From cfa2bba98169cb5ab1945462514be1b6badf7d98 Mon Sep 17 00:00:00 2001 From: Georgios Pinitas Date: Thu, 27 Jun 2019 17:00:52 +0100 Subject: COMPMID-2178: Update GEMM assembly code. Perform offset reduction and requantization within the assembly wrapper. Change-Id: I5d5b3e1f6f9ef4c71805362c57f88ff199c027a3 Signed-off-by: Georgios Pinitas Reviewed-on: https://review.mlplatform.org/c/1541 Comments-Addressed: Pablo Marquez Reviewed-by: Gian Marco Iodice Comments-Addressed: Arm Jenkins Tested-by: Arm Jenkins --- src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp | 37 ++++++++++++++++++++++----- 1 file changed, 30 insertions(+), 7 deletions(-) (limited to 'src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp') diff --git a/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp b/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp index 9321bfccfd..84a45f700e 100644 --- a/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp +++ b/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp @@ -34,18 +34,28 @@ #include "kernels/a64_gemm_u8_12x8.hpp" #include "kernels/a64_gemm_u8_4x4.hpp" #include "kernels/a64_hybrid_u8u32_dot_16x4.hpp" +#include "kernels/a64_smallK_hybrid_u8u32_dot_4x6.hpp" +#include "kernels/a64_smallK_hybrid_u8u32_dot_4x8.hpp" #include "kernels/sve_hybrid_u8u32_dot_4VLx4.hpp" #include "kernels/sve_interleaved_u8u32_dot_3VLx8.hpp" #include "kernels/sve_native_u8u32_dot_4VLx4.hpp" +#include "kernels/sve_smallK_hybrid_u8u32_dot_1VLx8.hpp" namespace arm_gemm { static const GemmImplementation gemm_u8_methods[] = { #ifdef __ARM_FEATURE_SVE +{ + GemmMethod::GEMM_HYBRID, + "smallK_hybrid_u8u32_dot_1VLx8", + [](const GemmArgs &args) { return args._Ksize<=64 && args._alpha==1 && args._beta==0 && !args._trA && args._pretransposed_hint; }, + nullptr, + [](const GemmArgs &args) { return new GemmHybrid(args); } +}, { GemmMethod::GEMM_HYBRID, "hybrid_u8u32_dot_4VLx4", - [](const GemmArgs &args) { return args._Ksize>=16 && args._alpha==1 && !args._trA && !args._trB && args._pretransposed_hint; }, + [](const GemmArgs &args) { return args._Ksize>=16 && args._alpha==1 && !args._trA && args._pretransposed_hint; }, [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, @@ -59,15 +69,29 @@ static const GemmImplementation gemm_u8_methods[] = { { GemmMethod::GEMM_INTERLEAVED, "interleaved_u8u32_dot_3VLx8", - [](const GemmArgs &args) { return (args._Ksize>4); }, + [](const GemmArgs &args) { return (args._Ksize>4) && args._alpha==1 && (args._beta==0 || args._beta==1); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif +{ + GemmMethod::GEMM_HYBRID, + "smallK_hybrid_u8u32_dot_4x8", + [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && args._alpha==1 && args._beta==0 && !args._trA && args._pretransposed_hint; }, + nullptr, + [](const GemmArgs &args) { return new GemmHybrid(args); } +}, +{ + GemmMethod::GEMM_HYBRID, + "smallK_hybrid_u8u32_dot_4x6", + [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64) && args._alpha==1 && args._beta==0 && !args._trA && args._pretransposed_hint; }, + nullptr, + [](const GemmArgs &args) { return new GemmHybrid(args); } +}, { GemmMethod::GEMM_HYBRID, "hybrid_u8u32_dot_16x4", - [](const GemmArgs &args) { return args._ci->has_dotprod() && args._Ksize>=16 && !args._trA && !args._trB && args._pretransposed_hint; }, + [](const GemmArgs &args) { return args._ci->has_dotprod() && args._Ksize>=16 && args._alpha==1 && !args._trA && !args._trB && args._pretransposed_hint; }, [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, @@ -100,10 +124,9 @@ const GemmImplementation *gemm_implementation_list gemm(const GemmArgs &args); -template KernelDescription get_gemm_method(const GemmArgs &args); -template bool method_is_compatible(GemmMethod method, const GemmArgs &args); -template std::vector get_compatible_kernels (const GemmArgs &args); +template UniqueGemmCommon gemm(const GemmArgs &args, const Nothing &); +template KernelDescription get_gemm_method(const GemmArgs &args, const Nothing &); +template std::vector get_compatible_kernels (const GemmArgs &args, const Nothing &); } // namespace arm_gemm -- cgit v1.2.1