/* * Copyright (c) 2017 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/runtime/CL/CLTensor.h" #include "arm_compute/runtime/CL/CLTensorAllocator.h" #include "arm_compute/runtime/CL/functions/CLGEMM.h" #include "framework/Asserts.h" #include "framework/Macros.h" #include "framework/datasets/Datasets.h" #include "tests/CL/CLAccessor.h" #include "tests/PaddingCalculator.h" #include "tests/datasets_new/LargeGEMMDataset.h" #include "tests/datasets_new/SmallGEMMDataset.h" #include "tests/validation_new/Validation.h" #include "tests/validation_new/fixtures/GEMMFixture.h" #include "tests/validation_new/half.h" namespace arm_compute { namespace test { namespace validation { namespace { constexpr AbsoluteTolerance tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ constexpr AbsoluteTolerance tolerance_f16(0.1f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ constexpr AbsoluteTolerance tolerance_q(1.0f); /**< Tolerance value for comparing reference's output against implementation's output for fixed point data types */ /** CNN data types */ const auto CNNDataTypes = framework::dataset::make("DataType", { DataType::F16, DataType::F32, DataType::QS8, DataType::QS16, }); } // namespace TEST_SUITE(CL) TEST_SUITE(GEMM) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(framework::dataset::concat(datasets::SmallGEMMDataset(), datasets::LargeGEMMDataset()), CNNDataTypes), shape_a, shape_b, shape_c, output_shape, alpha, beta, data_type) { // Set fixed point position data type allowed const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0; // Create tensors CLTensor a = create_tensor(shape_a, data_type, 1, fixed_point_position); CLTensor b = create_tensor(shape_b, data_type, 1, fixed_point_position); CLTensor c = create_tensor(shape_c, data_type, 1, fixed_point_position); CLTensor dst = create_tensor(output_shape, data_type, 1, fixed_point_position); ARM_COMPUTE_EXPECT(a.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(b.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(c.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Create and configure function CLGEMM gemm; gemm.configure(&a, &b, &c, &dst, alpha, beta); //TODO(COMPMID-415): Validate valid region } template using CLGEMMFixture = GEMMValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f16); } TEST_SUITE_END() TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() TEST_SUITE_END() template using CLGEMMFixedPointFixture = GEMMValidationFixedPointFixture; TEST_SUITE(Quantized) TEST_SUITE(QS8) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMFixedPointFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::QS8)), framework::dataset::make("FractionalBits", 1, 7))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_q); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::QS8)), framework::dataset::make("FractionalBits", 1, 7))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_q); } TEST_SUITE_END() TEST_SUITE(QS16) FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMFixedPointFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::QS16)), framework::dataset::make("FractionalBits", 1, 14))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_q); } FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::QS16)), framework::dataset::make("FractionalBits", 1, 14))) { // Validate output validate(CLAccessor(_target), _reference, tolerance_q); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute