diff options
Diffstat (limited to 'examples/gemm_tuner/cl_gemm_reshaped.cpp')
-rw-r--r-- | examples/gemm_tuner/cl_gemm_reshaped.cpp | 109 |
1 files changed, 67 insertions, 42 deletions
diff --git a/examples/gemm_tuner/cl_gemm_reshaped.cpp b/examples/gemm_tuner/cl_gemm_reshaped.cpp index a4d6203d5c..75f3539cb9 100644 --- a/examples/gemm_tuner/cl_gemm_reshaped.cpp +++ b/examples/gemm_tuner/cl_gemm_reshaped.cpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2019-2020 Arm Limited. + * Copyright (c) 2019-2021, 2023 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -31,18 +31,20 @@ #include "arm_compute/core/utils/misc/ShapeCalculator.h" #include "arm_compute/runtime/CL/CLScheduler.h" #include "arm_compute/runtime/CL/CLTuner.h" + #include "examples/gemm_tuner/CommonGemmExampleOptions.h" #include "examples/gemm_tuner/GemmTunerHelpers.h" -#include "src/core/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h" -#include "src/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" +#include "src/gpu/cl/kernels/ClGemmMatrixMultiplyReshapedKernel.h" +#include "src/gpu/cl/kernels/ClGemmReshapeLhsMatrixKernel.h" #include "tests/CL/Helper.h" -#include "utils/Utils.h" #include "utils/command_line/CommandLineOptions.h" #include "utils/command_line/CommandLineParser.h" +#include "utils/Utils.h" #include <cstdlib> using namespace arm_compute; +using namespace arm_compute::opencl::kernels; using namespace utils; using namespace arm_compute::misc::shape_calculator; using namespace gemm_tuner; @@ -52,16 +54,16 @@ namespace /** Structure holding all tunable gemm configs specific to this example/strategy */ struct GemmConfigs { - size_t m0{ 4 }; /**< Number of rows processed by the matrix multiplication */ - size_t n0{ 4 }; /**< Number of columns processed by the matrix multiplication */ - size_t k0{ 4 }; /**< Number of partial accumulations performed by the matrix multiplication */ - size_t v0{ 1 }; /**< Number of vertical blocks of size (m0xk0) stored on the same output row */ - size_t h0{ 1 }; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */ - bool interleave_lhs{ true }; /**< Interleave lhs matrix */ - bool transpose_lhs{ true }; /**< Transpose lhs matrix. */ - bool interleave_rhs{ true }; /**< Interleave rhs matrix */ - bool transpose_rhs{ true }; /**< Transpose rhs matrix. */ - bool export_to_cl_image_rhs{ true }; /**< Export rhs matrix to cl_image. */ + size_t m0{4}; /**< Number of rows processed by the matrix multiplication */ + size_t n0{4}; /**< Number of columns processed by the matrix multiplication */ + size_t k0{4}; /**< Number of partial accumulations performed by the matrix multiplication */ + size_t v0{1}; /**< Number of vertical blocks of size (m0xk0) stored on the same output row */ + size_t h0{1}; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row */ + bool interleave_lhs{true}; /**< Interleave lhs matrix */ + bool transpose_lhs{true}; /**< Transpose lhs matrix. */ + bool interleave_rhs{true}; /**< Interleave rhs matrix */ + bool transpose_rhs{true}; /**< Transpose rhs matrix. */ + bool export_to_cl_image_rhs{true}; /**< Export rhs matrix to cl_image. */ }; /** Formatted output of the GemmConfigs type @@ -118,8 +120,10 @@ public: // FIXME: Currently we only support 2 variants of the gemm reshaped kernels in which transpose_lhs and // transpose_rhs are the opposites of each other. In the future we may extend the kernels to include the other // 2 variants (both transposed and none transposed) - transpose_rhs->set_help("Transpose rhs matrix but not lhs matrix (1) / Do not transpose rhs matrix but do transpose lhs matrix (0)"); - export_to_cl_image_rhs->set_help("Export rhs matrix to cl_image (1) / Do not export rhs matrix to cl_image (0)"); + transpose_rhs->set_help("Transpose rhs matrix but not lhs matrix (1) / Do not transpose rhs matrix but do " + "transpose lhs matrix (0)"); + export_to_cl_image_rhs->set_help( + "Export rhs matrix to cl_image (1) / Do not export rhs matrix to cl_image (0)"); } /** Prevent instances of this class from being copied (As this class contains pointers) */ GemmConfigOptions(const GemmConfigOptions &) = delete; @@ -132,17 +136,18 @@ public: /** Default destructor */ ~GemmConfigOptions() = default; - SimpleOption<size_t> *m0; /**< Number of rows processed by the matrix multiplication option */ - SimpleOption<size_t> *n0; /**< Number of columns processed by the matrix multiplication option */ - SimpleOption<size_t> *k0; /**< Number of partial accumulations performed by the matrix multiplication option */ - SimpleOption<size_t> *v0; /**< Number of vertical blocks of size (m0xk0) stored on the same output row option */ - SimpleOption<size_t> *h0; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row option */ + SimpleOption<size_t> *m0; /**< Number of rows processed by the matrix multiplication option */ + SimpleOption<size_t> *n0; /**< Number of columns processed by the matrix multiplication option */ + SimpleOption<size_t> *k0; /**< Number of partial accumulations performed by the matrix multiplication option */ + SimpleOption<size_t> *v0; /**< Number of vertical blocks of size (m0xk0) stored on the same output row option */ + SimpleOption<size_t> *h0; /**< Number of horizontal blocks of size (k0xn0) stored on the same output row option */ SimpleOption<size_t> *interleave_lhs; /**< Interleave lhs matrix option (1 enable; 0 disable) */ SimpleOption<size_t> *interleave_rhs; /**< Interleave rhs matrix option (1 enable; 0 disable) */ // FIXME: Currently we only support 2 variants of the gemm reshaped kernels in which transpose_lhs and // transpose_rhs are the opposites of each other. In the future we may extend the kernels to include the other // 2 variants (both transposed and none transposed) - SimpleOption<size_t> *transpose_rhs; /**< Transpose rhs matrix option (1 enable; 0 disable). Also set the lhs matrix transpose option to the opposite. */ + SimpleOption<size_t> * + transpose_rhs; /**< Transpose rhs matrix option (1 enable; 0 disable). Also set the lhs matrix transpose option to the opposite. */ SimpleOption<size_t> *export_to_cl_image_rhs; /**< Export rhs matrix to cl_image.*/ }; @@ -172,10 +177,11 @@ GemmConfigs consume_gemm_configs(const GemmConfigOptions &options) } } // namespace -// Create function for CLGEMMReshapeLHSMatrixKernel -using CLGEMMReshapeLHSMatrix = test::CLSynthetizeFunction<CLGEMMReshapeLHSMatrixKernel>; -// Create function for CLGEMMMatrixMultiplyReshapedKernel -using CLGEMMMatrixMultiplyReshaped = test::CLSynthetizeFunction<CLGEMMMatrixMultiplyReshapedKernel>; + +// Create function for ClGemmReshapeLhsMatrixKernel +using CLGEMMReshapeLHSMatrix = test::CLSynthetizeOperator<ClGemmReshapeLhsMatrixKernel>; +// Create function for ClGemmMatrixMultiplyReshapedKernel +using CLGEMMMatrixMultiplyReshaped = test::CLSynthetizeOperator<ClGemmMatrixMultiplyReshapedKernel>; class CLGEMMMatrixMultiplyReshapedExample : public Example { @@ -196,13 +202,13 @@ public: // Parse command line options parser.parse(argc, argv); - if(param_options.help->is_set() && param_options.help->value()) + if (param_options.help->is_set() && param_options.help->value()) { // Print help message parser.print_help(argv[0]); return false; } - if(!parser.validate()) + if (!parser.validate()) { // Invalid arguments. Use default parameters and configs std::cerr << "Invalid arguments." << std::endl; @@ -222,6 +228,8 @@ public: std::cout << "Gemm configurations:" << std::endl; std::cout << configs << std::endl; + tuner.set_tuner_mode(params.tuner_mode); + CLScheduler::get().default_init(&tuner); lhs.allocator()->init(TensorInfo(TensorShape(params.K, params.M, params.B), 1, params.data_type)); @@ -252,21 +260,32 @@ public: kernel_info.broadcast_bias = true; kernel_info.activation_info = act_info; + if (rhs_info.h0 == 0) + { + rhs_info.h0 = std::max(kernel_info.n / rhs_info.n0, 1U); + } + // Initialise lhs_reshaped tensor info - lhs_reshaped.allocator()->init(TensorInfo(compute_lhs_reshaped_shape(*lhs.info(), lhs_info), 1, params.data_type)); + lhs_reshaped.allocator()->init( + TensorInfo(compute_lhs_reshaped_shape(*lhs.info(), lhs_info), 1, params.data_type)); // Initialise rhs_reshaped tensor info - rhs_reshaped.allocator()->init(TensorInfo(compute_rhs_reshaped_shape(*rhs.info(), rhs_info), 1, params.data_type)); + rhs_reshaped.allocator()->init( + TensorInfo(compute_rhs_reshaped_shape(*rhs.info(), rhs_info), 1, params.data_type)); - if(rhs_info.export_to_cl_image) + if (rhs_info.export_to_cl_image) { - examples::gemm_tuner_helpers::update_padding_for_cl_image(rhs_reshaped.info()); + if (!examples::gemm_tuner_helpers::update_padding_for_cl_image(rhs_reshaped.info())) + { + std::cerr << "cl_image is not supported on the device, disable export_to_cl_image" << std::endl; + return false; + } } // Validate argments Status status{}; - status = reshape_lhs.validate((&lhs)->info(), (&lhs_reshaped)->info(), lhs_info, kernel_info.reinterpret_input_as_3d); - if(!status) + status = reshape_lhs.validate(lhs.info(), lhs_reshaped.info(), lhs_info, kernel_info.reinterpret_input_as_3d); + if (!status) { // Unsupported arguments std::cerr << "Unsupported arguments." << std::endl; @@ -274,8 +293,9 @@ public: return false; } - status = gemm.validate((&lhs_reshaped)->info(), (&rhs_reshaped)->info(), (&bias)->info(), (&dst)->info(), alpha, beta, lhs_info, rhs_info, kernel_info); - if(!status) + status = gemm.validate(lhs_reshaped.info(), rhs_reshaped.info(), bias.info(), dst.info(), alpha, beta, lhs_info, + rhs_info, kernel_info); + if (!status) { // Unsupported arguments std::cerr << "Unsupported arguments." << std::endl; @@ -284,10 +304,11 @@ public: } // Configure reshape lhs function - reshape_lhs.configure(&lhs, &lhs_reshaped, lhs_info); + reshape_lhs.configure(lhs.info(), lhs_reshaped.info(), lhs_info); // Configure function - gemm.configure(&lhs_reshaped, &rhs_reshaped, &bias, &dst, alpha, beta, lhs_info, rhs_info, kernel_info); + gemm.configure(lhs_reshaped.info(), rhs_reshaped.info(), bias.info(), dst.info(), alpha, beta, lhs_info, + rhs_info, kernel_info); // Allocate tensors lhs.allocator()->allocate(); @@ -301,9 +322,13 @@ public: } void do_run() override { - // Execute the function - reshape_lhs.run(); - gemm.run(); + // Execute the functions + ITensorPack reshape_lsh_pack({{ACL_SRC, &lhs}, {ACL_DST, &lhs_reshaped}}); + reshape_lhs.run(reshape_lsh_pack); + + ITensorPack gemm_pack( + {{ACL_SRC_0, &lhs_reshaped}, {ACL_SRC_1, &rhs_reshaped}, {ACL_SRC_2, &bias}, {ACL_DST, &dst}}); + gemm.run(gemm_pack); // Make sure all the OpenCL jobs are done executing: CLScheduler::get().sync(); @@ -328,7 +353,7 @@ private: /** Main program for gemm reshaped test * * @param[in] argc Number of arguments - * @param[in] argv Arguments ( [optional] M, [optional] N, [optional] K, [optional] B, [optional] m0, [optional] n0, [optional] k0, [optional] v0, [optional] h0, [optional] interleave_lhs, [optional] interleave_rhs, [optional] transpose_rhs ) + * @param[in] argv Arguments ( [optional] M, [optional] N, [optional] K, [optional] B, [optional] m0, [optional] n0, [optional] k0, [optional] v0, [optional] h0, [optional] interleave_lhs, [optional] interleave_rhs, [optional] transpose_rhs, [optional] export_to_cl_image ) */ int main(int argc, char **argv) { |