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+
+// =================================================================================================
+// 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 <www.cedricnugteren.nl>
+//
+// This file uses the CLTune auto-tuner to tune the xgemv OpenCL kernels. Three variants are tuned:
+// 1: The full version of the kernel
+// 2: The fast version for non-transposed matrices
+// 3: The fast version for transposed matrices
+//
+// =================================================================================================
+
+#include <string>
+#include <vector>
+
+#include "utilities.hpp"
+#include "tuning/tuning.hpp"
+
+namespace clblast {
+// =================================================================================================
+
+// See comment at top of file for a description of the class
+template <typename T, int V>
+class TuneXgemv {
+ public:
+
+ // The representative kernel and the source code
+ static std::string KernelFamily() { return "xgemv_"+std::to_string(V); }
+ static std::string KernelName() { return (V==1) ? "Xgemv" : ((V==2) ? "XgemvFast" : "XgemvFastRot"); }
+ static std::string GetSources() {
+ return
+ #include "../src/kernels/common.opencl"
+ #include "../src/kernels/level2/xgemv.opencl"
+ #include "../src/kernels/level2/xgemv_fast.opencl"
+ ;
+ }
+
+ // The list of arguments relevant for this routine
+ static std::vector<std::string> GetOptions() { return {kArgM, kArgN, kArgAlpha, kArgBeta}; }
+
+ // Tests for valid arguments
+ static void TestValidArguments(const Arguments<T> &) { }
+
+ // Sets the default values for the arguments
+ static size_t DefaultM() { return 2048; }
+ static size_t DefaultN() { return 2048; }
+ static size_t DefaultK() { return 1; } // N/A for this kernel
+ static double DefaultFraction() { return 1.0; } // N/A for this kernel
+
+ // Describes how to obtain the sizes of the buffers
+ static size_t GetSizeX(const Arguments<T> &args) { return args.n; }
+ static size_t GetSizeY(const Arguments<T> &args) { return args.m; }
+ static size_t GetSizeA(const Arguments<T> &args) { return args.m * args.n; }
+ static size_t GetSizeB(const Arguments<T> &) { return 1; } // N/A for this kernel
+ static size_t GetSizeC(const Arguments<T> &) { return 1; } // N/A for this kernel
+ static size_t GetSizeTemp(const Arguments<T> &) { return 1; } // N/A for this kernel
+
+ // Sets the tuning parameters and their possible values
+ static void SetParameters(cltune::Tuner &tuner, const size_t id) {
+ tuner.AddParameter(id, "WGS"+std::to_string(V), {64, 128, 256});
+ tuner.AddParameter(id, "WPT"+std::to_string(V), {1, 2, 4});
+ if (V==2 || V==3) { tuner.AddParameter(id, "VW"+std::to_string(V), {1, 2, 4, 8}); }
+ }
+
+ // Sets the constraints and local memory size
+ static void SetConstraints(cltune::Tuner &tuner, const size_t id) {
+ auto MultipleOfX = [] (std::vector<size_t> v) { return IsMultiple(v[0], v[1]); };
+ if (V==2 || V==3) {
+ tuner.AddConstraint(id, MultipleOfX, {"WPT"+std::to_string(V), "VW"+std::to_string(V)});
+ }
+ }
+ static void SetLocalMemorySize(cltune::Tuner &tuner, const size_t id, const Arguments<T> &args) {
+ auto LocalMemorySize = [args] (std::vector<size_t> v) { return v[0]*GetBytes(args.precision); };
+ tuner.SetLocalMemoryUsage(id, LocalMemorySize, {"WGS"+std::to_string(V)});
+ }
+
+ // Sets the base thread configuration
+ static std::vector<size_t> GlobalSize(const Arguments<T> &args) { return {args.m}; }
+ static std::vector<size_t> GlobalSizeRef(const Arguments<T> &args) { return GlobalSize(args); }
+ static std::vector<size_t> LocalSize() { return {1}; }
+ static std::vector<size_t> LocalSizeRef() { return {64}; }
+
+ // Transforms the thread configuration based on the parameters
+ using TransformVector = std::vector<std::vector<std::string>>;
+ static TransformVector MulLocal() { return {{"WGS"+std::to_string(V)}}; }
+ static TransformVector DivLocal() { return {}; }
+ static TransformVector MulGlobal() { return {}; }
+ static TransformVector DivGlobal() { return {{"WPT"+std::to_string(V)}}; }
+
+ // Sets the kernel's arguments
+ static void SetArguments(cltune::Tuner &tuner, const Arguments<T> &args,
+ std::vector<T> &x_vec, std::vector<T> &y_vec,
+ std::vector<T> &a_mat, std::vector<T> &, std::vector<T> &,
+ std::vector<T> &) {
+ auto alpha_buffer = std::vector<T>{args.alpha};
+ auto beta_buffer = std::vector<T>{args.beta};
+ auto a_rotated = (V==3) ? 1 : 0;
+ tuner.AddArgumentScalar(static_cast<int>(args.m));
+ tuner.AddArgumentScalar(static_cast<int>(args.n));
+ tuner.AddArgumentInput(alpha_buffer);
+ tuner.AddArgumentInput(beta_buffer);
+ tuner.AddArgumentScalar(static_cast<int>(a_rotated));
+ tuner.AddArgumentInput(a_mat);
+ tuner.AddArgumentScalar(0);
+ tuner.AddArgumentScalar(static_cast<int>(args.m));
+ tuner.AddArgumentInput(x_vec);
+ tuner.AddArgumentScalar(0);
+ tuner.AddArgumentScalar(1);
+ tuner.AddArgumentOutput(y_vec);
+ tuner.AddArgumentScalar(0);
+ tuner.AddArgumentScalar(1);
+ tuner.AddArgumentScalar(0); // Conjugate transpose
+ tuner.AddArgumentScalar(0); // Additional parameter
+ tuner.AddArgumentScalar(0); // Banded 'kl'
+ tuner.AddArgumentScalar(0); // Banded 'ku'
+ }
+
+ // Describes how to compute the performance metrics
+ static size_t GetMetric(const Arguments<T> &args) {
+ return (args.m*args.n + 2*args.m + args.n) * GetBytes(args.precision);
+ }
+ static std::string PerformanceUnit() { return "GB/s"; }
+};
+
+// =================================================================================================
+} // namespace clblast
+
+// Shortcuts to the clblast namespace
+using float2 = clblast::float2;
+using double2 = clblast::double2;
+
+// Function to tune a specific variation V (not within the clblast namespace)
+template <int V>
+void StartVariation(int argc, char *argv[]) {
+ switch(clblast::GetPrecision(argc, argv)) {
+ case clblast::Precision::kHalf: clblast::Tuner<clblast::TuneXgemv<half,V>, half>(argc, argv); break;
+ case clblast::Precision::kSingle: clblast::Tuner<clblast::TuneXgemv<float,V>, float>(argc, argv); break;
+ case clblast::Precision::kDouble: clblast::Tuner<clblast::TuneXgemv<double,V>, double>(argc, argv); break;
+ case clblast::Precision::kComplexSingle: clblast::Tuner<clblast::TuneXgemv<float2,V>, float2>(argc, argv); break;
+ case clblast::Precision::kComplexDouble: clblast::Tuner<clblast::TuneXgemv<double2,V>, double2>(argc, argv); break;
+ }
+}
+
+// Main function (not within the clblast namespace)
+int main(int argc, char *argv[]) {
+ StartVariation<1>(argc, argv);
+ StartVariation<2>(argc, argv);
+ StartVariation<3>(argc, argv);
+ return 0;
+}
+
+// =================================================================================================