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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
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>
Diffstat (limited to 'tests/validation/GLES_COMPUTE')
-rw-r--r--tests/validation/GLES_COMPUTE/ActivationLayer.cpp198
-rw-r--r--tests/validation/GLES_COMPUTE/BatchNormalizationLayer.cpp103
-rw-r--r--tests/validation/GLES_COMPUTE/DepthConcatenateLayer.cpp86
-rw-r--r--tests/validation/GLES_COMPUTE/DirectConvolutionLayer.cpp103
-rw-r--r--tests/validation/GLES_COMPUTE/DropoutLayer.cpp82
-rw-r--r--tests/validation/GLES_COMPUTE/FullyConnectedLayer.cpp143
-rw-r--r--tests/validation/GLES_COMPUTE/GEMM.cpp105
-rw-r--r--tests/validation/GLES_COMPUTE/GlobalPoolingLayer.cpp83
-rw-r--r--tests/validation/GLES_COMPUTE/NormalizationLayer.cpp85
-rw-r--r--tests/validation/GLES_COMPUTE/PoolingLayer.cpp105
-rw-r--r--tests/validation/GLES_COMPUTE/SoftmaxLayer.cpp122
11 files changed, 1215 insertions, 0 deletions
diff --git a/tests/validation/GLES_COMPUTE/ActivationLayer.cpp b/tests/validation/GLES_COMPUTE/ActivationLayer.cpp
new file mode 100644
index 0000000000..23821d35fa
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/ActivationLayer.cpp
@@ -0,0 +1,198 @@
+/*
+ * 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/GCActivationLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.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/ActivationLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+/** Define tolerance of the activation 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:
+ if(is_data_type_fixed_point(data_type))
+ {
+ return AbsoluteTolerance<float>(5.f);
+ }
+ else
+ {
+ 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:
+ if(is_data_type_fixed_point(data_type))
+ {
+ return AbsoluteTolerance<float>(5.f);
+ }
+ else
+ {
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.01f : 0.00001f);
+ }
+ case ActivationLayerInfo::ActivationFunction::TANH:
+ if(is_data_type_fixed_point(data_type))
+ {
+ return AbsoluteTolerance<float>(5.f);
+ }
+ else
+ {
+ return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : 0.00001f);
+ }
+ default:
+ return AbsoluteTolerance<float>(epsilon);
+ }
+}
+
+/** CNN data types */
+const auto CNNDataTypes = framework::dataset::make("DataType",
+{
+ DataType::F16,
+ DataType::F32,
+});
+
+/** Input data sets. */
+const auto ActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()), framework::dataset::make("AlphaBeta", { 0.5f, 1.f }));
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(ActivationLayer)
+
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), CNNDataTypes), framework::dataset::make("InPlace", { false, true })),
+ shape, data_type, in_place)
+{
+ // Set fixed point position data type allowed
+ const int fixed_point_position = 0;
+
+ // Create tensors
+ GCTensor src = create_tensor<GCTensor>(shape, data_type, 1, fixed_point_position);
+ GCTensor dst = create_tensor<GCTensor>(shape, data_type, 1, fixed_point_position);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Create and configure function
+ GCActivationLayer act_layer;
+
+ if(in_place)
+ {
+ act_layer.configure(&src, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS));
+ }
+ else
+ {
+ act_layer.configure(&src, &dst, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS));
+ }
+
+ // Validate valid region
+ const ValidRegion valid_region = shape_to_valid_region(shape);
+ validate(src.info()->valid_region(), valid_region);
+
+ if(!in_place)
+ {
+ validate(dst.info()->valid_region(), valid_region);
+ }
+
+ // Validate padding
+ const int step = (arm_compute::data_size_from_type(data_type) == 4 ? 1 : 2);
+ const PaddingSize padding = PaddingCalculator(shape.x(), step).required_padding();
+ validate(src.info()->padding(), padding);
+
+ if(!in_place)
+ {
+ validate(dst.info()->padding(), padding);
+ }
+}
+
+template <typename T>
+using GCActivationLayerFixture = ActivationValidationFixture<GCTensor, GCAccessor, GCActivationLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCActivationLayerFixture<half_float::half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset),
+ framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCActivationLayerFixture<half_float::half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ActivationDataset),
+ framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCActivationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make("DataType",
+ DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCActivationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ActivationDataset), framework::dataset::make("DataType",
+ DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance(_function, _data_type));
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/BatchNormalizationLayer.cpp b/tests/validation/GLES_COMPUTE/BatchNormalizationLayer.cpp
new file mode 100644
index 0000000000..a82149bdcc
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/BatchNormalizationLayer.cpp
@@ -0,0 +1,103 @@
+/*
+ * 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/GCBatchNormalizationLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/RandomBatchNormalizationLayerDataset.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/BatchNormalizationLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+constexpr AbsoluteTolerance<float> tolerance_f(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */
+constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(BatchNormalizationLayer)
+
+template <typename T>
+using GCBatchNormalizationLayerFixture = BatchNormalizationLayerValidationFixture<GCTensor, GCAccessor, GCBatchNormalizationLayer, T>;
+
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::RandomBatchNormalizationLayerDataset(), framework::dataset::make("DataType", { DataType::F32 })),
+ shape0, shape1, epsilon, dt)
+{
+ // Set fixed point position data type allowed
+ int fixed_point_position = (arm_compute::is_data_type_fixed_point(dt)) ? 3 : 0;
+
+ // Create tensors
+ GCTensor src = create_tensor<GCTensor>(shape0, dt, 1, fixed_point_position);
+ GCTensor dst = create_tensor<GCTensor>(shape0, dt, 1, fixed_point_position);
+ GCTensor mean = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position);
+ GCTensor var = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position);
+ GCTensor beta = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position);
+ GCTensor gamma = create_tensor<GCTensor>(shape1, dt, 1, fixed_point_position);
+
+ // Create and Configure function
+ GCBatchNormalizationLayer norm;
+ norm.configure(&src, &dst, &mean, &var, &beta, &gamma, epsilon);
+
+ // Validate valid region
+ const ValidRegion valid_region = shape_to_valid_region(shape0);
+ validate(dst.info()->valid_region(), valid_region);
+}
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(Random, GCBatchNormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::RandomBatchNormalizationLayerDataset(),
+ framework::dataset::make("DataType", DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f16, 0);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(Random, GCBatchNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::RandomBatchNormalizationLayerDataset(),
+ framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f, 0);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/DepthConcatenateLayer.cpp b/tests/validation/GLES_COMPUTE/DepthConcatenateLayer.cpp
new file mode 100644
index 0000000000..829845dd36
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/DepthConcatenateLayer.cpp
@@ -0,0 +1,86 @@
+/*
+ * 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/GCDepthConcatenate.h"
+#include "tests/GLES_COMPUTE/GCAccessor.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/DepthConcatenateLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+TEST_SUITE(GC)
+TEST_SUITE(DepthConcatenateLayer)
+
+//TODO(COMPMID-415): Add configuration test?
+
+template <typename T>
+using GCDepthConcatenateLayerFixture = DepthConcatenateValidationFixture<GCTensor, IGCTensor, GCAccessor, GCDepthConcatenate, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCDepthConcatenateLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCDepthConcatenateLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::Large2DShapes(), framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCDepthConcatenateLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::Small2DShapes(), framework::dataset::make("DataType",
+ DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCDepthConcatenateLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::DepthConcatenateShapes(), framework::dataset::make("DataType",
+ DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/DirectConvolutionLayer.cpp b/tests/validation/GLES_COMPUTE/DirectConvolutionLayer.cpp
new file mode 100644
index 0000000000..153b060757
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/DirectConvolutionLayer.cpp
@@ -0,0 +1,103 @@
+/*
+ * 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/GCDirectConvolutionLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.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/DirectConvolutionLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+RelativeTolerance<half> tolerance_fp16(half(0.2)); /**< Tolerance for floating point tests */
+RelativeTolerance<float> tolerance_fp32(0.02f); /**< Tolerance for floating point tests */
+constexpr float tolerance_num = 0.07f; /**< Tolerance number */
+
+/** Direct convolution data set. */
+const auto data_quantized = combine(datasets::SmallDirectConvolutionShapes(),
+ combine(framework::dataset::make("StrideX", 1, 3),
+ combine(framework::dataset::make("StrideY", 1, 3),
+ combine(concat(combine(framework::dataset::make("PadX", 0),
+ combine(framework::dataset::make("PadY", 0),
+ framework::dataset::make("KernelSize", 1))),
+ combine(framework::dataset::make("PadX", 0, 2),
+ combine(framework::dataset::make("PadY", 0, 2),
+ framework::dataset::make("KernelSize", { 3 })))),
+ framework::dataset::make("NumKernels", { 1, 4, 8, 16 })))));
+
+const auto data = combine(datasets::SmallDirectConvolutionShapes(),
+ combine(framework::dataset::make("StrideX", 1, 3),
+ combine(framework::dataset::make("StrideY", 1, 3),
+ combine(concat(combine(framework::dataset::make("PadX", 0),
+ combine(framework::dataset::make("PadY", 0),
+ framework::dataset::make("KernelSize", 1))),
+ combine(framework::dataset::make("PadX", 0, 2),
+ combine(framework::dataset::make("PadY", 0, 2),
+ framework::dataset::make("KernelSize", { 3, 5 })))),
+ framework::dataset::make("NumKernels", { 1, 4, 8, 16 })))));
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(DirectConvolutionLayer)
+
+//TODO(COMPMID-415): Configuration tests?
+
+template <typename T>
+using GCDirectConvolutionLayerFixture = DirectConvolutionValidationFixture<GCTensor, GCAccessor, GCDirectConvolutionLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(Run, GCDirectConvolutionLayerFixture<half_float::half>, framework::DatasetMode::ALL, combine(data, framework::dataset::make("DataType", DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_fp16, tolerance_num);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(Run, GCDirectConvolutionLayerFixture<float>, framework::DatasetMode::ALL, combine(data, framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_fp32);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/DropoutLayer.cpp b/tests/validation/GLES_COMPUTE/DropoutLayer.cpp
new file mode 100644
index 0000000000..4d54dad15c
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/DropoutLayer.cpp
@@ -0,0 +1,82 @@
+/*
+ * 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/GCDropoutLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.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/DropoutLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+//constexpr AbsoluteTolerance<float> tolerance_f(0.00001f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */
+
+const auto testparam = combine(framework::dataset::make("ratio", { 0.5f }), framework::dataset::make("forward", { false, true }));
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(DropoutLayer)
+
+template <typename T>
+using GCDropoutLayerFixture = DropoutLayerValidationFixture<GCTensor, GCAccessor, GCDropoutLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(Random, GCDropoutLayerFixture<float>, framework::DatasetMode::PRECOMMIT,
+ combine(combine(datasets::SmallShapes(), testparam), framework::dataset::make("DataType", DataType::F32)))
+{
+ // FIXME(APPBROWSER-302)
+ // Validate output
+ //validate(GCAccessor(_target), _reference, tolerance_f, 0);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(Random, GCDropoutLayerFixture<float>, framework::DatasetMode::PRECOMMIT,
+ combine(combine(datasets::SmallShapes(), testparam), framework::dataset::make("DataType", DataType::F16)))
+{
+ // FIXME(APPBROWSER-302)
+ // Validate output
+ //validate(GCAccessor(_target), _reference, tolerance_f, 0);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/FullyConnectedLayer.cpp b/tests/validation/GLES_COMPUTE/FullyConnectedLayer.cpp
new file mode 100644
index 0000000000..4040f468f4
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/FullyConnectedLayer.cpp
@@ -0,0 +1,143 @@
+/*
+ * 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
diff --git a/tests/validation/GLES_COMPUTE/GEMM.cpp b/tests/validation/GLES_COMPUTE/GEMM.cpp
new file mode 100644
index 0000000000..2abad3206d
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/GEMM.cpp
@@ -0,0 +1,105 @@
+/*
+ * 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/GCGEMM.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/GLES_COMPUTE/Helper.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/LargeGEMMDataset.h"
+#include "tests/datasets/SmallGEMMDataset.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/GEMMFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+RelativeTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */
+
+/** CNN data types */
+const auto CNNDataTypes = framework::dataset::make("DataType",
+{
+ DataType::F32,
+});
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(GEMM)
+
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(framework::dataset::concat(datasets::SmallGEMMDataset(), datasets::LargeGEMMDataset()), CNNDataTypes),
+ shape_a, shape_b, shape_c, output_shape, alpha, beta, data_type)
+{
+ // Set fixed point position data type allowed
+ const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0;
+
+ // Create tensors
+ GCTensor a = create_tensor<GCTensor>(shape_a, data_type, 1, fixed_point_position);
+ GCTensor b = create_tensor<GCTensor>(shape_b, data_type, 1, fixed_point_position);
+ GCTensor c = create_tensor<GCTensor>(shape_c, data_type, 1, fixed_point_position);
+ GCTensor dst = create_tensor<GCTensor>(output_shape, data_type, 1, fixed_point_position);
+
+ ARM_COMPUTE_EXPECT(a.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(b.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(c.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Create and configure function
+ GCGEMM gemm;
+ gemm.configure(&a, &b, &c, &dst, alpha, beta);
+
+ //TODO(COMPMID-415): Validate valid region
+}
+
+template <typename T>
+using GCGEMMFixture = GEMMValidationFixture<GCTensor, GCAccessor, GCGEMM, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCGEMMFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallGEMMDataset(), framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCGEMMFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeGEMMDataset(), 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
diff --git a/tests/validation/GLES_COMPUTE/GlobalPoolingLayer.cpp b/tests/validation/GLES_COMPUTE/GlobalPoolingLayer.cpp
new file mode 100644
index 0000000000..88372ffe24
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/GlobalPoolingLayer.cpp
@@ -0,0 +1,83 @@
+/*
+ * 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/GCPoolingLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/PoolingTypesDataset.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/PoolingLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+/** Input data set for float data types */
+const auto GlobalPoolingLayerDataset = combine(datasets::GlobalPoolingShapes(), datasets::PoolingTypes());
+
+/** Input data set for quantized data types */
+constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for FP32 types */
+constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for FP16 types */
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(GlobalPoolingLayer)
+
+template <typename T>
+using GCGlobalPoolingLayerFixture = GlobalPoolingLayerValidationFixture<GCTensor, GCAccessor, GCPoolingLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunGlobalPooling, GCGlobalPoolingLayerFixture<float>, framework::DatasetMode::ALL, combine(GlobalPoolingLayerDataset, framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunGlobalPooling, GCGlobalPoolingLayerFixture<half>, framework::DatasetMode::ALL, combine(GlobalPoolingLayerDataset, framework::dataset::make("DataType",
+ DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f16);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/NormalizationLayer.cpp b/tests/validation/GLES_COMPUTE/NormalizationLayer.cpp
new file mode 100644
index 0000000000..4f6ae55677
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/NormalizationLayer.cpp
@@ -0,0 +1,85 @@
+/*
+ * 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/GCNormalizationLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/NormalizationTypesDataset.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/NormalizationLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+/** Tolerance for float operations */
+constexpr AbsoluteTolerance<float> tolerance_f32(0.00001f);
+
+/** Input data set. */
+const auto NormalizationDataset = combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("NormType", { NormType::IN_MAP_1D, NormType::CROSS_MAP })),
+ framework::dataset::make("NormalizationSize", 3, 9, 2)),
+ framework::dataset::make("Beta", { 0.5f, 1.f, 2.f }));
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(NormalizationLayer)
+
+//TODO(COMPMID-415): Missing configuration?
+
+template <typename T>
+using GCNormalizationLayerFixture = NormalizationValidationFixture<GCTensor, GCAccessor, GCNormalizationLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCNormalizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+template <typename T>
+using GCNormalizationLayerFixedPointFixture = NormalizationValidationFixedPointFixture<GCTensor, GCAccessor, GCNormalizationLayer, T>;
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/PoolingLayer.cpp b/tests/validation/GLES_COMPUTE/PoolingLayer.cpp
new file mode 100644
index 0000000000..a78b27edc2
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/PoolingLayer.cpp
@@ -0,0 +1,105 @@
+/*
+ * 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/GCPoolingLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.h"
+#include "tests/PaddingCalculator.h"
+#include "tests/datasets/PoolingTypesDataset.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/PoolingLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+// FIXME(APPBROWSER-304): Add exclude padding support for OpenGL ES implementation
+/** Input data set for float data types */
+const auto PoolingLayerDatasetFP = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { 2, 3, 4, 7, 9 })),
+ framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })),
+ framework::dataset::make("ExcludePadding", { /* true, */ false }));
+
+// FIXME(APPBROWSER-304): Add exclude padding support for OpenGL ES implementation
+// constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for float types */
+// constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for float types */
+
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(PoolingLayer)
+
+template <typename T>
+using GCPoolingLayerFixture = PoolingLayerValidationFixture<GCTensor, GCAccessor, GCPoolingLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCPoolingLayerFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType",
+ DataType::F32))))
+{
+ // FIXME(APPBROWSER-304): Add exclude padding support for OpenGL ES implementation
+ // Validate output
+ // validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType",
+ DataType::F32))))
+{
+ // FIXME(APPBROWSER-304): Add exclude padding support for OpenGL ES implementation
+ // Validate output
+ // validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCPoolingLayerFixture<half_float::half>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFP,
+ framework::dataset::make("DataType", DataType::F16))))
+{
+ // FIXME(APPBROWSER-304): Add exclude padding support for OpenGL ES implementation
+ // Validate output
+ // validate(GCAccessor(_target), _reference, tolerance_f16);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCPoolingLayerFixture<half_float::half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP,
+ framework::dataset::make("DataType", DataType::F16))))
+{
+ // FIXME(APPBROWSER-304): Add exclude padding support for OpenGL ES implementation
+ // Validate output
+ // validate(GCAccessor(_target), _reference, tolerance_f16);
+}
+TEST_SUITE_END()
+TEST_SUITE_END()
+
+TEST_SUITE_END()
+TEST_SUITE_END()
+} // namespace validation
+} // namespace test
+} // namespace arm_compute
diff --git a/tests/validation/GLES_COMPUTE/SoftmaxLayer.cpp b/tests/validation/GLES_COMPUTE/SoftmaxLayer.cpp
new file mode 100644
index 0000000000..888f87e9ef
--- /dev/null
+++ b/tests/validation/GLES_COMPUTE/SoftmaxLayer.cpp
@@ -0,0 +1,122 @@
+/*
+ * 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/GCSoftmaxLayer.h"
+#include "tests/GLES_COMPUTE/GCAccessor.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/SoftmaxLayerFixture.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace
+{
+/** Tolerance for float operations */
+RelativeTolerance<half> tolerance_f16(half(0.2));
+RelativeTolerance<float> tolerance_f32(0.001f);
+
+/** CNN data types */
+const auto CNNDataTypes = framework::dataset::make("DataType",
+{
+ DataType::F16,
+ DataType::F32,
+});
+} // namespace
+
+TEST_SUITE(GC)
+TEST_SUITE(SoftmaxLayer)
+
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), CNNDataTypes), shape, data_type)
+{
+ // Set fixed point position data type allowed
+ const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0;
+
+ // Create tensors
+ GCTensor src = create_tensor<GCTensor>(shape, data_type, 1, fixed_point_position);
+ GCTensor dst = create_tensor<GCTensor>(shape, data_type, 1, fixed_point_position);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Create and configure function
+ GCSoftmaxLayer smx_layer;
+ smx_layer.configure(&src, &dst);
+
+ // 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 padding
+ const PaddingSize padding = PaddingCalculator(shape.x(), 4).required_padding();
+ validate(src.info()->padding(), padding);
+ validate(dst.info()->padding(), padding);
+}
+
+template <typename T>
+using GCSoftmaxLayerFixture = SoftmaxValidationFixture<GCTensor, GCAccessor, GCSoftmaxLayer, T>;
+
+TEST_SUITE(Float)
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCSoftmaxLayerFixture<half_float::half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f16);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCSoftmaxLayerFixture<half_float::half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", DataType::F16)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f16);
+}
+TEST_SUITE_END()
+
+TEST_SUITE(FP32)
+FIXTURE_DATA_TEST_CASE(RunSmall, GCSoftmaxLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::F32)))
+{
+ // Validate output
+ validate(GCAccessor(_target), _reference, tolerance_f32);
+}
+FIXTURE_DATA_TEST_CASE(RunLarge, GCSoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), 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