/* * Copyright (c) 2022 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/gpu/cl/kernels/ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel.h" #include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h" #include "tests/CL/CLAccessor.h" #include "tests/CL/Helper.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/GEMMFixture.h" namespace arm_compute { namespace test { namespace validation { using namespace arm_compute::opencl::kernels; // Create function for ClGemmReshapeRhsMatrixKernel using CLGEMMReshapeRHSMatrix = CLSynthetizeOperator; // Create function for ClGemmMatrixMultiplyReshapedOnlyRhsMMULKernel using CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL = CLSynthetizeOperator; // Fixture for CLGEMMMatrixMultiplyReshapedOnlyRhsMMUL template using CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture = GEMMMatrixMultiplyReshapedOnlyRhsMMULValidationFixture; namespace { // *INDENT-OFF* // clang-format off RelativeTolerance rel_tolerance_f32(0.001f); constexpr float abs_tolerance_f32(0.0001f); RelativeTolerance rel_tolerance_f16(half_float::half(0.001f)); constexpr float abs_tolerance_f16(0.3f); /** Alpha values to test - Precommit */ const auto a_values = framework::dataset::make("alpha", {1.0f, 0.75f} ); /** Beta values to test - Precommit */ const auto beta_values = framework::dataset::make("beta", {0.0f, -0.75f} ); /** M values to test */ const auto m_values = framework::dataset::make("M", {49}); /** N values to test */ const auto n_values = framework::dataset::make("N", {257}); /** K values to test */ /** The test case requires this to be multiple of 4*/ const auto k_values = framework::dataset::make("K", {192}); /** Batch size values to test */ const auto b_values = framework::dataset::make("batch_size", {1, 2}); /** Activation values to test */ const auto act_values = framework::dataset::make("Activation", { ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ELU), }); /** M0 values to test - Precommit */ const auto m0_values_precommit = framework::dataset::make("M0", { 1, 2, 4 }); /** N0 values to test - Precommit */ const auto n0_values_precommit = framework::dataset::make("N0", { 4, 8 }); /** K0 values to test - Precommit */ const auto k0_values_precommit = framework::dataset::make("K0", { 1 }); /** Broadcast bias from vector to matrix */ const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", { false, true } ); } // namespace TEST_SUITE(CL) TEST_SUITE(GEMMMatrixMultiplyReshapedOnlyRhsMMUL) TEST_SUITE(Float) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_values, n_values), k_values), b_values), m0_values_precommit), n0_values_precommit), k0_values_precommit), framework::dataset::make("ExportToCLImage", false)), framework::dataset::make("DataType", DataType::F32)), a_values), beta_values), broadcast_bias_values), act_values)) { // Validate output if(validate_result) { validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); } else { ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); framework::ARM_COMPUTE_PRINT_INFO(); } } TEST_SUITE_END() // FP32 TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_values, n_values), k_values), b_values), m0_values_precommit), n0_values_precommit), k0_values_precommit), framework::dataset::make("ExportToCLImage", false)), framework::dataset::make("DataType", DataType::F16)), a_values), beta_values), broadcast_bias_values), act_values)) { // Validate output if(validate_result) { validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); } else { ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); framework::ARM_COMPUTE_PRINT_INFO(); } } TEST_SUITE_END() // FP16 TEST_SUITE(ExportToCLImage) TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_values, n_values), k_values), b_values), m0_values_precommit), n0_values_precommit), k0_values_precommit), framework::dataset::make("ExportToCLImage", true)), framework::dataset::make("DataType", DataType::F32)), a_values), beta_values), broadcast_bias_values), act_values)) { // Validate output if(validate_result) { validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); } else { ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); framework::ARM_COMPUTE_PRINT_INFO(); } } TEST_SUITE_END() // FP32 TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedOnlyRhsMMULFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_values, n_values), k_values), b_values), m0_values_precommit), n0_values_precommit), k0_values_precommit), framework::dataset::make("ExportToCLImage", true)), framework::dataset::make("DataType", DataType::F16)), a_values), beta_values), broadcast_bias_values), act_values)) { // Validate output if(validate_result) { validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); } else { ARM_COMPUTE_TEST_INFO("cl_arm_matrix_multiply not supported. TEST skipped"); framework::ARM_COMPUTE_PRINT_INFO(); } } TEST_SUITE_END() // FP16 TEST_SUITE_END() // ExportToCLImage TEST_SUITE_END() // Float TEST_SUITE_END() // GEMMMatrixMultiplyReshapedOnlyRhsMMUL TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute