/* * Copyright (c) 2020-2021 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/gpu/cl/kernels/gemm/reshaped/ClGemmDefaultConfigReshapedValhall.h" #include "arm_compute/core/CL/CLHelpers.h" #include "arm_compute/core/CL/CLKernelLibrary.h" #include "arm_compute/core/GPUTarget.h" #include "src/gpu/cl/kernels/gemm/ClGemmHelpers.h" #include namespace arm_compute { namespace opencl { namespace kernels { namespace gemm { ClGemmDefaultConfigReshapedValhall::ClGemmDefaultConfigReshapedValhall(GPUTarget gpu) : IClGemmKernelConfig(gpu) { } std::pair ClGemmDefaultConfigReshapedValhall::configure( unsigned int m, unsigned int n, unsigned int k, unsigned int b, DataType data_type) { using ConfigurationFunctionExecutorPtr = std::pair ( ClGemmDefaultConfigReshapedValhall::*)(unsigned int m, unsigned int n, unsigned int k, unsigned int b); CLGEMMConfigArray configs_G77( &ClGemmDefaultConfigReshapedValhall::configure_G77_f32, &ClGemmDefaultConfigReshapedValhall::configure_G77_f16, &ClGemmDefaultConfigReshapedValhall::configure_G77_u8); CLGEMMConfigArray configs_G78( &ClGemmDefaultConfigReshapedValhall::configure_G78_f32, &ClGemmDefaultConfigReshapedValhall::configure_G78_f16, &ClGemmDefaultConfigReshapedValhall::configure_G77_u8); ConfigurationFunctionExecutorPtr func = nullptr; switch (_target) { case GPUTarget::G78: func = configs_G78.get_function(data_type); break; case GPUTarget::G77: default: func = configs_G77.get_function(data_type); break; } ARM_COMPUTE_ERROR_ON_MSG(func == nullptr, "Data type not support for GEMM"); return (this->*func)(m, n, k, b); } std::pair ClGemmDefaultConfigReshapedValhall::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, 1, 0, 0, 1); } else { return configure_lhs_rhs_info(m, n, 5, 4, 4, 2, 16, 0, 1, 0, 1); } } std::pair ClGemmDefaultConfigReshapedValhall::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, 0, 0, 1, 0, 0); if (r_mk <= 0.11824845522642136) { if (workload <= 880.0) { return configure_lhs_rhs_info(m, n, 2, 4, 4, 1, 4, 0, 0, 1, 0, 0); } else { if (r_nk <= 0.42521367967128754) { if (workload <= 1726.4000244140625) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 0); } else { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 1, 0, 1, 1, 0, 1); 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, 0, 0, 1, 0, 0); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 1, 0, 0); } } } } 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, 0, 1, 1, 0, 1); 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, 0, 0, 1, 0, 0); } } else { if (workload <= 2881.199951171875) { std::tie(lhs_info_img, rhs_info_img) = configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 2, 0, 0, 1, 0, 1); 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, 0, 1, 1, 0, 1); 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, 0, 1, 1, 0, 1); 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, 1, 0, 1, 0, 1); 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, 1, 0, 1, 0, 1); 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 ClGemmDefaultConfigReshapedValhall::configure_G78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b) { const float r_mn = static_cast(m) / static_cast(n); const float r_mk = static_cast(m) / static_cast(k); const float r_nk = static_cast(n) / static_cast(k); const float workload = (static_cast(m) * static_cast(n) * static_cast(b)) / 20.0f; if (workload <= 1288.0000f) { if (workload <= 505.6000f) { if (r_mn <= 0.4466f) { if (r_nk <= 0.2384f) { return configure_lhs_rhs_info(m, n, 2, 4, 8, 4, 4, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 2, 2, 4, 2, 2, 0, 0, 1, 0, 0); } } else { return configure_lhs_rhs_info(m, n, 2, 2, 4, 2, 2, 0, 0, 1, 0, 0); } } else { if (r_mn <= 0.2250f) { if (r_mn <= 0.1599f) { return configure_lhs_rhs_info(m, n, 2, 4, 8, 4, 4, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } } else { if (r_mk <= 0.7609f) { if (r_mn <= 2.5453f) { if (workload <= 1089.6000f) { return configure_lhs_rhs_info(m, n, 2, 4, 8, 4, 4, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 2, 4, 8, 2, 4, 0, 0, 1, 0, 1); } } else { return configure_lhs_rhs_info(m, n, 2, 4, 16, 4, 4, 0, 0, 1, 0, 1); } } else { return configure_lhs_rhs_info(m, n, 2, 4, 8, 4, 4, 0, 0, 1, 0, 1); } } } } else { if (workload <= 5434.4001f) { if (workload <= 1603.2000f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { if (r_nk <= 0.6192f) { if (r_mn <= 16.1016f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { if (workload <= 2750.0000f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { if (r_mk <= 6.3151f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 0, 1, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } } } } else { if (r_mk <= 0.0387f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 1, 0, 1); } else { if (r_mk <= 2.5859f) { if (r_mk <= 0.2734f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } } } } } else { if (r_mk <= 25.7500f) { if (r_mk <= 0.3615f) { if (r_mn <= 0.0913f) { if (r_mk <= 0.0683f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 4, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 2, 4, 8, 4, 4, 0, 0, 1, 0, 1); } } else { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 2, 0, 0, 1, 0, 1); } } else { if (workload <= 11174.3999f) { if (r_mk <= 0.8047f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { if (workload <= 7185.5999f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 8, 4, 4, 4, 2, 0, 0, 1, 0, 1); } } } else { if (workload <= 17917.5000f) { if (r_mk <= 1.5078f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 1, 0, 1); } } else { if (workload <= 34449.6016f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 4, 0, 0, 1, 0, 1); } } } } } else { if (r_mk <= 331.1111f) { if (workload <= 53397.5996f) { if (r_mn <= 57.8063f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 0, 1, 1); } } else { if (r_nk <= 0.9211f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 4, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 0, 1, 1); } } } else { if (workload <= 38070.4004f) { return configure_lhs_rhs_info(m, n, 4, 4, 4, 4, 4, 0, 0, 0, 1, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 4, 2, 2, 0, 0, 1, 0, 1); } } } } } } std::pair ClGemmDefaultConfigReshapedValhall::configure_G78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) { const float r_mn = static_cast(m) / static_cast(n); const float r_nk = static_cast(n) / static_cast(k); const float workload = (static_cast(m) * static_cast(n) * static_cast(b)) / 20.0f; if (workload <= 801.6000f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 1, 1, 0, 0, 1, 0, 1); } else { if (r_mn <= 0.1211f) { if (workload <= 3296.0000f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { if (r_nk <= 1.0625f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 4, 0, 0, 1, 0, 1); } } } else { if (workload <= 5068.8000f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 1, 1, 0, 0, 1, 0, 1); } else { if (r_nk <= 0.2361f) { if (workload <= 12630.0000f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 1, 1, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 1, 0, 0, 1, 0, 1); } } else { if (workload <= 178790.3984f) { return configure_lhs_rhs_info(m, n, 8, 4, 4, 2, 2, 0, 0, 1, 0, 1); } else { return configure_lhs_rhs_info(m, n, 8, 4, 4, 1, 1, 0, 0, 1, 0, 1); } } } } } } std::pair ClGemmDefaultConfigReshapedValhall::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, 0, 0, 0, 1); } else { return configure_lhs_rhs_info(m, n, 4, 4, 16, 2, 2, 0, 1, 0, 1); } } } // namespace gemm } // namespace kernels } // namespace opencl } // namespace arm_compute