diff options
Diffstat (limited to 'src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp')
| -rw-r--r-- | src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp | 304 |
1 files changed, 148 insertions, 156 deletions
diff --git a/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp b/src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.cpp index 982748810d..851e23bc84 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) 2020-2023 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -25,7 +25,8 @@ #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" -#include "src/core/gpu/cl/kernels/gemm/ClGemmHelpers.h" + +#include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" #include <map> #include <utility> @@ -34,8 +35,7 @@ namespace arm_compute { namespace cl_gemm { -CLGEMMDefaultTypeValhall::CLGEMMDefaultTypeValhall(GPUTarget gpu) - : ICLGEMMKernelSelection(gpu) +CLGEMMDefaultTypeValhall::CLGEMMDefaultTypeValhall(GPUTarget gpu) : ICLGEMMKernelSelection(gpu) { } @@ -44,189 +44,136 @@ CLGEMMKernelType CLGEMMDefaultTypeValhall::select_kernel(const CLGEMMKernelSelec // _target could be used in the future to have a dedicated heuristic for each GPU IP ARM_COMPUTE_UNUSED(_target); - using FunctionExecutorPtr = CLGEMMKernelType (CLGEMMDefaultTypeValhall::*)(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); + using FunctionExecutorPtr = CLGEMMKernelType (CLGEMMDefaultTypeValhall::*)( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant); // Default configurations for Valhall architectures - static std::map<DataType, FunctionExecutorPtr> gemm_default_configs = - { - { DataType::F32, &CLGEMMDefaultTypeValhall::default_f32 }, - { DataType::F16, &CLGEMMDefaultTypeValhall::default_f16 }, - { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } - }; + static std::map<DataType, FunctionExecutorPtr> gemm_default_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::default_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::default_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; // Mali-G77 configurations - static std::map<DataType, FunctionExecutorPtr> gemm_g77_configs = - { - { DataType::F32, &CLGEMMDefaultTypeValhall::default_f32 }, - { DataType::F16, &CLGEMMDefaultTypeValhall::g77_f16 }, - { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } - }; + static std::map<DataType, FunctionExecutorPtr> gemm_g77_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::default_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g77_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; // Mali-G78 configurations - static std::map<DataType, FunctionExecutorPtr> gemm_g78_configs = - { - { DataType::F32, &CLGEMMDefaultTypeValhall::g78_f32 }, - { DataType::F16, &CLGEMMDefaultTypeValhall::g78_f16 }, - { DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8 }, - { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8 } - }; + static std::map<DataType, FunctionExecutorPtr> gemm_g78_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::g78_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g78_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + // Mali-G710 and Mali-G610 configurations + static std::map<DataType, FunctionExecutorPtr> gemm_g710_configs = { + {DataType::F32, &CLGEMMDefaultTypeValhall::default_f32}, + {DataType::F16, &CLGEMMDefaultTypeValhall::g710_f16}, + {DataType::QASYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QASYMM8_SIGNED, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8, &CLGEMMDefaultTypeValhall::default_q8}, + {DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultTypeValhall::default_q8}}; + + // Mali-G715 and Mali-G615 configurations + static std::map<DataType, FunctionExecutorPtr> 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) + switch (_target) { + case GPUTarget::G710: + case GPUTarget::G610: + if (gemm_g710_configs.find(data_type) != gemm_g710_configs.end()) + { + return (this->*gemm_g710_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); + } + ARM_COMPUTE_ERROR("Not supported data type"); + 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()) + if (gemm_g78_configs.find(data_type) != gemm_g78_configs.end()) { - return (this->*gemm_g78_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); + return (this->*gemm_g78_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); } ARM_COMPUTE_ERROR("Not supported data type"); case GPUTarget::G77: - if(gemm_g77_configs.find(data_type) != gemm_g77_configs.end()) + if (gemm_g77_configs.find(data_type) != gemm_g77_configs.end()) { - return (this->*gemm_g77_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); + return (this->*gemm_g77_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); } ARM_COMPUTE_ERROR("Not supported data type"); default: - if(gemm_default_configs.find(data_type) != gemm_default_configs.end()) + if (gemm_default_configs.find(data_type) != gemm_default_configs.end()) { - return (this->*gemm_default_configs[data_type])(params.m, params.n, params.k, params.b, params.is_rhs_constant); + return (this->*gemm_default_configs[data_type])(params.m, params.n, params.k, params.b, + params.is_rhs_constant); } ARM_COMPUTE_ERROR("Not supported data type"); } } -CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f32( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(m, n, k, b); - return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE_V1; + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; } -CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +CLGEMMKernelType CLGEMMDefaultTypeValhall::default_f16( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(m, n, k, b); - return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE_V1; + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; } -CLGEMMKernelType CLGEMMDefaultTypeValhall::g77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) { - if(!is_rhs_constant) - { - return CLGEMMKernelType::NATIVE_V1; - } + ARM_COMPUTE_UNUSED(m, n, k, b); - if(m == 1) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; +} - const float r_mn = static_cast<float>(m) / static_cast<float>(n); - const float r_mk = static_cast<float>(m) / static_cast<float>(k); - const float r_nk = static_cast<float>(n) / static_cast<float>(k); - const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f; +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g710_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +{ + ARM_COMPUTE_UNUSED(m, n, k, b); - if(r_mk <= 0.6817956566810608) - { - if(workload <= 801.6000061035156) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - else - { - if(r_mn <= 0.0839829258620739) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - else - { - if(r_mk <= 0.24917218834161758) - { - return CLGEMMKernelType::RESHAPED; - } - else - { - if(workload <= 2551.75) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - else - { - if(workload <= 5061.574951171875) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - else - { - return CLGEMMKernelType::RESHAPED; - } - } - } - } - } - } - else - { - if(r_mk <= 4.849947690963745) - { - if(workload <= 17618.4501953125) - { - if(workload <= 5224.699951171875) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - else - { - if(r_nk <= 0.7933054566383362) - { - return CLGEMMKernelType::RESHAPED; - } - else - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - } - } - else - { - if(workload <= 20275.2001953125) - { - return CLGEMMKernelType::RESHAPED; - } - else - { - if(r_mk <= 3.07421875) - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - else - { - return CLGEMMKernelType::RESHAPED; - } - } - } - } - else - { - return CLGEMMKernelType::RESHAPED_ONLY_RHS; - } - } + return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; } -CLGEMMKernelType CLGEMMDefaultTypeValhall::default_q8(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +CLGEMMKernelType CLGEMMDefaultTypeValhall::default_q8( + unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(m, n, k, b); - if(is_rhs_constant) + if (is_rhs_constant) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } @@ -236,47 +183,48 @@ CLGEMMKernelType CLGEMMDefaultTypeValhall::default_q8(unsigned int m, unsigned i } } -CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(b); - if(!is_rhs_constant) + if (!is_rhs_constant) { - return CLGEMMKernelType::NATIVE_V1; + return CLGEMMKernelType::NATIVE; } - if(m == 1) + if (m == 1) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } - if(n <= 272.0000f) + if (n <= 272.0000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { - if(k <= 471.0000f) + if (k <= 471.0000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { - if(m <= 72.5000f) + if (m <= 72.5000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { - if(m <= 90.5000f) + if (m <= 90.5000f) { return CLGEMMKernelType::RESHAPED; } else { - if(k <= 2448.0000f) + if (k <= 2448.0000f) { - if(n <= 756.0000f) + if (n <= 756.0000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } @@ -295,16 +243,60 @@ CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f32(unsigned int m, unsigned int } } -CLGEMMKernelType CLGEMMDefaultTypeValhall::g78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) +CLGEMMKernelType +CLGEMMDefaultTypeValhall::g78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(m, n, k, b); - if(!is_rhs_constant) + if (!is_rhs_constant) { - return CLGEMMKernelType::NATIVE_V1; + return CLGEMMKernelType::NATIVE; } 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 |