From c0b6f76561580414f08633a804fc548ccad65659 Mon Sep 17 00:00:00 2001 From: Georgios Pinitas Date: Mon, 2 Nov 2020 01:37:17 +0000 Subject: COMPMID-3776: Indirect GEMM Signed-off-by: Georgios Pinitas Change-Id: I51a1b0f098bc3a8c408c50c92221e4df3061e12c Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4343 Tested-by: Arm Jenkins Reviewed-by: Sang-Hoon Park Reviewed-by: Michele Di Giorgio Comments-Addressed: Arm Jenkins --- src/core/NEON/kernels/arm_gemm/gemm_int8.cpp | 107 +++++++++++---------------- 1 file changed, 43 insertions(+), 64 deletions(-) (limited to 'src/core/NEON/kernels/arm_gemm/gemm_int8.cpp') diff --git a/src/core/NEON/kernels/arm_gemm/gemm_int8.cpp b/src/core/NEON/kernels/arm_gemm/gemm_int8.cpp index 147caeefbd..31f225002e 100644 --- a/src/core/NEON/kernels/arm_gemm/gemm_int8.cpp +++ b/src/core/NEON/kernels/arm_gemm/gemm_int8.cpp @@ -26,21 +26,22 @@ #include "arm_gemm.hpp" #include "gemm_common.hpp" #include "gemm_hybrid.hpp" +#include "gemm_hybrid_indirect.hpp" #include "gemm_implementation.hpp" #include "gemm_interleaved.hpp" -#include "gemm_interleaved_pretransposed_2d.hpp" -#include "kernels/a64_gemm_s16_12x8.hpp" -#include "kernels/a64_gemm_s8_12x8.hpp" +#include "kernels/a64_gemm_s16_8x12.hpp" +#include "kernels/a64_gemm_s8_8x12.hpp" #include "kernels/a64_gemm_s8_4x4.hpp" -#include "kernels/a64_hybrid_s8s32_dot_16x4.hpp" -#include "kernels/a64_interleaved_s8s32_mmla_12x8.hpp" -#include "kernels/a64_smallK_hybrid_s8s32_dot_4x6.hpp" -#include "kernels/a64_smallK_hybrid_s8s32_dot_4x8.hpp" -#include "kernels/sve_hybrid_s8s32_dot_4VLx4.hpp" -#include "kernels/sve_interleaved_s8s32_dot_3VLx8.hpp" -#include "kernels/sve_interleaved_s8s32_mmla_3VLx8.hpp" -#include "kernels/sve_smallK_hybrid_s8s32_dot_1VLx8.hpp" +#include "kernels/a64_hybrid_s8s32_dot_6x16.hpp" +#include "kernels/a64_interleaved_s8s32_mmla_8x12.hpp" +#include "kernels/a64_smallK_hybrid_s8s32_dot_6x4.hpp" +#include "kernels/a64_smallK_hybrid_s8s32_dot_8x4.hpp" + +#include "kernels/sve_hybrid_s8s32_dot_6x4VL.hpp" +#include "kernels/sve_interleaved_s8s32_dot_8x3VL.hpp" +#include "kernels/sve_interleaved_s8s32_mmla_8x3VL.hpp" +#include "kernels/sve_smallK_hybrid_s8s32_dot_8x1VL.hpp" namespace arm_gemm { @@ -49,106 +50,84 @@ static const GemmImplementation gemm_s8_methods[] = { #ifdef MMLA_INT8 { GemmMethod::GEMM_INTERLEAVED, - "interleaved_s8s32_mmla_3VLx8", + "sve_interleaved_s8s32_mmla_8x3VL", [](const GemmArgs &args) { return (args._Ksize>8); }, nullptr, - [](const GemmArgs &args) { return new GemmInterleaved(args); } + [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif { GemmMethod::GEMM_HYBRID, - "smallK_hybrid_s8s32_dot_1VLx8", - [](const GemmArgs &args) { return args._Ksize<=64; }, + "sve_smallK_hybrid_s8s32_dot_8x1VL", + [](const GemmArgs &args) { return args._Ksize<=64 && !args._indirect_input; }, nullptr, - [](const GemmArgs &args) { return new GemmHybrid(args); } + [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, - "hybrid_s8s32_dot_4VLx4", + "sve_hybrid_s8s32_dot_6x4VL", [](const GemmArgs &args) { return args._Ksize>=16; }, [](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); } + [](const GemmArgs &args) { return new GemmHybridIndirect(args); } }, { GemmMethod::GEMM_INTERLEAVED, - "interleaved_s8s32_dot_3VLx8", + "sve_interleaved_s8s32_dot_8x3VL", [](const GemmArgs &args) { return (args._Ksize>4); }, nullptr, - [](const GemmArgs &args) { return new GemmInterleaved(args); } + [](const GemmArgs &args) { return new GemmInterleaved(args); } }, -#endif +#endif // SVE #ifdef MMLA_INT8 { GemmMethod::GEMM_INTERLEAVED, - "interleaved_s8s32_mmla_12x8", + "a64_interleaved_s8s32_mmla_8x12", [](const GemmArgs &args) { return (args._Ksize>8); }, nullptr, - [](const GemmArgs &args) { return new GemmInterleaved(args); } + [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif { GemmMethod::GEMM_HYBRID, - "smallK_hybrid_s8s32_dot_4x8", - [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32); }, + "a64_smallK_hybrid_s8s32_dot_8x4", + [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && !args._indirect_input; }, nullptr, - [](const GemmArgs &args) { return new GemmHybrid(args); } + [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, - "smallK_hybrid_s8s32_dot_4x6", - [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64); }, + "a64_smallK_hybrid_s8s32_dot_6x4", + [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64) && !args._indirect_input; }, nullptr, - [](const GemmArgs &args) { return new GemmHybrid(args); } -}, -{ - GemmMethod::GEMM_HYBRID, - "hybrid_s8s32_dot_16x4", - [](const GemmArgs &args) { return args._ci->has_dotprod() && args._Ksize>=16; }, - [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, - [](const GemmArgs &args) { return new GemmHybrid(args); } -}, -{ - GemmMethod::GEMM_INTERLEAVED_2D, - "gemm_s8_12x8_2d", - [](const GemmArgs &args) { return args._ci->has_dotprod(); }, - [](const GemmArgs &args) { return (args._maxthreads >= 8) && (args._Msize >= 8) && (args._Nsize >= 8); }, - [](const GemmArgs &args) { return new GemmInterleavedPretransposed2d(args); } + [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_INTERLEAVED, - "gemm_s8_12x8_1d", - [](const GemmArgs &args) { return args._ci->has_dotprod(); }, + "a64_gemm_s16_8x12", nullptr, - [](const GemmArgs &args) { return new GemmInterleaved(args); } + [](const GemmArgs &args) { return args._ci->get_cpu_model() == CPUModel::A53 && args._Ksize>4; }, + [](const GemmArgs &args) { return new GemmInterleaved(args); }, }, { - GemmMethod::GEMM_INTERLEAVED_2D, - "gemm_s16_12x8_2d", - nullptr, - [](const GemmArgs &args) { return args._ci->get_cpu_model() == CPUModel::A53 && args._Msize > 4 && (args._Msize / args._maxthreads) < 8; }, - [](const GemmArgs &args) { return new GemmInterleavedPretransposed2d(args); }, + GemmMethod::GEMM_HYBRID, + "a64_hybrid_s8s32_dot_6x16", + [](const GemmArgs &args) { return args._ci->has_dotprod(); }, + [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, + [](const GemmArgs &args) { return new GemmHybridIndirect(args); } }, { GemmMethod::GEMM_INTERLEAVED, - "gemm_s16_12x8_1d", - nullptr, - [](const GemmArgs &args) { return args._ci->get_cpu_model() == CPUModel::A53 && args._Msize > 4; }, - [](const GemmArgs &args) { return new GemmInterleaved(args); }, -}, -{ - GemmMethod::GEMM_INTERLEAVED_2D, - "gemm_s8_4x4_2d", + "a64_gemm_s8_8x12", + [](const GemmArgs &args) { return args._ci->has_dotprod(); }, nullptr, - [](const GemmArgs &args) { return ((args._maxthreads >= 8) && (args._Msize >= 8) && (args._Nsize >= 8)) || - ((args._Msize / args._maxthreads) < 4); }, - [](const GemmArgs &args) { return new GemmInterleavedPretransposed2d(args); } + [](const GemmArgs &args) { return new GemmInterleaved(args); } }, { GemmMethod::GEMM_INTERLEAVED, - "gemm_s8_4x4_1d", + "a64_gemm_s8_4x4", nullptr, nullptr, - [](const GemmArgs &args) { return new GemmInterleaved(args); } + [](const GemmArgs &args) { return new GemmInterleaved(args); } }, { GemmMethod::DEFAULT, -- cgit v1.2.1