From 4bfc70e31766587c951204c93a127a486e007d0c Mon Sep 17 00:00:00 2001 From: Gunes Bayir Date: Fri, 10 Dec 2021 16:17:56 +0000 Subject: Add Gemm MMUL Reshaped Only Rhs Support for FP32/FP16 This patch introduces a GEMM routine that is optimized for Arm(R) Mali(TM)-G715 and Arm(R) Mali(TM)-G615 Resolves: COMPMID-5216 Signed-off-by: Gunes Bayir Change-Id: I2e5d7806f5904347185bb3e250f73d73d6669dba Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7914 Reviewed-by: SiCong Li Tested-by: Arm Jenkins Comments-Addressed: Arm Jenkins Benchmark: Arm Jenkins --- src/runtime/CL/functions/CLGEMM.cpp | 3 +- src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp | 61 +++++++++++++++++++++++- src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h | 4 +- 3 files changed, 64 insertions(+), 4 deletions(-) (limited to 'src/runtime/CL') diff --git a/src/runtime/CL/functions/CLGEMM.cpp b/src/runtime/CL/functions/CLGEMM.cpp index cc6689c504..427ea51ab9 100644 --- a/src/runtime/CL/functions/CLGEMM.cpp +++ b/src/runtime/CL/functions/CLGEMM.cpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2017-2021 Arm Limited. + * Copyright (c) 2017-2022 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -30,7 +30,6 @@ #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/Types.h" #include "arm_compute/core/Utils.h" -#include "arm_compute/runtime/CL/functions/CLGEMM.h" #include "src/core/helpers/MemoryHelpers.h" #include "src/gpu/cl/operators/ClGemm.h" diff --git a/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp index 64271a8801..4c7daf916e 100644 --- a/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp +++ b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2020-2021 Arm Limited. + * Copyright (c) 2020-2022 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -79,10 +79,28 @@ CLGEMMKernelType CLGEMMDefaultTypeValhall::select_kernel(const CLGEMMKernelSelec { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } }; + // Mali-G715 and Mali-G615 configurations + static std::map gemm_g715_configs = + { + { DataType::F32, &CLGEMMDefaultTypeValhall::g715_f32 }, + { DataType::F16, &CLGEMMDefaultTypeValhall::g715_f16 }, + { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, + { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, + { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, + { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } + }; + const DataType data_type = params.data_type; switch(_target) { + case GPUTarget::G715: + case GPUTarget::G615: + if(gemm_g715_configs.find(data_type) != gemm_g715_configs.end()) + { + return (this->*gemm_g715_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); case GPUTarget::G78: if(gemm_g78_configs.find(data_type) != gemm_g78_configs.end()) { @@ -306,5 +324,46 @@ CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f16(unsigned int m, unsigned int return CLGEMMKernelType::RESHAPED_ONLY_RHS; } + +CLGEMMKernelType CLGEMMDefaultTypeValhall::g715_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + if(!is_rhs_constant) + { + return default_f32(m, n, k, b, is_rhs_constant); + } + + unsigned int best_m0; + unsigned int best_n0; + + if(opencl::kernels::gemm::is_mmul_kernel_preferred(m, n, k, b, DataType::F32, best_m0, best_n0)) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS_MMUL; + } + else + { + return default_f32(m, n, k, b, is_rhs_constant); + } +} + +CLGEMMKernelType CLGEMMDefaultTypeValhall::g715_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + if(!is_rhs_constant) + { + return g78_f16(m, n, k, b, is_rhs_constant); + } + + unsigned int best_m0; + unsigned int best_n0; + + if(opencl::kernels::gemm::is_mmul_kernel_preferred(m, n, k, b, DataType::F16, best_m0, best_n0)) + { + return CLGEMMKernelType::RESHAPED_ONLY_RHS_MMUL; + } + else + { + return g78_f16(m, n, k, b, is_rhs_constant); + } +} + } // namespace cl_gemm } // namespace arm_compute diff --git a/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h index c88fbcf557..0893f11132 100644 --- a/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h +++ b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h @@ -1,5 +1,5 @@ /* - * Copyright (c) 2020-2021 Arm Limited. + * Copyright (c) 2020-2022 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -50,6 +50,8 @@ private: CLGEMMKernelType g77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); CLGEMMKernelType g78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); CLGEMMKernelType g78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); + CLGEMMKernelType g715_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); + CLGEMMKernelType g715_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); }; } // namespace cl_gemm } // namespace arm_compute -- cgit v1.2.1