/* * Copyright (c) 2019-2021 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 "arm_compute/core/Types.h" #include "arm_compute/core/utils/misc/ShapeCalculator.h" #include "src/gpu/cl/kernels/ClGemmLowpMatrixMultiplyReshapedKernel.h" #include "src/gpu/cl/kernels/ClGemmReshapeLhsMatrixKernel.h" #include "src/gpu/cl/kernels/ClGemmReshapeRhsMatrixKernel.h" #include "tests/CL/CLAccessor.h" #include "tests/CL/Helper.h" #include "tests/framework/Asserts.h" #include "tests/framework/Macros.h" #include "tests/framework/datasets/Datasets.h" #include "tests/validation/Validation.h" #include "tests/validation/fixtures/GEMMLowpFixture.h" namespace arm_compute { namespace test { namespace validation { using namespace arm_compute::misc::shape_calculator; // Create function for ClGemmReshapeLhsMatrixKernel using CLGEMMReshapeLHSMatrix = CLSynthetizeOperator; // Create function for ClGemmReshapeRhsMatrixKernel using CLGEMMReshapeRHSMatrix = CLSynthetizeOperator; // Create function for CLGEMMLowpMatrixMultiplyReshapedKernel using CLGEMMLowpMatrixMultiplyReshaped = CLSynthetizeOperator; // Fixture for CLGEMMLowpMatrixMultiplyReshaped using CLGEMMLowpMatrixMultiplyReshapedFixture = GEMMLowpMatrixMultiplyReshapedValidationFixture; // Fixture for CLGEMMMatrixMultiplyReshaped3D using CLGEMMLowpMatrixMultiplyReshaped3DFixture = GEMMLowpMatrixMultiplyReshaped3DValidationFixture; namespace { // *INDENT-OFF* // clang-format off /** M, N combinations to test * 1: Special 1x1 case * 2: Special multples of processor size in both dimensions * 3: Non multiples of processor size in both dimensions */ const auto m_n_values = zip( framework::dataset::make("M", {1, 16, 37}), framework::dataset::make("N", {1, 16, 51}) ); /** M values to test */ const auto m_values = framework::dataset::make("M", {1, 37}); /** M_W values to test */ const auto m_w_values = framework::dataset::make("M_W", 5); /** M_H values to test */ const auto m_h_values = framework::dataset::make("M_H", 7); /** N values to test */ const auto n_values = framework::dataset::make("N", {1, 51}); /** K values to test */ const auto k_values = framework::dataset::make("K", 23); /** Batch size values to test */ const auto b_values = framework::dataset::make("batch_size", 1, 3); /** M0 values to test - Precommit */ const auto m0_values_precommit_1 = framework::dataset::make("M0", { 4 }); const auto m0_values_precommit_2 = framework::dataset::make("M0", { 6 }); /** N0 values to test - Precommit */ const auto n0_values_precommit = framework::dataset::make("N0", { 4 }); /** K0 values to test - Precommit */ const auto k0_values_precommit = framework::dataset::make("K0", { 16 }); /** V0 values to test - Precommit */ const auto v0_values_precommit = framework::dataset::make("V0", 1, 3); /** H0 values to test - Precommit */ const auto h0_values_precommit = framework::dataset::make("H0", 1, 3); /** M0 values to test - Nightly */ const auto m0_values_nightly = framework::dataset::make("M0", 2, 7); /** N0 values to test - Nightly */ const auto n0_values_nightly = framework::dataset::make("N0", { 2, 3, 4, 8 }); /** K0 values to test - Nightly */ const auto k0_values_nightly = framework::dataset::make("K0", { 2, 3, 4, 8, 16 }); /** V0 values to test - Nightly */ const auto v0_values_nightly = framework::dataset::make("V0", 1, 4); /** H0 values to test - Nightly */ const auto h0_values_nightly = framework::dataset::make("H0", 1, 4); /** Interleave values to test with LHS matrix */ const auto i_values_lhs = framework::dataset::make("interleave_lhs", { true, false }); /** Interleave values to test with RHS matrix */ const auto i_values_rhs = framework::dataset::make("interleave_rhs", { true, false }); } // namespace TEST_SUITE(CL) TEST_SUITE(GEMMLowpMatrixMultiplyReshaped) TEST_SUITE(QUANTIZED) TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyReshapedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_n_values, k_values), b_values), m0_values_precommit_1), n0_values_precommit), k0_values_precommit), v0_values_precommit), h0_values_precommit), i_values_lhs), i_values_rhs), framework::dataset::make("DataType", { DataType::QASYMM8 }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMLowpMatrixMultiplyReshapedFixture, framework::DatasetMode::DISABLED, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_values, n_values), k_values), b_values), m0_values_nightly), n0_values_nightly), k0_values_nightly), v0_values_nightly), h0_values_nightly), i_values_lhs), i_values_rhs), framework::dataset::make("DataType", { DataType::QASYMM8 }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMLowpMatrixMultiplyReshaped3DFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_w_values, m_h_values), n_values), k_values), b_values), m0_values_precommit_1), n0_values_precommit), k0_values_precommit), v0_values_precommit), h0_values_precommit), i_values_lhs), i_values_rhs), framework::dataset::make("DataType", { DataType::QASYMM8 }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMLowpMatrixMultiplyReshaped3DFixture, framework::DatasetMode::DISABLED, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_w_values, m_h_values), n_values), k_values), b_values), m0_values_nightly), n0_values_nightly), k0_values_nightly), v0_values_nightly), h0_values_nightly), i_values_lhs), i_values_rhs), framework::dataset::make("DataType", { DataType::QASYMM8 }))) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // QASYMM8 TEST_SUITE(QASYMM8_SIGNED) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMLowpMatrixMultiplyReshapedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_n_values, k_values), b_values), m0_values_precommit_2), n0_values_precommit), k0_values_precommit), v0_values_precommit), h0_values_precommit), i_values_lhs), i_values_rhs), framework::dataset::make("DataType", { DataType::QASYMM8_SIGNED }))) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMLowpMatrixMultiplyReshaped3DFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( m_w_values, m_h_values), n_values), k_values), b_values), m0_values_precommit_2), n0_values_precommit), k0_values_precommit), v0_values_precommit), h0_values_precommit), i_values_lhs), i_values_rhs), framework::dataset::make("DataType", { DataType::QASYMM8_SIGNED }))) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // QASYMM8_SIGNED TEST_SUITE_END() // QUANTIZED TEST_SUITE_END() // GEMMLowpMatrixMultiplyReshaped TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute