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authorMichele Di Giorgio <michele.digiorgio@arm.com>2017-07-27 09:53:49 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commit56dd726ee074cb145612d03240b710f8adb82ddd (patch)
tree35f3a18102ccaa8f21c8397470f3d63f835c890c /tests/validation/CL/DequantizationLayer.cpp
parent1cd0d5247ed1be3f9e36eb3b39bb91de296e50dd (diff)
downloadComputeLibrary-56dd726ee074cb145612d03240b710f8adb82ddd.tar.gz
COMPMID-448: Implement CL Quantization/Dequantization Layer.
Change-Id: Id002e23a2ac48af3d245416dc6411d9a04a1e513 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/81827 Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@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.
+ */
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/CL/CLTensor.h"
+#include "arm_compute/runtime/CL/CLTensorAllocator.h"
+#include "arm_compute/runtime/CL/functions/CLDequantizationLayer.h"
+#include "tests/CL/CLAccessor.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/DequantizationLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+const auto DequantizationShapes = concat(concat(concat(datasets::Small3DShapes(),
+ datasets::Large3DShapes()),
+ datasets::Small4DShapes()),
+ datasets::Large4DShapes());
+} // namespace
+
+TEST_SUITE(CL)
+TEST_SUITE(DequantizationLayer)
+
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(DequantizationShapes, framework::dataset::make("DataType", DataType::U8)), shape, data_type)
+{
+ TensorShape shape_min_max = shape;
+ shape_min_max.set(Window::DimX, 2);
+
+ // Remove Y and Z dimensions and keep the batches
+ shape_min_max.remove_dimension(1);
+ shape_min_max.remove_dimension(1);
+
+ // Create tensors
+ CLTensor src = create_tensor<CLTensor>(shape, data_type);
+ CLTensor dst = create_tensor<CLTensor>(shape, DataType::F32);
+ CLTensor min_max = create_tensor<CLTensor>(shape_min_max, DataType::F32);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(min_max.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Create and configure function
+ CLDequantizationLayer dequant_layer;
+ dequant_layer.configure(&src, &dst, &min_max);
+
+ // 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 valid region of min_max tensor
+ const ValidRegion valid_region_min_max = shape_to_valid_region(shape_min_max);
+ validate(min_max.info()->valid_region(), valid_region_min_max);
+
+ // Validate padding
+ const PaddingSize padding = PaddingCalculator(shape.x(), 4).required_padding();
+ validate(src.info()->padding(), padding);
+ validate(dst.info()->padding(), padding);
+
+ // Validate padding of min_max tensor
+ const PaddingSize padding_min_max = PaddingCalculator(shape_min_max.x(), 2).required_padding();
+ validate(min_max.info()->padding(), padding_min_max);
+}
+
+template <typename T>
+using CLDequantizationLayerFixture = DequantizationValidationFixture<CLTensor, CLAccessor, CLDequantizationLayer, T>;
+
+TEST_SUITE(Integer)
+TEST_SUITE(U8)
+FIXTURE_DATA_TEST_CASE(RunSmall, CLDequantizationLayerFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(concat(datasets::Small3DShapes(), datasets::Small4DShapes()),
+ framework::dataset::make("DataType", DataType::U8)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, CLDequantizationLayerFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(concat(datasets::Large3DShapes(), datasets::Large4DShapes()),
+ framework::dataset::make("DataType", DataType::U8)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute