/* * 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/NEON/functions/NESoftmaxLayer.h" #include "arm_compute/runtime/Tensor.h" #include "arm_compute/runtime/TensorAllocator.h" #include "tests/NEON/Accessor.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/SoftmaxLayerFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { /** Tolerance for float operations */ constexpr AbsoluteTolerance tolerance_f32(0.000001f); #ifdef ARM_COMPUTE_AARCH64_V8_2 constexpr AbsoluteTolerance tolerance_f16(0.0001f); #endif /* ARM_COMPUTE_AARCH64_V8_2*/ /** Tolerance for fixed point operations */ constexpr AbsoluteTolerance tolerance_fixed_point(2); /** CNN data types */ const auto CNNDataTypes = framework::dataset::make("DataType", { #ifdef ARM_COMPUTE_AARCH64_V8_2 DataType::F16, #endif /* ARM_COMPUTE_AARCH64_V8_2 */ DataType::F32, DataType::QS8, DataType::QS16, }); } // namespace TEST_SUITE(NEON) TEST_SUITE(SoftmaxLayer) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), CNNDataTypes), shape, 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 src = create_tensor(shape, data_type, 1, fixed_point_position); Tensor dst = create_tensor(shape, data_type, 1, fixed_point_position); ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Create and configure function NESoftmaxLayer smx_layer; smx_layer.configure(&src, &dst); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(src.info()->valid_region(), valid_region); validate(dst.info()->valid_region(), valid_region); // Validate padding const int step = 16 / data_size_from_type(data_type); const PaddingSize padding = PaddingCalculator(shape.x(), step).required_padding(); validate(src.info()->padding(), padding); validate(dst.info()->padding(), padding); } template using NESoftmaxLayerFixture = SoftmaxValidationFixture; TEST_SUITE(Float) #ifdef ARM_COMPUTE_AARCH64_V8_2 TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(Accessor(_target), _reference, tolerance_f16); } FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(Accessor(_target), _reference, tolerance_f16); } TEST_SUITE_END() #endif /* ARM_COMPUTE_AARCH64_V8_2 */ TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixture, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(Accessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixture, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(Accessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() TEST_SUITE_END() template using NESoftmaxLayerFixedPointFixture = SoftmaxValidationFixedPointFixture; TEST_SUITE(Quantized) TEST_SUITE(QS8) // Testing for fixed point position [1,6) as reciprocal limits the maximum fixed point position to 5 FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixedPointFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QS8)), framework::dataset::make("FractionalBits", 1, 6))) { // Validate output validate(Accessor(_target), _reference, tolerance_fixed_point); } FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::QS8)), framework::dataset::make("FractionalBits", 1, 6))) { // Validate output validate(Accessor(_target), _reference, tolerance_fixed_point); } TEST_SUITE_END() TEST_SUITE(QS16) // Testing for fixed point position [1,14) as reciprocal limits the maximum fixed point position to 14 FIXTURE_DATA_TEST_CASE(RunSmall, NESoftmaxLayerFixedPointFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QS16)), framework::dataset::make("FractionalBits", 1, 14))) { // Validate output validate(Accessor(_target), _reference, tolerance_fixed_point); } FIXTURE_DATA_TEST_CASE(RunLarge, NESoftmaxLayerFixedPointFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::QS16)), framework::dataset::make("FractionalBits", 1, 14))) { // Validate output validate(Accessor(_target), _reference, tolerance_fixed_point); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute