Added a kernel selection database to select between the direct and indirect GEMM kernels

pull/108/head
Cedric Nugteren 2016-10-06 19:51:12 +02:00
parent 7052a00a3e
commit a3e67f2be2
4 changed files with 89 additions and 6 deletions

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@ -26,6 +26,7 @@
#include "database/kernels/pad.hpp"
#include "database/kernels/transpose.hpp"
#include "database/kernels/padtranspose.hpp"
#include "database/kernel_selection.hpp"
namespace clblast {
// =================================================================================================
@ -43,7 +44,8 @@ const std::vector<Database::DatabaseEntry> Database::database = {
CopyHalf, CopySingle, CopyDouble, CopyComplexSingle, CopyComplexDouble,
PadHalf, PadSingle, PadDouble, PadComplexSingle, PadComplexDouble,
TransposeHalf, TransposeSingle, TransposeDouble, TransposeComplexSingle, TransposeComplexDouble,
PadtransposeHalf, PadtransposeSingle, PadtransposeDouble, PadtransposeComplexSingle, PadtransposeComplexDouble
PadtransposeHalf, PadtransposeSingle, PadtransposeDouble, PadtransposeComplexSingle, PadtransposeComplexDouble,
KernelSelectionHalf, KernelSelectionSingle, KernelSelectionDouble, KernelSelectionComplexSingle, KernelSelectionComplexDouble
};
// =================================================================================================

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@ -80,6 +80,7 @@ class Database {
static const DatabaseEntry PadHalf, PadSingle, PadDouble, PadComplexSingle, PadComplexDouble;
static const DatabaseEntry TransposeHalf, TransposeSingle, TransposeDouble, TransposeComplexSingle, TransposeComplexDouble;
static const DatabaseEntry PadtransposeHalf, PadtransposeSingle, PadtransposeDouble, PadtransposeComplexSingle, PadtransposeComplexDouble;
static const DatabaseEntry KernelSelectionHalf, KernelSelectionSingle, KernelSelectionDouble, KernelSelectionComplexSingle, KernelSelectionComplexDouble;
static const std::vector<DatabaseEntry> database;
// The constructor with a user-provided database overlay (potentially an empty vector)

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@ -0,0 +1,79 @@
// =================================================================================================
// 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 determines when to switch between the direct (for small sizes) and in-direct GEMM kernel
// with pre/post-processing kernels (for larger sizes). These can be set in a similar way as for the
// regular kernel tuning parameters: they can be specific for a certain vendor or device or can use
// some common default values.
//
// =================================================================================================
namespace clblast {
// =================================================================================================
const Database::DatabaseEntry Database::KernelSelectionHalf = {
"KernelSelection", Precision::kHalf, {
{ // Default
kDeviceTypeAll, "default", {
{ "default", { {"XGEMM_MIN_INDIRECT_SIZE",512*512*512} } },
}
},
}
};
// =================================================================================================
const Database::DatabaseEntry Database::KernelSelectionSingle = {
"KernelSelection", Precision::kSingle, {
{ // Default
kDeviceTypeAll, "default", {
{ "default", { {"XGEMM_MIN_INDIRECT_SIZE",512*512*512} } },
}
},
}
};
// =================================================================================================
const Database::DatabaseEntry Database::KernelSelectionComplexSingle = {
"KernelSelection", Precision::kComplexSingle, {
{ // Default
kDeviceTypeAll, "default", {
{ "default", { {"XGEMM_MIN_INDIRECT_SIZE",512*512*512} } },
}
},
}
};
// =================================================================================================
const Database::DatabaseEntry Database::KernelSelectionDouble = {
"KernelSelection", Precision::kDouble, {
{ // Default
kDeviceTypeAll, "default", {
{ "default", { {"XGEMM_MIN_INDIRECT_SIZE",512*512*512} } },
}
},
}
};
// =================================================================================================
const Database::DatabaseEntry Database::KernelSelectionComplexDouble = {
"KernelSelection", Precision::kComplexDouble, {
{ // Default
kDeviceTypeAll, "default", {
{ "default", { {"XGEMM_MIN_INDIRECT_SIZE",512*512*512} } },
}
},
}
};
// =================================================================================================
} // namespace clblast

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@ -22,7 +22,8 @@ namespace clblast {
// Constructor: forwards to base class constructor
template <typename T>
Xgemm<T>::Xgemm(Queue &queue, EventPointer event, const std::string &name):
Routine(queue, event, name, {"Copy","Pad","Transpose","Padtranspose","Xgemm", "XgemmDirect"},
Routine(queue, event, name,
{"Copy","Pad","Transpose","Padtranspose","Xgemm","XgemmDirect","KernelSelection"},
PrecisionValue<T>()) {
source_string_ =
#include "../../kernels/level3/level3.opencl"
@ -102,15 +103,15 @@ StatusCode Xgemm<T>::DoGemm(const Layout layout,
status = TestMatrixC(c_one, c_two, c_buffer, c_offset, c_ld);
if (ErrorIn(status)) { return status; }
// Optionally runs the direct version of GEMM. TODO: Set this based on the arguments
const auto do_gemm_direct = true; // for now, for testing
if (do_gemm_direct) {
// Selects which version of GEMM to run
const auto do_gemm_direct = (m * n * k < db_["XGEMM_MIN_INDIRECT_SIZE"]);
if (do_gemm_direct) { // for small sizes (single kernel)
return GemmDirect(m, n, k, alpha,
a_buffer, a_offset, a_ld, b_buffer, b_offset, b_ld, beta,
c_buffer, c_offset, c_ld,
a_do_transpose, b_do_transpose, c_do_transpose, a_conjugate, b_conjugate);
}
else {
else { // for larger sizes (pre/post-processing plus a very fast kernel)
return GemmIndirect(m, n, k, alpha,
a_buffer, a_offset, a_ld, b_buffer, b_offset, b_ld, beta,
c_buffer, c_offset, c_ld,