| /* |
| * 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 "NEON/Accessor.h" |
| #include "NEON/ArrayAccessor.h" |
| #include "TypePrinter.h" |
| #include "arm_compute/runtime/NEON/functions/NEROIPoolingLayer.h" |
| #include "tests/Globals.h" |
| #include "tests/Utils.h" |
| #include "tests/validation_old/Datasets.h" |
| #include "tests/validation_old/Reference.h" |
| #include "tests/validation_old/Validation.h" |
| #include "tests/validation_old/ValidationUserConfiguration.h" |
| |
| #include <random> |
| #include <vector> |
| |
| using namespace arm_compute; |
| using namespace arm_compute::test; |
| using namespace arm_compute::test::validation; |
| |
| namespace |
| { |
| Tensor compute_roi_pooling_layer(const TensorShape &shape, DataType dt, const std::vector<ROI> &rois, ROIPoolingLayerInfo pool_info) |
| { |
| TensorShape shape_dst; |
| shape_dst.set(0, pool_info.pooled_width()); |
| shape_dst.set(1, pool_info.pooled_height()); |
| shape_dst.set(2, shape.z()); |
| shape_dst.set(3, rois.size()); |
| |
| // Create tensors |
| Tensor src = create_tensor<Tensor>(shape, dt); |
| Tensor dst = create_tensor<Tensor>(shape_dst, dt); |
| |
| // Create ROI array |
| Array<ROI> rois_array(rois.size()); |
| fill_array(ArrayAccessor<ROI>(rois_array), rois); |
| |
| // Create and configure function |
| NEROIPoolingLayer roi_pool; |
| roi_pool.configure(&src, &rois_array, &dst, pool_info); |
| |
| // Allocate tensors |
| src.allocator()->allocate(); |
| dst.allocator()->allocate(); |
| |
| BOOST_TEST(!src.info()->is_resizable()); |
| BOOST_TEST(!dst.info()->is_resizable()); |
| |
| // Fill tensors |
| std::uniform_real_distribution<> distribution(-1, 1); |
| library->fill(Accessor(src), distribution, 0); |
| |
| // Compute function |
| roi_pool.run(); |
| |
| return dst; |
| } |
| } // namespace |
| |
| #ifndef DOXYGEN_SKIP_THIS |
| BOOST_AUTO_TEST_SUITE(NEON) |
| BOOST_AUTO_TEST_SUITE(ROIPoolingLayer) |
| |
| BOOST_AUTO_TEST_SUITE(Float) |
| BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) |
| BOOST_DATA_TEST_CASE(RunSmall, CNNFloatDataTypes() * boost::unit_test::data::make({ 10, 20, 40 }) * boost::unit_test::data::make({ 7, 9 }) * boost::unit_test::data::make({ 1.f / 8.f, 1.f / 16.f }), |
| dt, num_rois, roi_pool_size, roi_scale) |
| { |
| TensorShape shape(50U, 47U, 2U, 3U); |
| ROIPoolingLayerInfo pool_info(roi_pool_size, roi_pool_size, roi_scale); |
| |
| // Construct ROI vector |
| std::vector<ROI> rois = generate_random_rois(shape, pool_info, num_rois, user_config.seed); |
| |
| // Compute function |
| Tensor dst = compute_roi_pooling_layer(shape, dt, rois, pool_info); |
| |
| // Compute reference |
| RawTensor ref_dst = Reference::compute_reference_roi_pooling_layer(shape, dt, rois, pool_info); |
| |
| // Validate output |
| validate(Accessor(dst), ref_dst); |
| } |
| BOOST_AUTO_TEST_SUITE_END() |
| |
| BOOST_AUTO_TEST_SUITE_END() |
| BOOST_AUTO_TEST_SUITE_END() |
| #endif /* DOXYGEN_SKIP_THIS */ |