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authorCedric Nugteren <web@cedricnugteren.nl>2015-08-20 08:38:18 +0200
committerCedric Nugteren <web@cedricnugteren.nl>2015-08-20 08:38:18 +0200
commitcf168fca7088fb050a10b2e82789c6cd9356716b (patch)
tree0f6a96976c6f74f816bfc9d53dc7c7e323e7d43d /src/tuning/transpose.cc
parent85bd783e0d80de9aec0a4bcd49ab4acd88ab07d0 (diff)
parent15db2bcc208d8e5bccf0464396431c7d8e6f3f28 (diff)
Merge pull request #23 from CNugteren/tuner_database
Added initial version of a tuner-database
Diffstat (limited to 'src/tuning/transpose.cc')
-rw-r--r--src/tuning/transpose.cc139
1 files changed, 86 insertions, 53 deletions
diff --git a/src/tuning/transpose.cc b/src/tuning/transpose.cc
index 8963a688..2ffdb7aa 100644
--- a/src/tuning/transpose.cc
+++ b/src/tuning/transpose.cc
@@ -7,13 +7,12 @@
// Author(s):
// Cedric Nugteren <www.cedricnugteren.nl>
//
-// This file implements an auto-tuner to tune the transpose OpenCL kernels. It uses CLTune.
+// This file uses the CLTune auto-tuner to tune the transpose OpenCL kernels.
//
// =================================================================================================
#include <string>
#include <vector>
-#include <stdexcept>
#include "internal/utilities.h"
#include "internal/tuning.h"
@@ -21,67 +20,101 @@
namespace clblast {
// =================================================================================================
-// The transpose auto-tuner
+// See comment at top of file for a description of the class
template <typename T>
-void TransposeTune(const Arguments<T> &args,
- const std::vector<T> &a_mat, std::vector<T> &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<size_t>(args.precision)});
- tuner.AddParameterReference("PRECISION", static_cast<size_t>(args.precision));
-
- // Sets the constraints for local memory size limitations
- auto LocalMemorySize = [args] (std::vector<size_t> 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<int>(args.m));
- tuner.AddArgumentInput(a_mat);
- tuner.AddArgumentOutput(b_mat);
-}
+class TuneTranspose {
+ public:
+
+ // The representative kernel and the source code
+ static std::string KernelFamily() { return "transpose"; }
+ static std::string KernelName() { return "TransposeMatrix"; }
+ static std::string GetSources() {
+ return
+ #include "../src/kernels/common.opencl"
+ #include "../src/kernels/transpose.opencl"
+ ;
+ }
-// =================================================================================================
+ // The list of arguments relevant for this routine
+ static std::vector<std::string> GetOptions() { return {kArgM, kArgN}; }
+
+ // Tests for valid arguments
+ static void TestValidArguments(const Arguments<T> &) { }
+
+ // Sets the default values for the arguments
+ static size_t DefaultM() { return 1024; }
+ static size_t DefaultN() { return 1024; }
+ 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> &) { return 1; } // N/A for this kernel
+ static size_t GetSizeY(const Arguments<T> &) { return 1; } // N/A for this kernel
+ static size_t GetSizeA(const Arguments<T> &args) { return args.m * args.n; }
+ static size_t GetSizeB(const Arguments<T> &args) { return args.m * args.n; }
+ static size_t GetSizeC(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, "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});
+ }
-// 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<float>(argc, argv, TransposeTune<float>); break;
- case Precision::kDouble: TunerAB<double>(argc, argv, TransposeTune<double>); break;
- case Precision::kComplexSingle: TunerAB<float2>(argc, argv, TransposeTune<float2>); break;
- case Precision::kComplexDouble: TunerAB<double2>(argc, argv, TransposeTune<double2>); break;
+ // Sets the constraints and local memory size
+ static void SetConstraints(cltune::Tuner &, const size_t) { }
+ 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]*v[1]*(v[0]*v[1]+v[2]))*GetBytes(args.precision));
+ };
+ tuner.SetLocalMemoryUsage(id, LocalMemorySize, {"TRA_DIM", "TRA_WPT", "TRA_PAD"});
}
-}
+
+ // Sets the base thread configuration
+ static std::vector<size_t> GlobalSize(const Arguments<T> &args) { return {args.m, args.n}; }
+ static std::vector<size_t> LocalSize() { return {1, 1}; }
+ static std::vector<size_t> LocalSizeRef() { return {8, 8}; }
+
+ // Transforms the thread configuration based on the parameters
+ using TransformVector = std::vector<std::vector<std::string>>;
+ static TransformVector MulLocal() { return {{"TRA_DIM", "TRA_DIM"}}; }
+ static TransformVector DivLocal() { return {}; }
+ static TransformVector MulGlobal() { return {}; }
+ static TransformVector DivGlobal() { return {{"TRA_WPT", "TRA_WPT"}}; }
+
+ // Sets the kernel's arguments
+ static void SetArguments(cltune::Tuner &tuner, const Arguments<T> &args,
+ std::vector<T> &, std::vector<T> &,
+ std::vector<T> &a_mat, std::vector<T> &b_mat, std::vector<T> &) {
+ tuner.AddArgumentScalar(static_cast<int>(args.m));
+ tuner.AddArgumentInput(a_mat);
+ tuner.AddArgumentOutput(b_mat);
+ }
+
+ // Describes how to compute the performance metrics
+ static size_t GetMetric(const Arguments<T> &args) {
+ return 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;
+
// Main function (not within the clblast namespace)
int main(int argc, char *argv[]) {
- clblast::TunerTranspose(argc, argv);
+ switch(clblast::GetPrecision(argc, argv)) {
+ case clblast::Precision::kHalf: throw std::runtime_error("Unsupported precision mode");
+ case clblast::Precision::kSingle: clblast::Tuner<clblast::TuneTranspose<float>, float>(argc, argv); break;
+ case clblast::Precision::kDouble: clblast::Tuner<clblast::TuneTranspose<double>, double>(argc, argv); break;
+ case clblast::Precision::kComplexSingle: clblast::Tuner<clblast::TuneTranspose<float2>, float2>(argc, argv); break;
+ case clblast::Precision::kComplexDouble: clblast::Tuner<clblast::TuneTranspose<double2>, double2>(argc, argv); break;
+ }
return 0;
}