/* * Copyright (c) 2020 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/core/CL/gemm/reshaped/CLGEMMReshapedKernelConfigurationValhall.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" #include "arm_compute/core/GPUTarget.h" #include "src/core/CL/gemm/CLGEMMHelpers.h" #include #include namespace arm_compute { namespace cl_gemm { CLGEMMReshapedKernelConfigurationValhall::CLGEMMReshapedKernelConfigurationValhall(GPUTarget gpu) : ICLGEMMKernelConfiguration(gpu) { } std::pair CLGEMMReshapedKernelConfigurationValhall::configure(unsigned int m, unsigned int n, unsigned int k, unsigned int b, DataType data_type) { using ConfigurationFunctionExecutorPtr = std::pair (CLGEMMReshapedKernelConfigurationValhall::*)(unsigned int m, unsigned int n, unsigned int k, unsigned int b); // Configurations for Mali-G77 static std::map gemm_configs_G77 = { { DataType::F32, &CLGEMMReshapedKernelConfigurationValhall::configure_G77_f32 }, { DataType::F16, &CLGEMMReshapedKernelConfigurationValhall::configure_G77_f16 }, { DataType::QASYMM8, &CLGEMMReshapedKernelConfigurationValhall::configure_G77_u8 }, { DataType::QSYMM8, &CLGEMMReshapedKernelConfigurationValhall::configure_G77_u8 }, { DataType::QASYMM8_SIGNED, &CLGEMMReshapedKernelConfigurationValhall::configure_G77_u8 }, { DataType::QSYMM8_PER_CHANNEL, &CLGEMMReshapedKernelConfigurationValhall::configure_G77_u8 } }; switch(_target) { case GPUTarget::G77: default: if(gemm_configs_G77.find(data_type) != gemm_configs_G77.end()) { return (this->*gemm_configs_G77[data_type])(m, n, k, b); } else { ARM_COMPUTE_ERROR("Not supported data type"); } } } std::pair CLGEMMReshapedKernelConfigurationValhall::configure_G77_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b) { ARM_COMPUTE_UNUSED(k); ARM_COMPUTE_UNUSED(b); if(n <= 4) { return configure_lhs_rhs_info(m, n, 4, 2, 8, 16, 16, true, false, false, true); } else { return configure_lhs_rhs_info(m, n, 5, 4, 4, 2, 16, false, true, false, true); } } std::pair CLGEMMReshapedKernelConfigurationValhall::configure_G77_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) { ARM_COMPUTE_UNUSED(k); ARM_COMPUTE_UNUSED(b); const float r_mn = static_cast(m) / static_cast(n); const float workload = (static_cast(m) * static_cast(n) * static_cast(b)) / 20.0f; const float r_mk = static_cast(m) / static_cast(k); const float r_nk = static_cast(n) / static_cast(k); GEMMLHSMatrixInfo lhs_info_buf; GEMMRHSMatrixInfo rhs_info_buf; GEMMLHSMatrixInfo lhs_info_img; GEMMRHSMatrixInfo rhs_info_img; std::tie(lhs_info_buf, rhs_info_buf) = configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, false, false, true, false, false); if(r_mk <= 0.11824845522642136) { if(workload <= 880.0) { return configure_lhs_rhs_info(m, n, 2, 4, 4, 1, 4, false, false, true, false, false); } else { if(r_nk <= 0.42521367967128754) { if(workload <= 1726.4000244140625) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, false, false, true, false, false); } else { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, false, true, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } } else { if(workload <= 1241.6000366210938) { return configure_lhs_rhs_info(m, n, 2, 4, 4, 1, 4, false, false, true, false, false); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, false, false, true, false, false); } } } } else { if(workload <= 11404.7998046875) { if(r_mk <= 1.0126488208770752) { if(r_mn <= 2.545312523841858) { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, false, true, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } else { return configure_lhs_rhs_info(m, n, 2, 4, 4, 1, 4, false, false, true, false, false); } } else { if(workload <= 2881.199951171875) { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 2, false, false, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } else { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, false, true, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } } } else { if(r_nk <= 0.5765306055545807) { if(r_mn <= 6.010416746139526) { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, false, true, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } else { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, true, false, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } } else { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, true, false, true, false, true); return select_lhs_rhs_info(std::make_pair(lhs_info_img, rhs_info_img), std::make_pair(lhs_info_buf, rhs_info_buf), n, k, b, DataType::F16); } } } } std::pair CLGEMMReshapedKernelConfigurationValhall::configure_G77_u8(unsigned int m, unsigned int n, unsigned int k, unsigned int b) { ARM_COMPUTE_UNUSED(k); ARM_COMPUTE_UNUSED(b); if(n <= 4) { return configure_lhs_rhs_info(m, n, 4, 2, 16, 4, 1, false, false, false, true); } else { return configure_lhs_rhs_info(m, n, 4, 4, 16, 2, 2, false, true, false, true); } } } // namespace cl_gemm } // namespace arm_compute