/* * 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 "arm_compute/runtime/CL/gemm/CLGEMMKernelSelectionBifrost.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" #include "arm_compute/core/CL/gemm/CLGEMMHelpers.h" #include #include namespace arm_compute { namespace cl_gemm { CLGEMMKernelSelectionBifrost::CLGEMMKernelSelectionBifrost(GPUTarget gpu) : ICLGEMMKernelSelection(gpu) { } CLGEMMKernelType CLGEMMKernelSelectionBifrost::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 (CLGEMMKernelSelectionBifrost::*)(unsigned int m, unsigned int n, unsigned int k, bool is_rhs_constant); // Default configurations for Bifrost architectures static std::map gemm_default_configs = { { DataType::F32, &CLGEMMKernelSelectionBifrost::default_f32 }, { DataType::F16, &CLGEMMKernelSelectionBifrost::default_f16 }, { DataType::QASYMM8, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QASYMM8_SIGNED, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QSYMM8, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QSYMM8_PER_CHANNEL, &CLGEMMKernelSelectionBifrost::default_q8 } }; // Mali-G71 configurations static std::map gemm_g71_configs = { { DataType::F32, &CLGEMMKernelSelectionBifrost::default_f32 }, { DataType::F16, &CLGEMMKernelSelectionBifrost::g71_f16 }, { DataType::QASYMM8, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QASYMM8_SIGNED, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QSYMM8, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QSYMM8_PER_CHANNEL, &CLGEMMKernelSelectionBifrost::default_q8 } }; // Mali-G76 configurations static std::map gemm_g76_configs = { { DataType::F32, &CLGEMMKernelSelectionBifrost::g76_f32 }, { DataType::F16, &CLGEMMKernelSelectionBifrost::default_f16 }, { DataType::QASYMM8, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QASYMM8_SIGNED, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QSYMM8, &CLGEMMKernelSelectionBifrost::default_q8 }, { DataType::QSYMM8_PER_CHANNEL, &CLGEMMKernelSelectionBifrost::default_q8 } }; const DataType data_type = params.data_type; switch(_target) { case GPUTarget::G71: if(gemm_g71_configs.find(data_type) != gemm_g71_configs.end()) { return (this->*gemm_g71_configs[data_type])(params.m, params.n, params.k, params.is_rhs_constant); } ARM_COMPUTE_ERROR("Not supported data type"); case GPUTarget::G76: if(gemm_g76_configs.find(data_type) != gemm_g76_configs.end()) { return (this->*gemm_g76_configs[data_type])(params.m, params.n, params.k, 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.is_rhs_constant); } ARM_COMPUTE_ERROR("Not supported data type"); } } CLGEMMKernelType CLGEMMKernelSelectionBifrost::default_f32(unsigned int m, unsigned int n, unsigned int k, bool is_rhs_constant) { CLGEMMKernelType gemm_type = CLGEMMKernelType::NATIVE_V1; if(is_rhs_constant) { if((m > 1) && (n < 16)) { gemm_type = CLGEMMKernelType::RESHAPED_V1; } else if(m == 1) { gemm_type = CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { if((k > 256) && (m > 4)) { constexpr float alpha = 3.2f; constexpr float fact0 = 1.51f; constexpr float fact1 = 1.66f; constexpr float ops = 12.0f; const float scale = k > 1024 ? 1.07f : 1.0f; gemm_type = (alpha + ((n * fact0) / ops) < ((fact1 * n * scale) / ops)) ? CLGEMMKernelType::RESHAPED_V1 : CLGEMMKernelType::NATIVE_V1; } else { gemm_type = CLGEMMKernelType::NATIVE_V1; } } const auto workload = static_cast((m * n) / 20.0f); gemm_type = ((workload > 1600.0f) && (gemm_type == CLGEMMKernelType::RESHAPED_V1)) ? CLGEMMKernelType::RESHAPED : gemm_type; } return gemm_type; } CLGEMMKernelType CLGEMMKernelSelectionBifrost::default_f16(unsigned int m, unsigned int n, unsigned int k, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(n, k); if(is_rhs_constant) { if(m == 1) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { return CLGEMMKernelType::RESHAPED; } } else { return CLGEMMKernelType::NATIVE_V1; } } CLGEMMKernelType CLGEMMKernelSelectionBifrost::default_q8(unsigned int m, unsigned int n, unsigned int k, bool is_rhs_constant) { ARM_COMPUTE_UNUSED(m, n, k); if(is_rhs_constant) { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { return CLGEMMKernelType::NATIVE; } } CLGEMMKernelType CLGEMMKernelSelectionBifrost::g76_f32(unsigned int m, unsigned int n, unsigned int k, bool is_rhs_constant) { CLGEMMKernelType gemm_type = CLGEMMKernelType::NATIVE_V1; if(is_rhs_constant) { if((m > 1) && (n < 16)) { gemm_type = CLGEMMKernelType::RESHAPED; } else if(m == 1) { gemm_type = CLGEMMKernelType::RESHAPED_ONLY_RHS; } else { if((k > 256) && (m > 4)) { gemm_type = CLGEMMKernelType::RESHAPED; } else { gemm_type = CLGEMMKernelType::RESHAPED_ONLY_RHS; } } } return gemm_type; } CLGEMMKernelType CLGEMMKernelSelectionBifrost::g71_f16(unsigned int m, unsigned int n, unsigned int k, bool is_rhs_constant) { if(is_rhs_constant) { if(m == 1) { if(n > k) { return CLGEMMKernelType::NATIVE_V1; } else { return CLGEMMKernelType::RESHAPED_ONLY_RHS; } } else { return CLGEMMKernelType::RESHAPED; } } else { return CLGEMMKernelType::NATIVE_V1; } } } // namespace cl_gemm } // namespace arm_compute