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authorGiorgio Arena <giorgio.arena@arm.com>2018-09-04 14:55:55 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:54:54 +0000
commit73023027d6250daaa1df49fdeb1d21e59a0bf7f5 (patch)
treefbe02771dde050fa1c386881cc6ff43d1ea10e05 /tests/validation/CL
parent555d1109dd566661bcf911c28030927cf4fde5b4 (diff)
downloadComputeLibrary-73023027d6250daaa1df49fdeb1d21e59a0bf7f5.tar.gz
COMPMID-1539 Implement YOLOLayer on CL
Change-Id: I332c0703e1399fca0c5b724529b54a28f49c88da Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/146842 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Diffstat (limited to 'tests/validation/CL')
-rw-r--r--tests/validation/CL/ActivationLayer.cpp9
-rw-r--r--tests/validation/CL/YOLOLayer.cpp127
2 files changed, 128 insertions, 8 deletions
diff --git a/tests/validation/CL/ActivationLayer.cpp b/tests/validation/CL/ActivationLayer.cpp
index d91f7082b4..8a6d5ad88a 100644
--- a/tests/validation/CL/ActivationLayer.cpp
+++ b/tests/validation/CL/ActivationLayer.cpp
@@ -202,14 +202,7 @@ TEST_SUITE_END()
template <typename T>
using CLActivationLayerQuantizedFixture = ActivationValidationQuantizedFixture<CLTensor, CLAccessor, CLActivationLayer, T>;
-/** Input data sets. */
-const auto QuantizedActivationFunctionsDataset = framework::dataset::make("ActivationFunction", { ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU,
- ActivationLayerInfo::ActivationFunction::RELU,
- ActivationLayerInfo::ActivationFunction::LOGISTIC,
- ActivationLayerInfo::ActivationFunction::BOUNDED_RELU
- });
-
-const auto QuantizedActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), QuantizedActivationFunctionsDataset),
+const auto QuantizedActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctionsQuantized()),
framework::dataset::make("AlphaBeta", { 0.5f, 1.f }));
TEST_SUITE(Quantized)
diff --git a/tests/validation/CL/YOLOLayer.cpp b/tests/validation/CL/YOLOLayer.cpp
new file mode 100644
index 0000000000..d8e6e54246
--- /dev/null
+++ b/tests/validation/CL/YOLOLayer.cpp
@@ -0,0 +1,127 @@
+/*
+ * Copyright (c) 2018 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/CLYOLOLayer.h"
+#include "tests/CL/CLAccessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/ActivationFunctionsDataset.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/YOLOLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+/** Define tolerance of the yolo layer.
+ *
+ * @param[in] activation The activation function used.
+ * @param[in] data_type Data type.
+ *
+ * @return Tolerance depending on the activation function.
+ */
+AbsoluteTolerance<float> tolerance(ActivationLayerInfo::ActivationFunction activation, DataType data_type)
+{
+ constexpr float epsilon = 1e-6f;
+
+ switch(activation)
+ {
+ case ActivationLayerInfo::ActivationFunction::LINEAR:
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.2f : epsilon);
+ case ActivationLayerInfo::ActivationFunction::SQUARE:
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.1f : epsilon);
+ case ActivationLayerInfo::ActivationFunction::LOGISTIC:
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : epsilon);
+ case ActivationLayerInfo::ActivationFunction::LEAKY_RELU:
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.00001f : epsilon);
+ case ActivationLayerInfo::ActivationFunction::SOFT_RELU:
+ case ActivationLayerInfo::ActivationFunction::SQRT:
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.01f : 0.00001f);
+ case ActivationLayerInfo::ActivationFunction::TANH:
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : 0.00001f);
+ default:
+ return AbsoluteTolerance<float>(epsilon);
+ }
+}
+
+/** Floating point data sets. */
+const auto YOLODataset = combine(combine(combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()),
+ framework::dataset::make("AlphaBeta", { 0.5f, 1.f })),
+ framework::dataset::make("Classes", 40)),
+ framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }));
+} // namespace
+
+TEST_SUITE(CL)
+TEST_SUITE(YOLOLayer)
+
+template <typename T>
+using CLYOLOLayerFixture = YOLOValidationFixture<CLTensor, CLAccessor, CLYOLOLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, CLYOLOLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallYOLOShapes(), YOLODataset), framework::dataset::make("DataType",
+ DataType::F32)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, CLYOLOLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeYOLOShapes(), YOLODataset), framework::dataset::make("DataType",
+ DataType::F32)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+TEST_SUITE_END() // FP32
+
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, CLYOLOLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallYOLOShapes(), YOLODataset), framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, CLYOLOLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeYOLOShapes(), YOLODataset), framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+TEST_SUITE_END() // FP16
+TEST_SUITE_END() // Float
+
+TEST_SUITE_END() // YOLOLayer
+TEST_SUITE_END() // CL
+} // namespace validation
+} // namespace test
+} // namespace arm_compute