose(int argc, char *argv[]) { switch(GetPrecision(argc, argv)) { case Precision::kHalf: throw std::runtime_error("Unsupported precision mode"); case Precision::kSingle: TunerAB(argc, argv, TransposeTune); break; case Precision::kDouble: TunerAB(argc, argv, TransposeTune); break; case Precision::kComplexSingle: TunerAB(argc, argv, TransposeTune); break; case Precision::kComplexDouble: TunerAB(argc, argv, TransposeTune); break; } } // ================================================================================================= } // namespace clblast // Main function (not within the clblast namespace) int main(int argc, char *argv[]) { clblast::TunerTranspose(argc, argv); return 0; } // =================================================================================================