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authorSiCong Li <sicong.li@arm.com>2017-08-23 11:02:43 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commit86b53339679e12c952a24a8845a5409ac3d52de6 (patch)
tree807c897ca1001f22b1906d285488877a287b482b /tests/validation/CL/SYSTEM/AlexNet.cpp
parent70e9bc21682f4eaedaceb632f594f588cb2c91fc (diff)
downloadComputeLibrary-86b53339679e12c952a24a8845a5409ac3d52de6.tar.gz
COMPMID-514 (3RDPARTY_UPDATE)(DATA_UPDATE) Add support to load .npy data
* Add tensorflow_data_extractor script. * Incorporate 3rdparty npy reader libnpy. * Port AlexNet system test to validation_new. * Port LeNet5 system test to validation_new. * Update 3rdparty/ and data/ submodules. Change-Id: I156d060fe9185cd8db810b34bf524cbf5cb34f61 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/84914 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
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+/*
+ * 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.
+ */
+#ifdef INTERNAL_ONLY //FIXME Delete this file before the release
+
+#include "arm_compute/runtime/CL/CLSubTensor.h"
+#include "arm_compute/runtime/CL/functions/CLActivationLayer.h"
+#include "arm_compute/runtime/CL/functions/CLConvolutionLayer.h"
+#include "arm_compute/runtime/CL/functions/CLDirectConvolutionLayer.h"
+#include "arm_compute/runtime/CL/functions/CLFullyConnectedLayer.h"
+#include "arm_compute/runtime/CL/functions/CLNormalizationLayer.h"
+#include "arm_compute/runtime/CL/functions/CLPoolingLayer.h"
+#include "arm_compute/runtime/CL/functions/CLSoftmaxLayer.h"
+#include "tests/CL/CLAccessor.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Macros.h"
+#include "tests/networks/AlexNetNetwork.h"
+#include "tests/validation/Validation.h"
+
+#include <string>
+#include <vector>
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+using CLAlexNetModel = networks::AlexNetNetwork<ICLTensor,
+ CLTensor,
+ CLSubTensor,
+ CLAccessor,
+ CLActivationLayer,
+ CLConvolutionLayer,
+ CLDirectConvolutionLayer,
+ CLFullyConnectedLayer,
+ CLNormalizationLayer,
+ CLPoolingLayer,
+ CLSoftmaxLayer>;
+std::vector<unsigned int> compute_alexnet(DataType dt, unsigned int batches, std::string input_file)
+{
+ std::vector<std::string> weight_files = { "cnn_data/alexnet_model/conv1_w.npy",
+ "cnn_data/alexnet_model/conv2_w.npy",
+ "cnn_data/alexnet_model/conv3_w.npy",
+ "cnn_data/alexnet_model/conv4_w.npy",
+ "cnn_data/alexnet_model/conv5_w.npy",
+ "cnn_data/alexnet_model/fc6_w.npy",
+ "cnn_data/alexnet_model/fc7_w.npy",
+ "cnn_data/alexnet_model/fc8_w.npy"
+ };
+
+ std::vector<std::string> bias_files = { "cnn_data/alexnet_model/conv1_b.npy",
+ "cnn_data/alexnet_model/conv2_b.npy",
+ "cnn_data/alexnet_model/conv3_b.npy",
+ "cnn_data/alexnet_model/conv4_b.npy",
+ "cnn_data/alexnet_model/conv5_b.npy",
+ "cnn_data/alexnet_model/fc6_b.npy",
+ "cnn_data/alexnet_model/fc7_b.npy",
+ "cnn_data/alexnet_model/fc8_b.npy"
+ };
+ CLAlexNetModel network{};
+ network.init(dt, 4, batches);
+ network.build();
+ network.allocate();
+ network.fill(weight_files, bias_files);
+ network.feed(std::move(input_file));
+ network.run();
+
+ return network.get_classifications();
+}
+} // namespace
+
+TEST_SUITE(CL)
+TEST_SUITE(SYSTEM_TESTS)
+
+TEST_CASE(AlexNet, framework::DatasetMode::PRECOMMIT)
+{
+ // Compute alexnet
+ std::vector<unsigned int> classified_labels = compute_alexnet(DataType::F32, 1, "cnn_data/imagenet_data/cat.npy");
+
+ // Expected labels
+ std::vector<unsigned int> expected_labels = { 281 };
+
+ // Validate labels
+ validate(classified_labels, expected_labels);
+}
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
+#endif /* INTERNAL_ONLY */