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authorAnthony Barbier <anthony.barbier@arm.com>2017-10-26 15:23:08 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commit7068f9900d136312318ff430aef588b14e0c87ad (patch)
treeb57ca81231860f1d8755e6f18e5be7c959fb60c6 /tests/validation/GLES_COMPUTE/FullyConnectedLayer.cpp
parentd60737592736715dcfd0520535c48190d4ac77d2 (diff)
downloadComputeLibrary-7068f9900d136312318ff430aef588b14e0c87ad.tar.gz
COMPMID-631: Merge branches/gles_compute branch
Last commit: commit b25c5f68042b0c81bf611d59a1bb8535e1c42497 Author: Xinghang Zhou <xinghang.zhou@arm.com> Date: Wed Oct 25 18:48:10 2017 +0800 Synced validation's tolerances of GCSoftmax from cl side Change-Id: Ibe72054205c1c8721845d679a31af7ed0a7c5cf6 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/93283 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.
+ */
+#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<float> tolerance_f32(0.05f);
+RelativeTolerance<half_float::half> 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)
+{
+ // Set fixed point position data type allowed
+ int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0;
+
+ 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<GCTensor>(src_shape, data_type, 1, fixed_point_position);
+ GCTensor weights = create_tensor<GCTensor>(ws, data_type, 1, fixed_point_position);
+ GCTensor bias = create_tensor<GCTensor>(bias_shape, data_type, 1, fixed_point_position);
+ GCTensor dst = create_tensor<GCTensor>(dst_shape, data_type, 1, fixed_point_position);
+
+ 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 and configure function.
+ GCFullyConnectedLayer fc;
+ fc.configure(&src, &weights, &bias, &dst, transpose_weights, !reshape_weights);
+
+ // Validate valid region
+ const ValidRegion dst_valid_region = shape_to_valid_region(dst_shape);
+ validate(dst.info()->valid_region(), dst_valid_region);
+}
+
+template <typename T>
+using GCFullyConnectedLayerFixture = FullyConnectedLayerValidationFixture<GCTensor, GCAccessor, GCFullyConnectedLayer, T, false>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCFullyConnectedLayerFixture<half_float::half>, 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<half_float::half>, 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<float>, 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<float>, 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