| /* |
| * 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 <utility> |
| |
| namespace arm_compute |
| { |
| namespace opencl |
| { |
| namespace kernels |
| { |
| namespace gemm |
| { |
| ClGemmDefaultConfigReshapedValhall::ClGemmDefaultConfigReshapedValhall(GPUTarget gpu) |
| : IClGemmKernelConfig(gpu) |
| { |
| } |
| |
| std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedValhall::configure(unsigned int m, unsigned int n, unsigned int k, unsigned int b, DataType data_type) |
| { |
| using ConfigurationFunctionExecutorPtr = std::pair<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> (ClGemmDefaultConfigReshapedValhall::*)(unsigned int m, unsigned int n, unsigned int k, unsigned int b); |
| |
| CLGEMMConfigArray<ConfigurationFunctionExecutorPtr> configs_G77(&ClGemmDefaultConfigReshapedValhall::configure_G77_f32, |
| &ClGemmDefaultConfigReshapedValhall::configure_G77_f16, |
| &ClGemmDefaultConfigReshapedValhall::configure_G77_u8); |
| |
| CLGEMMConfigArray<ConfigurationFunctionExecutorPtr> 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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> 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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> 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<float>(m) / static_cast<float>(n); |
| const float workload = (static_cast<float>(m) * static_cast<float>(n) * static_cast<float>(b)) / 20.0f; |
| const float r_mk = static_cast<float>(m) / static_cast<float>(k); |
| const float r_nk = static_cast<float>(n) / static_cast<float>(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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedValhall::configure_G78_f32(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
| { |
| 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; |
| |
| 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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> ClGemmDefaultConfigReshapedValhall::configure_G78_f16(unsigned int m, unsigned int n, unsigned int k, unsigned int b) |
| { |
| const float r_mn = static_cast<float>(m) / static_cast<float>(n); |
| 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; |
| |
| 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<GEMMLHSMatrixInfo, GEMMRHSMatrixInfo> 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 |