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authorCedric Nugteren <web@cedricnugteren.nl>2017-12-28 11:08:10 +0100
committerCedric Nugteren <web@cedricnugteren.nl>2017-12-28 11:08:10 +0100
commit74792ce96c828fdb4962fa5fc3192178b2a9386b (patch)
treea58ffdbe9b8106d131883c162a4695caabe09583
parent936cf2668d478853e80dcde9955ecc07cb13f274 (diff)
Refactored GEMM code in preparation of separate temp-buffer computation
-rw-r--r--src/routines/level3/xgemm.cpp56
-rw-r--r--src/routines/level3/xgemm.hpp57
2 files changed, 77 insertions, 36 deletions
diff --git a/src/routines/level3/xgemm.cpp b/src/routines/level3/xgemm.cpp
index edba1f00..4b8c465f 100644
--- a/src/routines/level3/xgemm.cpp
+++ b/src/routines/level3/xgemm.cpp
@@ -19,6 +19,11 @@
namespace clblast {
// =================================================================================================
+// Defines the assumptions of the GEMM kernels
+template <typename T> const bool Xgemm<T>::a_want_rotated_ = false;
+template <typename T> const bool Xgemm<T>::b_want_rotated_ = true;
+template <typename T> const bool Xgemm<T>::c_want_rotated_ = false;
+
// Constructor: forwards to base class constructor
template <typename T>
Xgemm<T>::Xgemm(Queue &queue, EventPointer event, const std::string &name):
@@ -71,12 +76,9 @@ void Xgemm<T>::DoGemm(const Layout layout,
const auto b_rotated = (layout == Layout::kColMajor && b_transpose != Transpose::kNo) ||
(layout == Layout::kRowMajor && b_transpose == Transpose::kNo);
const auto c_rotated = (layout == Layout::kRowMajor);
- static const auto a_want_rotated = false;
- static const auto b_want_rotated = true;
- static const auto c_want_rotated = false;
- const auto a_do_transpose = a_rotated != a_want_rotated;
- const auto b_do_transpose = b_rotated != b_want_rotated;
- const auto c_do_transpose = c_rotated != c_want_rotated;
+ const auto a_do_transpose = a_rotated != a_want_rotated_;
+ const auto b_do_transpose = b_rotated != b_want_rotated_;
+ const auto c_do_transpose = c_rotated != c_want_rotated_;
// In case of complex data-types, the transpose can also become a conjugate transpose
const auto a_conjugate = (a_transpose == Transpose::kConjugate);
@@ -103,11 +105,7 @@ void Xgemm<T>::DoGemm(const Layout layout,
TestMatrixC(c_one, c_two, c_buffer, c_offset, c_ld);
// Selects which version of GEMM to run
- const auto m_n_k = static_cast<unsigned long long>(m) * static_cast<unsigned long long>(n) *
- static_cast<unsigned long long>(k);
- const auto database_value = static_cast<unsigned long long>(db_["XGEMM_MIN_INDIRECT_SIZE"]);
- const auto min_indirect_size = database_value * database_value * database_value;
- const auto do_gemm_direct = (m_n_k < min_indirect_size);
+ const auto do_gemm_direct = UseDirectKernel(m, n, k, db_["XGEMM_MIN_INDIRECT_SIZE"]);
if (do_gemm_direct) { // for small sizes (single kernel)
GemmDirect(m, n, k, alpha,
a_buffer, a_offset, a_ld, b_buffer, b_offset, b_ld, beta,
@@ -119,9 +117,7 @@ void Xgemm<T>::DoGemm(const Layout layout,
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,
- a_one, a_two, a_want_rotated,
- b_one, b_two, b_want_rotated,
- c_one, c_two, c_want_rotated);
+ a_one, a_two, b_one, b_two, c_one, c_two);
}
}
@@ -139,9 +135,10 @@ void Xgemm<T>::GemmIndirect(const size_t m, const size_t n, const size_t k,
const Buffer<T> &c_buffer, const size_t c_offset, const size_t c_ld,
const bool a_do_transpose, const bool b_do_transpose, const bool c_do_transpose,
const bool a_conjugate, const bool b_conjugate,
- const size_t a_one, const size_t a_two, const bool a_want_rotated,
- const size_t b_one, const size_t b_two, const bool b_want_rotated,
- const size_t c_one, const size_t c_two, const bool c_want_rotated) {
+ const size_t a_one, const size_t a_two,
+ const size_t b_one, const size_t b_two,
+ const size_t c_one, const size_t c_two) {
+
// Calculates the ceiled versions of m, n, and k
const auto m_ceiled = Ceil(m, db_["MWG"]);
const auto n_ceiled = Ceil(n, db_["NWG"]);
@@ -149,28 +146,21 @@ void Xgemm<T>::GemmIndirect(const size_t m, const size_t n, const size_t k,
// Computes the first and second "internal" (ceiled) dimensions of the 3 matrices taking into account
// whether the matrices need to be rotated or not for the kernel.
- const auto a_one_i = (a_want_rotated) ? k_ceiled : m_ceiled;
- const auto a_two_i = (a_want_rotated) ? m_ceiled : k_ceiled;
- const auto b_one_i = (b_want_rotated) ? n_ceiled : k_ceiled;
- const auto b_two_i = (b_want_rotated) ? k_ceiled : n_ceiled;
- const auto c_one_i = (c_want_rotated) ? n_ceiled : m_ceiled;
- const auto c_two_i = (c_want_rotated) ? m_ceiled : n_ceiled;
+ size_t a_one_i, a_two_i, b_one_i, b_two_i, c_one_i, c_two_i;
+ CalculateInternalDimensions(m, n, k, db_["MWG"], db_["NWG"], db_["KWG"],
+ a_one_i, a_two_i, b_one_i, b_two_i, c_one_i, c_two_i);
// Determines whether or not temporary matrices are needed
- auto a_no_temp = a_one == a_one_i && a_two == a_two_i && a_ld == a_one && a_offset == 0 &&
- a_do_transpose == false && a_conjugate == false;
- auto b_no_temp = b_one == b_one_i && b_two == b_two_i && b_ld == b_one && b_offset == 0 &&
- b_do_transpose == false && b_conjugate == false;
- auto c_no_temp = c_one == c_one_i && c_two == c_two_i && c_ld == c_one && c_offset == 0 &&
- c_do_transpose == false;
+ auto a_no_temp = NoTempBuffer(a_one, a_one_i, a_two, a_two_i, a_ld, a_offset, a_do_transpose, a_conjugate);
+ auto b_no_temp = NoTempBuffer(b_one, b_one_i, b_two, b_two_i, b_ld, b_offset, b_do_transpose, b_conjugate);
+ auto c_no_temp = NoTempBuffer(c_one, c_one_i, c_two, c_two_i, c_ld, c_offset, c_do_transpose, false);
// Computes the sizes and offsets for (optional) temporary buffers for the 3 matrices
- auto temp_size = size_t{0};
auto b_temp_offset = size_t{0};
auto c_temp_offset = size_t{0};
- if (!a_no_temp) { temp_size += a_one_i*a_two_i; }
- if (!b_no_temp) { b_temp_offset = temp_size; temp_size += b_one_i*b_two_i; }
- if (!c_no_temp) { c_temp_offset = temp_size; temp_size += c_one_i*c_two_i; }
+ const auto temp_size = ComputeTempSize(a_no_temp, b_no_temp, c_no_temp,
+ a_one_i*a_two_i, b_one_i*b_two_i, c_one_i*c_two_i,
+ b_temp_offset, c_temp_offset);
if (!IsMultiple(b_temp_offset, db_["VWN"])) { throw BLASError(StatusCode::kUnexpectedError); }
if (!IsMultiple(c_temp_offset, db_["VWM"])) { throw BLASError(StatusCode::kUnexpectedError); }
diff --git a/src/routines/level3/xgemm.hpp b/src/routines/level3/xgemm.hpp
index c61611b6..dab195c5 100644
--- a/src/routines/level3/xgemm.hpp
+++ b/src/routines/level3/xgemm.hpp
@@ -24,6 +24,57 @@ template <typename T>
class Xgemm: public Routine {
public:
+ // Defines the assumptions of the GEMM kernels
+ static const bool a_want_rotated_;
+ static const bool b_want_rotated_;
+ static const bool c_want_rotated_;
+
+ // Selects which version of GEMM to run
+ static bool UseDirectKernel(const size_t m, const size_t n, const size_t k,
+ const size_t min_indirect_size) {
+ const auto m_n_k = static_cast<unsigned long long>(m) * static_cast<unsigned long long>(n) *
+ static_cast<unsigned long long>(k);
+ const auto min_indirect_size_ll = static_cast<unsigned long long>(min_indirect_size);
+ const auto min_indirect_size_e3 = min_indirect_size_ll * min_indirect_size_ll * min_indirect_size_ll;
+ return (m_n_k < min_indirect_size_e3);
+ }
+
+ // Computes the sizes and offsets for (optional) temporary buffers for the 3 matrices
+ static size_t ComputeTempSize(const bool a_no_temp, const bool b_no_temp, const bool c_no_temp,
+ const size_t a_size, const size_t b_size, const size_t c_size,
+ size_t &b_temp_offset, size_t &c_temp_offset) {
+ auto temp_size = size_t{0};
+ if (!a_no_temp) { temp_size += a_size; }
+ if (!b_no_temp) { b_temp_offset = temp_size; temp_size += b_size; }
+ if (!c_no_temp) { c_temp_offset = temp_size; temp_size += c_size; }
+ return temp_size;
+ }
+
+ // Determines whether or not temporary matrices are needed
+ static bool NoTempBuffer(const size_t one, const size_t one_i, const size_t two, const size_t two_i,
+ const size_t ld, const size_t offset,
+ const bool do_transpose, const bool conjugate) {
+ return one == one_i && two == two_i && ld == one && offset == 0 && !do_transpose && !conjugate;
+ }
+
+
+ // Computes the first and second "internal" (ceiled) dimensions of the 3 matrices taking into account
+ // whether the matrices need to be rotated or not for the kernel.
+ static void CalculateInternalDimensions(const size_t m, const size_t n, const size_t k,
+ const size_t mwg, const size_t nwg, const size_t kwg,
+ size_t& a_one_i, size_t& a_two_i, size_t& b_one_i,
+ size_t& b_two_i, size_t& c_one_i, size_t& c_two_i) {
+ const auto m_ceiled = Ceil(m, mwg);
+ const auto n_ceiled = Ceil(n, nwg);
+ const auto k_ceiled = Ceil(k, kwg);
+ a_one_i = (a_want_rotated_) ? k_ceiled : m_ceiled;
+ a_two_i = (a_want_rotated_) ? m_ceiled : k_ceiled;
+ b_one_i = (b_want_rotated_) ? n_ceiled : k_ceiled;
+ b_two_i = (b_want_rotated_) ? k_ceiled : n_ceiled;
+ c_one_i = (c_want_rotated_) ? n_ceiled : m_ceiled;
+ c_two_i = (c_want_rotated_) ? m_ceiled : n_ceiled;
+ }
+
// Constructor
Xgemm(Queue &queue, EventPointer event, const std::string &name = "GEMM");
@@ -45,9 +96,9 @@ class Xgemm: public Routine {
const Buffer<T> &c_buffer, const size_t c_offset, const size_t c_ld,
const bool a_do_transpose, const bool b_do_transpose, const bool c_do_transpose,
const bool a_conjugate, const bool b_conjugate,
- const size_t a_one, const size_t a_two, const bool a_want_rotated,
- const size_t b_one, const size_t b_two, const bool b_want_rotated,
- const size_t c_one, const size_t c_two, const bool c_want_rotated);
+ const size_t a_one, const size_t a_two,
+ const size_t b_one, const size_t b_two,
+ const size_t c_one, const size_t c_two);
// Direct version of GEMM (no pre and post-processing kernels)
void GemmDirect(const size_t m, const size_t n, const size_t k,