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author | SiCong Li <sicong.li@arm.com> | 2020-12-02 14:54:34 +0000 |
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committer | Georgios Pinitas <georgios.pinitas@arm.com> | 2020-12-03 23:17:44 +0000 |
commit | a085a0c91c5b3061e616fa810d81be5798b240d8 (patch) | |
tree | b7f880f948969ff1383f671f36ca17f4d38f32fe /src/core/CL/gemm/reshaped/CLGEMMDefaultConfigReshapedValhall.cpp | |
parent | cd22cbfd02a4fcb49cb40622372a13b865db80ee (diff) | |
download | ComputeLibrary-a085a0c91c5b3061e616fa810d81be5798b240d8.tar.gz |
Rename the files and classes required by the OpenCL GEMM heuristic
All existing kernel type selection heuristics
CLGEMMKernelSelection<Architecture> are renamed to
CLGEMMDefaultType<Architecture>
All existing kernel configuration heuristics
CLGEMM<KernelType>KernelConfiguration<Architecture> are renamed to
CLGEMMDefaultConfig<KernelType><Architecture>
This refactoring is required to make room for tuner-based heuristics
Resolves COMPMID-3842
Change-Id: I2c9f1029ad67f1e2808c79871698fc4486d45306
Signed-off-by: SiCong Li <sicong.li@arm.com>
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4639
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Manuel Bottini <manuel.bottini@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/CL/gemm/reshaped/CLGEMMDefaultConfigReshapedValhall.cpp')
-rw-r--r-- | src/core/CL/gemm/reshaped/CLGEMMDefaultConfigReshapedValhall.cpp | 228 |
1 files changed, 228 insertions, 0 deletions
diff --git a/src/core/CL/gemm/reshaped/CLGEMMDefaultConfigReshapedValhall.cpp b/src/core/CL/gemm/reshaped/CLGEMMDefaultConfigReshapedValhall.cpp new file mode 100644 index 0000000000..13c139e201 --- /dev/null +++ b/src/core/CL/gemm/reshaped/CLGEMMDefaultConfigReshapedValhall.cpp @@ -0,0 +1,228 @@ +/* + * 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/CLGEMMDefaultConfigReshapedValhall.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 <map> +#include <utility> + +namespace arm_compute +{ +namespace cl_gemm +{ +CLGEMMDefaultConfigReshapedValhall::CLGEMMDefaultConfigReshapedValhall(GPUTarget gpu) + : ICLGEMMKernelConfiguration(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); + + // Configurations for Mali-G77 + static std::map<DataType, ConfigurationFunctionExecutorPtr> gemm_configs_G77 = + { + { DataType::F32, &CLGEMMDefaultConfigReshapedValhall::configure_G77_f32 }, + { DataType::F16, &CLGEMMDefaultConfigReshapedValhall::configure_G77_f16 }, + { DataType::QASYMM8, &CLGEMMDefaultConfigReshapedValhall::configure_G77_u8 }, + { DataType::QSYMM8, &CLGEMMDefaultConfigReshapedValhall::configure_G77_u8 }, + { DataType::QASYMM8_SIGNED, &CLGEMMDefaultConfigReshapedValhall::configure_G77_u8 }, + { DataType::QSYMM8_PER_CHANNEL, &CLGEMMDefaultConfigReshapedValhall::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<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, true, false, false, true); + } + else + { + return configure_lhs_rhs_info(m, n, 5, 4, 4, 2, 16, false, true, false, true); + } +} + +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, 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<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, 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 |