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authorDavid Mansell <David.Mansell@arm.com>2018-07-06 17:53:35 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:54:10 +0000
commite39334c15c7fd141bb8173d5017ea5ca157fca2c (patch)
treefffa2f7b136525037c4d99586bc194374e5bd3dc /src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp
parente8bd2c729546e59aa0adc241976ea91fc6f25b52 (diff)
downloadComputeLibrary-e39334c15c7fd141bb8173d5017ea5ca157fca2c.tar.gz
COMPMID-1271: New system for GEMM heuristics
This patch implements a system for separating the "validity" from "preferred" aspect of the current heuristics in gemm_*.cpp. Now, each gemm_*.cpp defines a list of candidate implementations, each of which supplies an is_valid() function (to check for validity), an is_preferred() function (the "heuristic" part), and an instantiate() function which actually produces the GemmCommon object pointer. The actual gemm() function is now templated and uses this list to select an implementation. This patch also implements a mechanism to identify the preferred implementation, and override it via the GemmConfig structure. Change-Id: Id49ab7af8bf2e3e9fd951a9698883ade234d40e1 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/139120 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp')
-rw-r--r--src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp61
1 files changed, 42 insertions, 19 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp b/src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp
index 65f43f302b..829ae325a9 100644
--- a/src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp
+++ b/src/core/NEON/kernels/arm_gemm/gemm_fp16.cpp
@@ -28,6 +28,7 @@
#include "arm_gemm.hpp"
#include "gemm_common.hpp"
+#include "gemm_implementation.hpp"
#include "gemm_interleaved.hpp"
#include "kernels/a64_hgemm_24x8.hpp"
@@ -36,37 +37,59 @@
namespace arm_gemm {
-template<>
-UniqueGemmCommon<__fp16, __fp16> gemm(const CPUInfo &ci, const unsigned int M, const unsigned int N, const unsigned int K,
- const unsigned int nbatches, const unsigned int nmulti,
- const bool trA, const bool trB, const __fp16 alpha, const __fp16 beta,
- const int maxthreads, const bool pretransposed_hint) {
#ifdef __aarch64__
-// Only consider the native FP16 kernel if it will get built.
#if defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC) || defined(FP16_KERNELS)
-#ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
- // If the compiler is configured to enable this feature always, then assume it is available at runtime too.
- const bool use_fp16=true;
-#else
- // Otherwise, detect at runtime via CPUInfo.
- const bool use_fp16=ci.has_fp16();
+class GemmImpl_gemm_fp16_interleaved_fp16 : public GemmImplementation<__fp16, __fp16> {
+public:
+#ifndef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
+ bool is_supported(const GemmArgs<__fp16> &args) override {
+ return args._ci->has_fp16();
+ }
#endif
- // If FP16 is supported, use it.
- if (use_fp16) {
- return UniqueGemmCommon<__fp16, __fp16>(new GemmInterleaved<hgemm_24x8, __fp16, __fp16>(&ci, M, N, K, nbatches, nmulti, trA, trB, alpha, beta, maxthreads, pretransposed_hint));
+ UniqueGemmCommon<__fp16, __fp16> instantiate(const GemmArgs<__fp16> &args) override {
+ return UniqueGemmCommon<__fp16, __fp16>(new GemmInterleaved<hgemm_24x8, __fp16, __fp16>(args));
}
+
+ GemmImpl_gemm_fp16_interleaved_fp16() : GemmImplementation<__fp16, __fp16>(GemmMethod::GEMM_INTERLEAVED_FP16) { }
+};
#endif
- // Fallback to using the blocked SGEMM kernel.
- return UniqueGemmCommon<__fp16, __fp16>(new GemmInterleaved<sgemm_12x8, __fp16, __fp16>(&ci, M, N, K, nbatches, nmulti, trA, trB, alpha, beta, maxthreads, pretransposed_hint));
+#endif // __aarch64__
+
+class GemmImpl_gemm_fp16_interleaved : public GemmImplementation<__fp16, __fp16> {
+public:
+ UniqueGemmCommon<__fp16, __fp16> instantiate(const GemmArgs<__fp16> &args) override {
+#ifdef __aarch64__
+ return UniqueGemmCommon<__fp16, __fp16>(new GemmInterleaved<sgemm_12x8, __fp16, __fp16>(args));
+#elif defined(__arm__)
+ return UniqueGemmCommon<__fp16, __fp16>(new GemmInterleaved<sgemm_8x6, __fp16, __fp16>(args));
#else
- // For AArch32, only support the SGEMM route for now.
- return UniqueGemmCommon<__fp16, __fp16>(new GemmInterleaved<sgemm_8x6, __fp16, __fp16>(&ci, M, N, K, nbatches, nmulti, trA, trB, alpha, beta, maxthreads, pretransposed_hint));
+# error Unknown Architecture
#endif
+ }
+
+ GemmImpl_gemm_fp16_interleaved() : GemmImplementation<__fp16, __fp16>(GemmMethod::GEMM_INTERLEAVED) { }
+};
+
+static std::vector<GemmImplementation<__fp16, __fp16> *> gemm_fp16_methods = {
+#if defined(__aarch64__) && (defined(__ARM_FEATURE_VECTOR_ARITHMETIC) || defined(FP16_KERNELS))
+ new GemmImpl_gemm_fp16_interleaved_fp16(),
+#endif
+ new GemmImpl_gemm_fp16_interleaved()
+};
+
+template<>
+std::vector<GemmImplementation<__fp16, __fp16> *> &gemm_implementation_list<__fp16, __fp16>() {
+ return gemm_fp16_methods;
}
+/* Explicitly instantiate the external functions for these types. */
+template UniqueGemmCommon<__fp16, __fp16> gemm<__fp16, __fp16>(GemmArgs<__fp16> &args, GemmConfig *cfg);
+template GemmMethod get_gemm_method<__fp16, __fp16>(GemmArgs<__fp16> &args);
+template bool method_is_compatible<__fp16, __fp16>(GemmMethod method, GemmArgs<__fp16> &args);
+
} // namespace arm_gemm
#endif // __ARM_FP16_ARGS