/* * 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/NEON/kernels/NEGEMMInterleave4x4Kernel.h" #include "arm_compute/core/Types.h" #include "arm_compute/runtime/NEON/functions/NEGEMM.h" #include "arm_compute/runtime/Tensor.h" #include "arm_compute/runtime/TensorAllocator.h" #include "tests/NEON/Accessor.h" #include "tests/NEON/Helper.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/LargeGEMMDataset.h" #include "tests/datasets/SmallGEMMDataset.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/GEMMFixture.h" #include "tests/validation/fixtures/GEMMInterleave4x4Fixture.h" namespace arm_compute { namespace test { namespace validation { namespace { constexpr AbsoluteTolerance tolerance_f(0.001f); /**< 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", { #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC DataType::F16, #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ DataType::F32, DataType::QS8, DataType::QS16, }); const auto data_interleave = framework::dataset::make("M", 8, 12) * framework::dataset::make("N", 8, 12); } // namespace TEST_SUITE(NEON) TEST_SUITE(GEMM) TEST_SUITE(INTERLEAVE_4X4) using NEGEMMInterleave4x4 = NESynthetizeFunctionWithZeroConstantBorder; TEST_SUITE(FP32) using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::F32)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // FP32 TEST_SUITE(Quantized) TEST_SUITE(QS8) using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixedPointFixture; FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::QS8) * framework::dataset::make("FractionalBits", 1, 7)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE(QS16) using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixedPointFixture; FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::QS16) * framework::dataset::make("FractionalBits", 1, 14)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() // INTERLEAVE_4X4 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 Tensor a = create_tensor(shape_a, data_type, 1, fixed_point_position); Tensor b = create_tensor(shape_b, data_type, 1, fixed_point_position); Tensor c = create_tensor(shape_c, data_type, 1, fixed_point_position); Tensor 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 NEGEMM gemm; gemm.configure(&a, &b, &c, &dst, alpha, beta); //TODO(COMPMID-415): Validate valid region } template using NEGEMMFixture = GEMMValidationFixture; TEST_SUITE(Float) #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(Accessor(_target), _reference, tolerance_f); } FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(Accessor(_target), _reference, tolerance_f); } TEST_SUITE_END() #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(Accessor(_target), _reference, tolerance_f); } FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(Accessor(_target), _reference, tolerance_f); } TEST_SUITE_END() TEST_SUITE_END() template using NEGEMMFixedPointFixture = GEMMValidationFixedPointFixture; TEST_SUITE(Quantized) TEST_SUITE(QS8) FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixedPointFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::QS8)), framework::dataset::make("FractionalBits", 1, 7))) { // Validate output validate(Accessor(_target), _reference, tolerance_q); } FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::QS8)), framework::dataset::make("FractionalBits", 1, 7))) { // Validate output validate(Accessor(_target), _reference, tolerance_q); } TEST_SUITE_END() TEST_SUITE(QS16) FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixedPointFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::QS16)), framework::dataset::make("FractionalBits", 1, 14))) { // Validate output validate(Accessor(_target), _reference, tolerance_q); } FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), framework::dataset::make("DataType", DataType::QS16)), framework::dataset::make("FractionalBits", 1, 14))) { // Validate output validate(Accessor(_target), _reference, tolerance_q); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute