/* * Copyright (c) 2020-2023 Arm Limited. * * SPDX-License-Identifier: MIT * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to * deal in the Software without restriction, including without limitation the * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or * sell copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in all * copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE * SOFTWARE. */ #include "src/runtime/CL/gemm/CLGEMMDefaultTypeValhall.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" #include #include namespace arm_compute { namespace cl_gemm { CLGEMMDefaultTypeValhall::CLGEMMDefaultTypeValhall(GPUTarget gpu) : ICLGEMMKernelSelection(gpu) { } CLGEMMKernelType CLGEMMDefaultTypeValhall::select_kernel(const CLGEMMKernelSelectionParams ¶ms) { // _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); // Default configurations for Valhall architectures static std::map 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 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 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 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 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::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()) { 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()) { 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()) { 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) { ARM_COMPUTE_UNUSED(m, n, k, b); 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) { ARM_COMPUTE_UNUSED(m, n, k, b); 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) { ARM_COMPUTE_UNUSED(m, n, k, b); return is_rhs_constant ? CLGEMMKernelType::RESHAPED_ONLY_RHS : CLGEMMKernelType::NATIVE; } 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); 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) { ARM_COMPUTE_UNUSED(m, n, k, b); if (is_rhs_constant) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { return CLGEMMKernelType::NATIVE; } } 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) { return CLGEMMKernelType::NATIVE; } if (m == 1) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } if (n <= 272.0000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { if (k <= 471.0000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { if (m <= 72.5000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { if (m <= 90.5000f) { return CLGEMMKernelType::RESHAPED; } else { if (k <= 2448.0000f) { if (n <= 756.0000f) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { return CLGEMMKernelType::RESHAPED; } } else { return CLGEMMKernelType::RESHAPED; } } } } } } 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) { 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