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Diffstat (limited to 'tests/validation/system_tests/NEON/AlexNet.cpp')
| -rw-r--r-- | tests/validation/system_tests/NEON/AlexNet.cpp | 112 |
1 files changed, 112 insertions, 0 deletions
diff --git a/tests/validation/system_tests/NEON/AlexNet.cpp b/tests/validation/system_tests/NEON/AlexNet.cpp new file mode 100644 index 0000000000..e56110d8de --- /dev/null +++ b/tests/validation/system_tests/NEON/AlexNet.cpp @@ -0,0 +1,112 @@ +#ifdef INTERNAL_ONLY //FIXME Delete this file before the release +/* + * 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/Helper.h" +#include "NEON/NEAccessor.h" +#include "validation/Validation.h" + +#include "arm_compute/runtime/NEON/functions/NEActivationLayer.h" +#include "arm_compute/runtime/NEON/functions/NEConvolutionLayer.h" +#include "arm_compute/runtime/NEON/functions/NEFullyConnectedLayer.h" +#include "arm_compute/runtime/NEON/functions/NENormalizationLayer.h" +#include "arm_compute/runtime/NEON/functions/NEPoolingLayer.h" +#include "arm_compute/runtime/NEON/functions/NESoftmaxLayer.h" +#include "arm_compute/runtime/SubTensor.h" + +#include "model_objects/AlexNet.h" + +#include <array> + +using namespace arm_compute; +using namespace arm_compute::test; +using namespace arm_compute::test::neon; +using namespace arm_compute::test::validation; + +namespace +{ +using NEAlexNetModel = model_objects::AlexNet<ITensor, + Tensor, + SubTensor, + NEAccessor, + NEActivationLayer, + NEConvolutionLayer, + NEFullyConnectedLayer, + NENormalizationLayer, + NEPoolingLayer, + NESoftmaxLayer>; +std::vector<unsigned int> compute_alexnet(unsigned int batches, std::string input_file) +{ + std::vector<std::string> weight_files = { "cnn_data/alexnet_model/conv1_w.dat", + "cnn_data/alexnet_model/conv2_w.dat", + "cnn_data/alexnet_model/conv3_w.dat", + "cnn_data/alexnet_model/conv4_w.dat", + "cnn_data/alexnet_model/conv5_w.dat", + "cnn_data/alexnet_model/fc6_w.dat", + "cnn_data/alexnet_model/fc7_w.dat", + "cnn_data/alexnet_model/fc8_w.dat" + }; + + std::vector<std::string> bias_files = { "cnn_data/alexnet_model/conv1_b.dat", + "cnn_data/alexnet_model/conv2_b.dat", + "cnn_data/alexnet_model/conv3_b.dat", + "cnn_data/alexnet_model/conv4_b.dat", + "cnn_data/alexnet_model/conv5_b.dat", + "cnn_data/alexnet_model/fc6_b.dat", + "cnn_data/alexnet_model/fc7_b.dat", + "cnn_data/alexnet_model/fc8_b.dat" + }; + NEAlexNetModel network{}; + + network.init_weights(batches); + network.build(); + network.allocate(); + network.fill(weight_files, bias_files); + network.feed(std::move(input_file)); + network.run(); + + return network.get_classifications(); +} +} // namespace + +#ifndef DOXYGEN_SKIP_THIS +BOOST_AUTO_TEST_SUITE(SYSTEM_TESTS) +BOOST_AUTO_TEST_SUITE(NEON) + +BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit")) +BOOST_AUTO_TEST_CASE(AlexNet) +{ + // Compute alexnet + std::vector<unsigned int> classified_labels = compute_alexnet(1, "cnn_data/imagenet_data/shark.dat"); + + // Expected labels + std::vector<unsigned int> expected_labels = { 2 }; + + // Validate labels + validate(classified_labels, expected_labels); +} + +BOOST_AUTO_TEST_SUITE_END() +BOOST_AUTO_TEST_SUITE_END() +#endif +#endif /* INTERNAL_ONLY */ |