From 8b4c7303653bd79865e5668d0dc7a10788a125e8 Mon Sep 17 00:00:00 2001 From: SiCong Li Date: Thu, 19 Sep 2019 12:18:15 +0100 Subject: COMPMID-2566 - Add CLGEMMReshapedOnlyRHS example * Add example * Add shell script for running example on predefined tunable configs Change-Id: I1660c37a071492b4da5cf97c1ced5ac4a08b19ce Signed-off-by: SiCong Li Reviewed-on: https://review.mlplatform.org/c/1961 Comments-Addressed: Arm Jenkins Reviewed-by: Gian Marco Iodice Tested-by: Arm Jenkins --- examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp | 225 ++++++++++++++++++++++ 1 file changed, 225 insertions(+) create mode 100644 examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp (limited to 'examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp') diff --git a/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp b/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp new file mode 100644 index 0000000000..5075c1daf9 --- /dev/null +++ b/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp @@ -0,0 +1,225 @@ +/* + * Copyright (c) 2019 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. + */ +#ifndef ARM_COMPUTE_CL /* Needed by Utils.cpp to handle OpenCL exceptions properly */ +#error "This example needs to be built with -DARM_COMPUTE_CL" +#endif /* ARM_COMPUTE_CL */ + +#include "arm_compute/core/CL/kernels/CLGEMMMatrixMultiplyReshapedOnlyRHSKernel.h" +#include "arm_compute/core/Helpers.h" +#include "arm_compute/core/KernelDescriptors.h" +#include "arm_compute/core/Types.h" +#include "arm_compute/core/utils/misc/ShapeCalculator.h" +#include "arm_compute/runtime/CL/CLFunctions.h" +#include "arm_compute/runtime/CL/CLScheduler.h" +#include "arm_compute/runtime/CL/CLTuner.h" +#include "tests/CL/Helper.h" +#include "utils/Utils.h" + +#include + +using namespace arm_compute; +using namespace utils; +using namespace arm_compute::misc::shape_calculator; + +namespace +{ +/** Structure holding all the common gemm example parameters */ +struct CommonGemmExampleParams +{ + size_t M{ 100 }; + size_t N{ 100 }; + size_t K{ 50 }; + size_t B{ 1 }; +}; + +/** Formatted output of the CommonGemmExampleParams type + * + * @param[out] os Output stream. + * @param[in] common_params Common parameters to output + * + * @return Modified output stream. + */ +::std::ostream &operator<<(::std::ostream &os, const CommonGemmExampleParams &common_params) +{ + os << "M : " << common_params.M << std::endl; + os << "N : " << common_params.N << std::endl; + os << "K : " << common_params.K << std::endl; + os << "B : " << common_params.B << std::endl; + return os; +} + +/** Structure holding all tunable gemm configs specific to this example/strategy */ +struct GemmConfigs +{ + size_t m0{ 4 }; + size_t n0{ 4 }; + size_t k0{ 4 }; + size_t h0{ 1 }; + bool interleave_rhs{ true }; + bool transpose_rhs{ true }; +}; + +/** Formatted output of the GemmConfigs type + * + * @param[out] os Output stream. + * @param[in] configs Tunable configurations to output + * + * @return Modified output stream. + */ +::std::ostream &operator<<(::std::ostream &os, const GemmConfigs &configs) +{ + std::string false_str = std::string("false"); + std::string true_str = std::string("true"); + + os << "m0 : " << configs.m0 << std::endl; + os << "n0 : " << configs.n0 << std::endl; + os << "k0 : " << configs.k0 << std::endl; + os << "h0 : " << configs.h0 << std::endl; + os << "interleave_rhs : " << (configs.interleave_rhs ? true_str : false_str) << std::endl; + os << "transpose_rhs : " << (configs.transpose_rhs ? true_str : false_str) << std::endl; + return os; +} +} // namespace +// Create function for CLGEMMMatrixMultiplyReshapedOnlyRHSKernel +using CLGEMMMatrixMultiplyReshapedOnlyRHS = test::CLSynthetizeFunction; + +class CLGEMMMatrixMultiplyReshapedOnlyRHSExample : public Example +{ +public: + bool do_setup(int argc, char **argv) override + { + // Default parameters + const DataType data_type = DataType::F32; + const float alpha = 1.0f; + const float beta = 0.0f; + const ActivationLayerInfo act_info = ActivationLayerInfo(); + CommonGemmExampleParams params; + GemmConfigs configs; + if(argc < 9 || argc > 11) + { + // Print help + // Use default parameters + std::cerr << "Usage: ./build/cl_gemm_reshaped_rhs_only M N K B m0 n0 k0 h0 [interleave_rhs = 1] [transpose_rhs = 1]\n\n"; + std::cerr << "Falling back to default parameters and configs" << std::endl; + } + else + { + // Set parameters from command line arguments + params.M = strtol(argv[1], nullptr, 10); + params.N = strtol(argv[2], nullptr, 10); + params.K = strtol(argv[3], nullptr, 10); + params.B = strtol(argv[4], nullptr, 10); + configs.m0 = strtol(argv[5], nullptr, 10); + configs.n0 = strtol(argv[6], nullptr, 10); + configs.k0 = strtol(argv[7], nullptr, 10); + configs.h0 = strtol(argv[8], nullptr, 10); + if(argc > 9) + { + configs.interleave_rhs = strtol(argv[9], nullptr, 10) == 1; + } + if(argc > 10) + { + configs.transpose_rhs = strtol(argv[10], nullptr, 10) == 1; + } + } + std::cerr << "Gemm parameters:" << std::endl; + std::cerr << params << std::endl; + std::cerr << "Gemm configurations:" << std::endl; + std::cerr << configs << std::endl; + + CLScheduler::get().default_init(&tuner); + + lhs.allocator()->init(TensorInfo(TensorShape(params.K, params.M, params.B), 1, data_type)); + rhs.allocator()->init(TensorInfo(TensorShape(params.N, params.K, params.B), 1, data_type)); + bias.allocator()->init(TensorInfo(TensorShape(params.N, params.M, params.B), 1, data_type)); + + init_sgemm_output(dst, lhs, rhs, data_type); + + GEMMLHSMatrixInfo lhs_info; + lhs_info.m0 = configs.m0; + lhs_info.k0 = configs.k0; + + GEMMRHSMatrixInfo rhs_info; + rhs_info.n0 = configs.n0; + rhs_info.k0 = configs.k0; + rhs_info.h0 = configs.h0; + rhs_info.interleave = configs.interleave_rhs; + rhs_info.transpose = configs.transpose_rhs; + + GEMMKernelInfo kernel_info; + kernel_info.m = params.M; + kernel_info.n = params.N; + kernel_info.k = params.K; + kernel_info.depth_output_gemm3d = 0; + kernel_info.reinterpret_input_as_3d = false; + kernel_info.broadcast_bias = true; + kernel_info.activation_info = act_info; + + // Initialise rhs_reshaped tensor info + auto_init_if_empty(*rhs_reshaped.info(), rhs.info()->clone()->set_tensor_shape(compute_rhs_reshaped_shape(*rhs.info(), rhs_info))); + + // Configure function + gemm.configure(&lhs, &rhs_reshaped, &bias, &dst, alpha, beta, lhs_info, rhs_info, kernel_info); + + // Allocate tensors + lhs.allocator()->allocate(); + rhs.allocator()->allocate(); + rhs_reshaped.allocator()->allocate(); + bias.allocator()->allocate(); + dst.allocator()->allocate(); + + return true; + } + void do_run() override + { + // Execute the function + gemm.run(); + + // Make sure all the OpenCL jobs are done executing: + CLScheduler::get().sync(); + } + + void do_teardown() override + { + } + +private: + CLTensor lhs{}; + CLTensor rhs{}; + CLTensor rhs_reshaped{}; + CLTensor bias{}; + CLTensor dst{}; + CLTuner tuner{}; + CLGEMMMatrixMultiplyReshapedOnlyRHS gemm{}; +}; + +/** Main program for gemm reshaped rhs only test + * + * @param[in] argc Number of arguments + * @param[in] argv Arguments ( M, N, K, B, m0, n0, k0, h0, [optional] interleave_rhs, [optional] transpose_rhs ) + */ +int main(int argc, char **argv) +{ + return utils::run_example(argc, argv); +} -- cgit v1.2.1