SiCong Li | bd8b1e2 | 2021-02-04 13:07:09 +0000 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2021 Arm Limited. |
| 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "src/runtime/CL/gemm_auto_heuristics/CLGEMMAutoHeuristics.h" |
| 25 | |
| 26 | #include "arm_compute/core/Log.h" |
| 27 | #include "arm_compute/core/Validate.h" |
| 28 | #include "arm_compute/runtime/CL/CLScheduler.h" |
| 29 | #include "arm_compute/runtime/CL/ICLGEMMKernelSelection.h" |
| 30 | #include "src/core/CL/ICLGEMMKernelConfiguration.h" |
| 31 | #include "src/core/CL/gemm/CLGEMMHelpers.cpp" |
SiCong Li | 8c23ba1 | 2021-02-08 14:19:23 +0000 | [diff] [blame^] | 32 | #include "src/core/CL/gemm/reshaped/CLGEMMReshapedKernelConfiguration.h" |
SiCong Li | bd8b1e2 | 2021-02-04 13:07:09 +0000 | [diff] [blame] | 33 | #include "src/core/CL/gemm/reshaped_only_rhs/CLGEMMReshapedOnlyRHSKernelConfiguration.h" |
| 34 | #include "src/runtime/CL/gemm/CLGEMMKernelSelection.h" |
| 35 | #include "src/runtime/CL/mlgo/MLGOHeuristics.h" |
| 36 | #include "src/runtime/CL/mlgo/Utils.h" |
| 37 | #include "utils/TypePrinter.h" |
| 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace cl_gemm |
| 42 | { |
| 43 | namespace auto_heuristics |
| 44 | { |
| 45 | CLGEMMKernelType auto_select_gemm_kernel(const CommonQuery &query, bool reshape_b_only_on_first_run) |
| 46 | { |
| 47 | // Select between mlgo and default heuristics |
| 48 | auto mlgo_heuristics = CLScheduler::get().gemm_heuristics(); |
| 49 | if(mlgo_heuristics != nullptr) |
| 50 | { |
| 51 | auto res = mlgo_heuristics->get()->query_gemm_type(mlgo::Query{ string_from_target(query.gpu_target), query.data_type, query.m, query.n, query.k, query.b }); |
| 52 | if(res.first) |
| 53 | { |
| 54 | ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Use gemm kernel from mlgo heuristics: %s.", to_string(res.second).c_str()); |
| 55 | return res.second; |
| 56 | } |
| 57 | } |
| 58 | std::unique_ptr<ICLGEMMKernelSelection> gemm_kernel = CLGEMMKernelSelectionFactory::create(query.gpu_target); |
| 59 | ARM_COMPUTE_ERROR_ON_NULLPTR(gemm_kernel.get()); |
| 60 | |
| 61 | CLGEMMKernelSelectionParams params; |
| 62 | params.m = query.m; |
| 63 | params.n = query.n; |
| 64 | params.k = query.k; |
| 65 | params.b = query.b; |
| 66 | params.is_rhs_constant = reshape_b_only_on_first_run; |
| 67 | params.data_type = query.data_type; |
| 68 | |
| 69 | const auto kernel_type = gemm_kernel->select_kernel(params); |
| 70 | ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("Use gemm kernel from default heuristics: %s.", to_string(kernel_type).c_str()); |
| 71 | return kernel_type; |
| 72 | } |
| 73 | |
| 74 | GEMMConfigResult select_default_gemm_config_reshaped_only_rhs(const CommonQuery &query) |
| 75 | { |
| 76 | GEMMLHSMatrixInfo lhs_info; |
| 77 | GEMMRHSMatrixInfo rhs_info; |
| 78 | std::unique_ptr<ICLGEMMKernelConfiguration> gemm_config = CLGEMMReshapedOnlyRHSKernelConfigurationFactory::create(query.gpu_target); |
| 79 | ARM_COMPUTE_ERROR_ON_NULLPTR(gemm_config.get()); |
| 80 | std::tie(lhs_info, rhs_info) = gemm_config->configure(query.m, query.n, query.k, query.b, query.data_type); |
| 81 | return GEMMConfigResult{ true, lhs_info, rhs_info }; |
| 82 | } |
| 83 | |
| 84 | GEMMConfigResult select_mlgo_gemm_config_reshaped_only_rhs(const CommonQuery &query) |
| 85 | { |
| 86 | bool valid = false; |
| 87 | GEMMLHSMatrixInfo lhs_info; |
| 88 | GEMMRHSMatrixInfo rhs_info; |
| 89 | mlgo::GEMMConfigReshapedOnlyRHS config{}; |
| 90 | auto mlgo_heuristics = CLScheduler::get().gemm_heuristics(); |
| 91 | if(mlgo_heuristics != nullptr) |
| 92 | { |
| 93 | std::tie(valid, config) = mlgo_heuristics->get()->query_gemm_config_reshaped_only_rhs(mlgo::Query{ string_from_target(query.gpu_target), query.data_type, query.m, query.n, query.k, query.b }); |
| 94 | } |
| 95 | if(valid) |
| 96 | { |
| 97 | ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("MLGOHeuristics query returns gemm config: %s.", to_string(config).c_str()); |
| 98 | } |
| 99 | else |
| 100 | { |
| 101 | ARM_COMPUTE_LOG_INFO_MSG_CORE("MLGOHeuristics query failed"); |
| 102 | } |
| 103 | std::tie(lhs_info, rhs_info) = configure_lhs_rhs_info(query.m, query.n, config.m0, config.n0, config.k0, 1, config.h0, false, config.interleave_rhs, !config.transpose_rhs, config.transpose_rhs, |
| 104 | config.export_cl_image); |
| 105 | return GEMMConfigResult{ valid, lhs_info, rhs_info }; |
| 106 | } |
SiCong Li | 8c23ba1 | 2021-02-08 14:19:23 +0000 | [diff] [blame^] | 107 | |
| 108 | GEMMConfigResult select_default_gemm_config_reshaped(const CommonQuery &query) |
| 109 | { |
| 110 | GEMMLHSMatrixInfo lhs_info; |
| 111 | GEMMRHSMatrixInfo rhs_info; |
| 112 | std::unique_ptr<ICLGEMMKernelConfiguration> gemm_config = CLGEMMReshapedKernelConfigurationFactory::create(query.gpu_target); |
| 113 | ARM_COMPUTE_ERROR_ON_NULLPTR(gemm_config.get()); |
| 114 | std::tie(lhs_info, rhs_info) = gemm_config->configure(query.m, query.n, query.k, query.b, query.data_type); |
| 115 | return GEMMConfigResult{ true, lhs_info, rhs_info }; |
| 116 | } |
| 117 | |
| 118 | GEMMConfigResult select_mlgo_gemm_config_reshaped(const CommonQuery &query) |
| 119 | { |
| 120 | bool valid = false; |
| 121 | GEMMLHSMatrixInfo lhs_info; |
| 122 | GEMMRHSMatrixInfo rhs_info; |
| 123 | mlgo::GEMMConfigReshaped config{}; |
| 124 | auto mlgo_heuristics = CLScheduler::get().gemm_heuristics(); |
| 125 | if(mlgo_heuristics != nullptr) |
| 126 | { |
| 127 | std::tie(valid, config) = mlgo_heuristics->get()->query_gemm_config_reshaped(mlgo::Query{ string_from_target(query.gpu_target), query.data_type, query.m, query.n, query.k, query.b }); |
| 128 | } |
| 129 | if(valid) |
| 130 | { |
| 131 | ARM_COMPUTE_LOG_INFO_MSG_WITH_FORMAT_CORE("MLGOHeuristics query returns gemm config: %s.", to_string(config).c_str()); |
| 132 | } |
| 133 | else |
| 134 | { |
| 135 | ARM_COMPUTE_LOG_INFO_MSG_CORE("MLGOHeuristics query failed"); |
| 136 | } |
| 137 | std::tie(lhs_info, rhs_info) = configure_lhs_rhs_info(query.m, query.n, config.m0, config.n0, config.k0, config.v0, config.h0, config.interleave_lhs, config.interleave_rhs, !config.transpose_rhs, |
| 138 | config.transpose_rhs, |
| 139 | config.export_cl_image); |
| 140 | return GEMMConfigResult{ valid, lhs_info, rhs_info }; |
| 141 | } |
SiCong Li | bd8b1e2 | 2021-02-04 13:07:09 +0000 | [diff] [blame] | 142 | } // namespace auto_heuristics |
SiCong Li | 8c23ba1 | 2021-02-08 14:19:23 +0000 | [diff] [blame^] | 143 | |
SiCong Li | bd8b1e2 | 2021-02-04 13:07:09 +0000 | [diff] [blame] | 144 | } // namespace cl_gemm |
| 145 | } // namespace arm_compute |