/* * Copyright (c) 2018-2020 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 "arm_compute/runtime/CL/CLTensor.h" #include "arm_compute/runtime/CL/CLTensorAllocator.h" #include "src/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" #include "tests/CL/CLAccessor.h" #include "tests/CL/Helper.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/ShapeDatasets.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/GEMMReshapeLHSMatrixFixture.h" namespace arm_compute { namespace test { namespace validation { using namespace arm_compute::misc::shape_calculator; // Initialize the output tensor with zero and fill the border with zero using CLGEMMReshapeLHSMatrix = CLSynthetizeFunctionInitOutputWithZeroAndWithZeroConstantBorder; template using CLGEMMReshapeLHSMatrixFixture = GEMMReshapeLHSMatrixValidationFixture; // Fixture to use when the input has to be reinterpreted as 3D template using CLGEMMReshapeLHSMatrix3DFixture = GEMMReshapeLHSMatrixValidationFixture; // *INDENT-OFF* // clang-format off /** Data types */ namespace { /** Batch size values to test */ const auto b_values = framework::dataset::make("batchsize", 1, 3); /** M0 values to test */ const auto m0_values_s32 = framework::dataset::make("M0", { 2, 3 }); const auto m0_values_s16 = framework::dataset::make("M0", { 4, 5 }); const auto m0_values_s8 = framework::dataset::make("M0", { 6, 7, 8 }); /** K0 values to test */ const auto k0_values_s32 = framework::dataset::make("K0", { 2, 3 }); const auto k0_values_s16 = framework::dataset::make("K0", { 4, 8 }); const auto k0_values_s8 = framework::dataset::make("K0", { 16 }); /** V0 values to test */ const auto v0_values = framework::dataset::make("V0", 1, 4); /** Interleave values to test */ const auto i_values = framework::dataset::make("interleave", { true, false }); /** Transpose values to test */ const auto t_values = framework::dataset::make("transpose", { true, false }); /** Zero padding test */ bool validate_zero_padding(unsigned int m_value, unsigned int k_value, unsigned int b_value, unsigned int m0_value, unsigned int k0_value, unsigned int v0_value, bool i_value_lhs, bool t_value_lhs, bool input_as_3d, DataType dt) { const unsigned int M = m_value; const unsigned int K = k_value; const unsigned int B = b_value; GEMMLHSMatrixInfo lhs_info; lhs_info.m0 = m0_value; lhs_info.k0 = k0_value; lhs_info.v0 = v0_value; lhs_info.interleave = i_value_lhs; lhs_info.transpose = t_value_lhs; const TensorShape lhs_shape(K, M, B); const TensorShape lhs_shape_reshaped = compute_lhs_reshaped_shape(TensorInfo(lhs_shape, 1, dt), lhs_info, input_as_3d); // Create tensors CLTensor lhs = create_tensor(lhs_shape, dt); CLTensor dst = create_tensor(lhs_shape_reshaped, dt); ARM_COMPUTE_EXPECT(lhs.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Validate zero-padding CLGEMMReshapeLHSMatrixKernel lhs_reshape; lhs_reshape.configure(&lhs, &dst, lhs_info, input_as_3d); return lhs.info()->padding().empty(); } } // namespace TEST_SUITE(CL) TEST_SUITE(GEMMReshapeLHSMatrix) /** Validate zero padding tests for the LHS input tensor * * A series of validation tests to test the zero padding requirement * * Checks performed in order: * - Case where M and K are smaller than M0 and K0 * - Generic test case with batch size = 1 * - Generic test case with batch size = 4 * - Generic test case with input_as_3d_value = true */ DATA_TEST_CASE(ValidateZeroPadding, framework::DatasetMode::ALL, zip(zip(zip(zip(zip( framework::dataset::make("M", { 1, 23, 63, 101 }), framework::dataset::make("K", { 1, 47, 29, 27 })), framework::dataset::make("B", { 1, 1, 4, 7 })), framework::dataset::make("M0", { 4, 2, 4, 8 })), framework::dataset::make("K0", { 2, 2, 4, 8 })), framework::dataset::make("input_as_3d", { false, false, false, true })), m_value, k_value, b_value, m0_value, k0_value, input_as_3d_value) { constexpr DataType dt = DataType::F32; bool status = validate_zero_padding(m_value, k_value, b_value, m0_value, k0_value, 2, false, false, input_as_3d_value, dt); ARM_COMPUTE_EXPECT(status, framework::LogLevel::ERRORS); } FIXTURE_DATA_TEST_CASE(S32, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), b_values), framework::dataset::make("DataType", DataType::S32)), m0_values_s32), k0_values_s32), v0_values), i_values), t_values)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(S16, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), b_values), framework::dataset::make("DataType", DataType::S16)), m0_values_s16), k0_values_s16), v0_values), i_values), t_values)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(S8, CLGEMMReshapeLHSMatrixFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape2DShapes(), b_values), framework::dataset::make("DataType", DataType::S8)), m0_values_s8), k0_values_s8), v0_values), i_values), t_values)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE(ReinterpretInputAs3D) FIXTURE_DATA_TEST_CASE(S32, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), b_values), framework::dataset::make("DataType", DataType::S32)), m0_values_s32), k0_values_s32), v0_values), i_values), t_values)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(S16, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), b_values), framework::dataset::make("DataType", DataType::S16)), m0_values_s16), k0_values_s16), v0_values), i_values), t_values)) { // Validate output validate(CLAccessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(S8, CLGEMMReshapeLHSMatrix3DFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallGEMMReshape3DShapes(), b_values), framework::dataset::make("DataType", DataType::S8)), m0_values_s8), k0_values_s8), v0_values), i_values), t_values)) { // Validate output validate(CLAccessor(_target), _reference); } TEST_SUITE_END() // ReinterpretInputAs3D TEST_SUITE_END() // GEMMReshapeLHSMatrix TEST_SUITE_END() // CL } // namespace validation } // namespace test } // namespace arm_compute