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authorSiCong Li <sicong.li@arm.com>2019-09-19 12:18:15 +0100
committerSiCong Li <sicong.li@arm.com>2019-09-25 14:09:21 +0000
commit8b4c7303653bd79865e5668d0dc7a10788a125e8 (patch)
tree8dae3ca29ca073d4abf1bca1a3c01a9aed43a437 /examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp
parent572576a88b2a338a2986ae8025d97bb819b4190b (diff)
downloadComputeLibrary-8b4c7303653bd79865e5668d0dc7a10788a125e8.tar.gz
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 <sicong.li@arm.com> Reviewed-on: https://review.mlplatform.org/c/1961 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
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diff --git a/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp b/examples/gemm_tuner/cl_gemm_reshaped_rhs_only.cpp
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+/*
+ * 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 <cstdlib>
+
+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<CLGEMMMatrixMultiplyReshapedOnlyRHSKernel>;
+
+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<CLGEMMMatrixMultiplyReshapedOnlyRHSExample>(argc, argv);
+}