/* * Copyright (c) 2017-2018 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/GLES_COMPUTE/GCTensor.h" #include "arm_compute/runtime/GLES_COMPUTE/GCTensorAllocator.h" #include "arm_compute/runtime/GLES_COMPUTE/functions/GCFullyConnectedLayer.h" #include "tests/GLES_COMPUTE/GCAccessor.h" #include "tests/GLES_COMPUTE/Helper.h" #include "tests/PaddingCalculator.h" #include "tests/datasets/FullyConnectedLayerDataset.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/FullyConnectedLayerFixture.h" namespace arm_compute { namespace test { namespace validation { namespace { /** Tolerance for float operations */ RelativeTolerance tolerance_f32(0.05f); RelativeTolerance tolerance_f16(half(0.2)); constexpr float tolerance_num = 0.07f; /**< Tolerance number */ /** CNN data types */ const auto CNNDataTypes = framework::dataset::make("DataType", { DataType::F16, DataType::F32, }); const auto FullyConnectedParameters = combine(framework::dataset::make("TransposeWeights", { false, true }), framework::dataset::make("ReshapeWeights", { false, true })); } // namespace TEST_SUITE(GC) TEST_SUITE(FullyConnectedLayer) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(framework::dataset::concat(datasets::SmallFullyConnectedLayerDataset(), datasets::LargeFullyConnectedLayerDataset()), FullyConnectedParameters), CNNDataTypes), src_shape, weights_shape, bias_shape, dst_shape, transpose_weights, reshape_weights, data_type) { TensorShape ws(weights_shape); // Transpose weights if not done in the function if(!reshape_weights || !transpose_weights) { const size_t shape_x = ws.x(); ws.set(0, ws.y()); ws.set(1, shape_x); } // Create tensors GCTensor src = create_tensor(src_shape, data_type, 1); GCTensor weights = create_tensor(ws, data_type, 1); GCTensor bias = create_tensor(bias_shape, data_type, 1); GCTensor dst = create_tensor(dst_shape, data_type, 1); ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(weights.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); // Create Fully Connected layer info FullyConnectedLayerInfo fc_info; fc_info.transpose_weights = transpose_weights; fc_info.are_weights_reshaped = !reshape_weights; // Create and configure function. GCFullyConnectedLayer fc; fc.configure(&src, &weights, &bias, &dst, fc_info); // Validate valid region const ValidRegion dst_valid_region = shape_to_valid_region(dst_shape); validate(dst.info()->valid_region(), dst_valid_region); } template using GCFullyConnectedLayerFixture = FullyConnectedLayerValidationFixture; TEST_SUITE(Float) TEST_SUITE(FP16) FIXTURE_DATA_TEST_CASE(RunSmall, GCFullyConnectedLayerFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallFullyConnectedLayerDataset(), FullyConnectedParameters), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(GCAccessor(_target), _reference, tolerance_f16, tolerance_num); } FIXTURE_DATA_TEST_CASE(RunLarge, GCFullyConnectedLayerFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeFullyConnectedLayerDataset(), FullyConnectedParameters), framework::dataset::make("DataType", DataType::F16))) { // Validate output validate(GCAccessor(_target), _reference, tolerance_f16, tolerance_num); } TEST_SUITE_END() TEST_SUITE(FP32) FIXTURE_DATA_TEST_CASE(RunSmall, GCFullyConnectedLayerFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallFullyConnectedLayerDataset(), FullyConnectedParameters), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(GCAccessor(_target), _reference, tolerance_f32); } FIXTURE_DATA_TEST_CASE(RunLarge, GCFullyConnectedLayerFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeFullyConnectedLayerDataset(), FullyConnectedParameters), framework::dataset::make("DataType", DataType::F32))) { // Validate output validate(GCAccessor(_target), _reference, tolerance_f32); } TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() TEST_SUITE_END() } // namespace validation } // namespace test } // namespace arm_compute