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authorCNugteren <web@cedricnugteren.nl>2015-06-14 11:15:53 +0200
committerCNugteren <web@cedricnugteren.nl>2015-06-14 11:15:53 +0200
commit294a3e3d410c87ffcc7fc550e09b6d45c71a0af8 (patch)
treed68a45bb8312aabba9589bb1c51b2c6ffe0dc504 /src/tuning/xgemv.cc
parentab0064dab76c83ee9820acb62fa914c493c2563d (diff)
Split the three variations of the GEMV kernel for maximal tuning freedom
Diffstat (limited to 'src/tuning/xgemv.cc')
-rw-r--r--src/tuning/xgemv.cc62
1 files changed, 42 insertions, 20 deletions
diff --git a/src/tuning/xgemv.cc b/src/tuning/xgemv.cc
index e2d54729..dccd250c 100644
--- a/src/tuning/xgemv.cc
+++ b/src/tuning/xgemv.cc
@@ -8,6 +8,10 @@
// Cedric Nugteren <www.cedricnugteren.nl>
//
// This file implements an auto-tuner to tune the Xgemv OpenCL kernel. It uses the CLTune library.
+// Three variations of the kernel are tuned:
+// 1: The full version of the kernel
+// 2: The fast version for non-transposed matrices
+// 3: The fast version for transposed matrices
//
// =================================================================================================
@@ -23,43 +27,60 @@ namespace clblast {
// The Xgemv auto-tuner
template <typename T>
-void XgemvTune(const Arguments<T> &args,
+void XgemvTune(const Arguments<T> &args, const size_t variation,
const std::vector<T> &a_mat, const std::vector<T> &x_vec, std::vector<T> &y_vec,
cltune::Tuner &tuner) {
+ // Sets the kernel name and the layout argument
+ auto kernel_name = (variation == 1) ? "Xgemv" : ((variation == 2) ? "XgemvFast" : "XgemvFastRot");
+ auto a_rotated = (variation == 3) ? 1 : 0;
+
// This points to the Xgemv kernel as found in the CLBlast library
std::string common_source =
#include "../src/kernels/common.opencl"
std::string kernel_source =
#include "../src/kernels/xgemv.opencl"
auto sources = common_source + kernel_source;
- auto id = tuner.AddKernelFromString(sources, "XgemvFast", {args.m}, {1});
+ auto id = tuner.AddKernelFromString(sources, kernel_name, {args.m}, {1});
tuner.SetReferenceFromString(sources, "Xgemv", {args.m}, {64});
- // Sets the tunable parameters and their possible values
- tuner.AddParameter(id, "WGS", {64, 128, 256, 512, 1024, 1536, 2048});
- tuner.AddParameter(id, "WPT", {1, 2, 4, 8});
- tuner.AddParameter(id, "VW", {1, 2, 4, 8});
+ // Helper for the constraints
+ auto MultipleOfX = [] (std::vector<size_t> v) { return IsMultiple(v[0], v[1]); };
+
+ // Sets the tunable parameters, their possible values, the adjusted thread sizes, and constraints
+ if (variation == 1) {
+ tuner.AddParameter(id, "WGS1", {64, 128, 256, 512, 1024, 1536, 2048});
+ tuner.AddParameter(id, "WPT1", {1, 2, 4, 8});
+ tuner.MulLocalSize(id, {"WGS1"});
+ tuner.DivGlobalSize(id, {"WPT1"});
+ }
+ else if (variation == 2) {
+ tuner.AddParameter(id, "WGS2", {64, 128, 256, 512, 1024, 1536, 2048});
+ tuner.AddParameter(id, "WPT2", {1, 2, 4, 8});
+ tuner.AddParameter(id, "VW2", {1, 2, 4, 8});
+ tuner.MulLocalSize(id, {"WGS2"});
+ tuner.DivGlobalSize(id, {"WPT2"});
+ tuner.AddConstraint(id, MultipleOfX, {"WPT2", "VW2"});
+ }
+ else if (variation == 3) {
+ tuner.AddParameter(id, "WGS3", {64, 128, 256, 512, 1024, 1536, 2048});
+ tuner.AddParameter(id, "WPT3", {1, 2, 4, 8});
+ tuner.AddParameter(id, "VW3", {1, 2, 4, 8});
+ tuner.MulLocalSize(id, {"WGS3"});
+ tuner.DivGlobalSize(id, {"WPT3"});
+ tuner.AddConstraint(id, MultipleOfX, {"WGS3", "VW3"});
+ }
// 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
- auto MultipleOfX = [] (std::vector<size_t> v) { return IsMultiple(v[0], v[1]); };
- tuner.AddConstraint(id, MultipleOfX, {"WGS", "VW"});
- tuner.AddConstraint(id, MultipleOfX, {"WPT", "VW"});
-
- // Modifies the thread-sizes (local) based on the parameters
- tuner.MulLocalSize(id, {"WGS"});
- tuner.DivGlobalSize(id, {"WPT"});
-
// Sets the function's arguments
tuner.AddArgumentScalar(static_cast<int>(args.m));
tuner.AddArgumentScalar(static_cast<int>(args.n));
tuner.AddArgumentScalar(args.alpha);
tuner.AddArgumentScalar(args.beta);
- tuner.AddArgumentScalar(static_cast<int>(args.layout));
+ tuner.AddArgumentScalar(static_cast<int>(a_rotated));
tuner.AddArgumentInput(a_mat);
tuner.AddArgumentScalar(0);
tuner.AddArgumentScalar(static_cast<int>(args.m));
@@ -75,12 +96,13 @@ void XgemvTune(const Arguments<T> &args,
// Main function which calls the common client code with the routine-specific function as argument.
void TunerXgemv(int argc, char *argv[]) {
+ auto num_variations = size_t{3};
switch(GetPrecision(argc, argv)) {
case Precision::kHalf: throw std::runtime_error("Unsupported precision mode");
- case Precision::kSingle: TunerAXY<float>(argc, argv, XgemvTune<float>); break;
- case Precision::kDouble: TunerAXY<double>(argc, argv, XgemvTune<double>); break;
- case Precision::kComplexSingle: TunerAXY<float2>(argc, argv, XgemvTune<float2>); break;
- case Precision::kComplexDouble: TunerAXY<double2>(argc, argv, XgemvTune<double2>); break;
+ case Precision::kSingle: TunerAXY<float>(argc, argv, num_variations, XgemvTune<float>); break;
+ case Precision::kDouble: TunerAXY<double>(argc, argv, num_variations, XgemvTune<double>); break;
+ case Precision::kComplexSingle: TunerAXY<float2>(argc, argv, num_variations, XgemvTune<float2>); break;
+ case Precision::kComplexDouble: TunerAXY<double2>(argc, argv, num_variations, XgemvTune<double2>); break;
}
}