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authorSiCong Li <sicong.li@arm.com>2017-06-19 15:31:43 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-09-17 14:14:20 +0100
commit3eb263e95898c933cde5450a919a161ac6b2359b (patch)
treec5a2c9be95ffe2ee69079c0b1f69c1ce89d9e095
parent0326eae38bfe3788338664f2d99924e24a19895f (diff)
downloadComputeLibrary-3eb263e95898c933cde5450a919a161ac6b2359b.tar.gz
COMPMID-424 Add validation tests for Gaussian5x5
* Fix apply_2d_spatial_filter to use double as intermediate type * Fix tensor_elem_at to use random value if on border and border_mode is UNDEFINED Change-Id: I7feea23c4664cc63c5bab936566dc92b98c723b9 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/78905 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com>
-rw-r--r--src/core/NEON/kernels/NEGaussian5x5Kernel.cpp4
-rw-r--r--src/runtime/NEON/functions/NEGaussian5x5.cpp2
-rw-r--r--tests/validation/CL/CMakeLists.txt1
-rw-r--r--tests/validation/CL/Gaussian5x5.cpp165
-rw-r--r--tests/validation/NEON/CMakeLists.txt3
-rw-r--r--tests/validation/NEON/Gaussian5x5.cpp168
-rw-r--r--tests/validation/Reference.cpp15
-rw-r--r--tests/validation/Reference.h9
-rw-r--r--tests/validation/ReferenceCPP.cpp9
-rw-r--r--tests/validation/ReferenceCPP.h8
-rw-r--r--tests/validation/TensorOperations.h19
11 files changed, 399 insertions, 4 deletions
diff --git a/src/core/NEON/kernels/NEGaussian5x5Kernel.cpp b/src/core/NEON/kernels/NEGaussian5x5Kernel.cpp
index f872cc2f0a..4e1880d968 100644
--- a/src/core/NEON/kernels/NEGaussian5x5Kernel.cpp
+++ b/src/core/NEON/kernels/NEGaussian5x5Kernel.cpp
@@ -116,8 +116,8 @@ BorderSize NEGaussian5x5VertKernel::border_size() const
void NEGaussian5x5VertKernel::configure(const ITensor *input, ITensor *output, bool border_undefined)
{
- ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(input, Format::S16);
- ARM_COMPUTE_ERROR_ON_FORMAT_NOT_IN(output, Format::U8);
+ ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::S16);
+ ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::U8);
_input = input;
_output = output;
diff --git a/src/runtime/NEON/functions/NEGaussian5x5.cpp b/src/runtime/NEON/functions/NEGaussian5x5.cpp
index 5ccc765966..69639d0d43 100644
--- a/src/runtime/NEON/functions/NEGaussian5x5.cpp
+++ b/src/runtime/NEON/functions/NEGaussian5x5.cpp
@@ -40,7 +40,7 @@ NEGaussian5x5::NEGaussian5x5()
void NEGaussian5x5::configure(ITensor *input, ITensor *output, BorderMode border_mode, uint8_t constant_border_value)
{
// Init temporary buffer
- TensorInfo tensor_info(input->info()->tensor_shape(), Format::S16);
+ TensorInfo tensor_info(input->info()->tensor_shape(), 1, DataType::S16);
_tmp.allocator()->init(tensor_info);
// Create and configure kernels for the two passes
diff --git a/tests/validation/CL/CMakeLists.txt b/tests/validation/CL/CMakeLists.txt
index 2f220ffdff..d46cca7ac4 100644
--- a/tests/validation/CL/CMakeLists.txt
+++ b/tests/validation/CL/CMakeLists.txt
@@ -33,6 +33,7 @@ set(arm_compute_test_validation_OPENCL_SOURCE_FILES
${CMAKE_CURRENT_SOURCE_DIR}/DepthConvert.cpp
${CMAKE_CURRENT_SOURCE_DIR}/FillBorder.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Gaussian3x3.cpp
+ ${CMAKE_CURRENT_SOURCE_DIR}/Gaussian5x5.cpp
` ${CMAKE_CURRENT_SOURCE_DIR}/IntegralImage.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Sobel3x3.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Sobel5x5.cpp
diff --git a/tests/validation/CL/Gaussian5x5.cpp b/tests/validation/CL/Gaussian5x5.cpp
new file mode 100644
index 0000000000..a13474bc58
--- /dev/null
+++ b/tests/validation/CL/Gaussian5x5.cpp
@@ -0,0 +1,165 @@
+/*
+ * 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 "CL/CLAccessor.h"
+#include "CL/Helper.h"
+#include "Globals.h"
+#include "PaddingCalculator.h"
+#include "TensorLibrary.h"
+#include "TypePrinter.h"
+#include "Utils.h"
+#include "validation/Datasets.h"
+#include "validation/Reference.h"
+#include "validation/Validation.h"
+#include "validation/ValidationUserConfiguration.h"
+
+#include "arm_compute/core/Helpers.h"
+#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/CLGaussian5x5.h"
+
+#include "boost_wrapper.h"
+
+#include <random>
+#include <string>
+
+using namespace arm_compute;
+using namespace arm_compute::test;
+using namespace arm_compute::test::cl;
+using namespace arm_compute::test::validation;
+
+namespace
+{
+/** Compute CL gaussian5x5 filter.
+ *
+ * @param[in] shape Shape of the input and output tensors.
+ * @param[in] border_mode BorderMode used by the input tensor.
+ * @param[in] constant_border_value Constant to use if @p border_mode == CONSTANT.
+ *
+ * @return Computed output tensor.
+ */
+CLTensor compute_gaussian5x5(const TensorShape &shape, BorderMode border_mode, uint8_t constant_border_value)
+{
+ // Create tensors
+ CLTensor src = create_tensor(shape, DataType::U8);
+ CLTensor dst = create_tensor(shape, DataType::U8);
+
+ // Create and configure function
+ CLGaussian5x5 gaussian5x5;
+ gaussian5x5.configure(&src, &dst, border_mode, constant_border_value);
+
+ // Allocate tensors
+ src.allocator()->allocate();
+ dst.allocator()->allocate();
+
+ BOOST_TEST(!src.info()->is_resizable());
+ BOOST_TEST(!dst.info()->is_resizable());
+
+ // Fill tensors
+ library->fill_tensor_uniform(CLAccessor(src), 0);
+
+ // Compute function
+ gaussian5x5.run();
+
+ return dst;
+}
+} // namespace
+
+#ifndef DOXYGEN_SKIP_THIS
+BOOST_AUTO_TEST_SUITE(CL)
+BOOST_AUTO_TEST_SUITE(Gaussian5x5)
+
+BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly"))
+BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * BorderModes(), shape, border_mode)
+{
+ // Create tensors
+ CLTensor src = create_tensor(shape, DataType::U8);
+ CLTensor dst = create_tensor(shape, DataType::U8);
+
+ BOOST_TEST(src.info()->is_resizable());
+ BOOST_TEST(dst.info()->is_resizable());
+
+ // Create and configure function
+ CLGaussian5x5 gaussian5x5;
+ gaussian5x5.configure(&src, &dst, border_mode);
+
+ // Validate valid region
+ const ValidRegion src_valid_region = shape_to_valid_region(shape);
+ const ValidRegion dst_valid_region = shape_to_valid_region(shape, border_mode == BorderMode::UNDEFINED, BorderSize(2));
+ validate(src.info()->valid_region(), src_valid_region);
+ validate(dst.info()->valid_region(), dst_valid_region);
+
+ // Validate padding
+ PaddingCalculator calculator(shape.x(), 8);
+ calculator.set_border_size(2);
+ calculator.set_border_mode(border_mode);
+
+ const PaddingSize dst_padding = calculator.required_padding();
+
+ calculator.set_accessed_elements(16);
+ calculator.set_access_offset(-2);
+
+ const PaddingSize src_padding = calculator.required_padding();
+
+ validate(src.info()->padding(), src_padding);
+ validate(dst.info()->padding(), dst_padding);
+}
+
+BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit"))
+BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * BorderModes(), shape, border_mode)
+{
+ std::mt19937 gen(user_config.seed.get());
+ std::uniform_int_distribution<uint8_t> distribution(0, 255);
+ const uint8_t border_value = distribution(gen);
+
+ // Compute function
+ CLTensor dst = compute_gaussian5x5(shape, border_mode, border_value);
+
+ // Compute reference
+ RawTensor ref_dst = Reference::compute_reference_gaussian5x5(shape, border_mode, border_value);
+
+ // Validate output
+ validate(CLAccessor(dst), ref_dst, shape_to_valid_region(shape, border_mode == BorderMode::UNDEFINED, BorderSize(2)));
+}
+
+BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly"))
+BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * BorderModes(), shape, border_mode)
+{
+ std::mt19937 gen(user_config.seed.get());
+ std::uniform_int_distribution<uint8_t> distribution(0, 255);
+ const uint8_t border_value = distribution(gen);
+
+ // Compute function
+ CLTensor dst = compute_gaussian5x5(shape, border_mode, border_value);
+
+ // Compute reference
+ RawTensor ref_dst = Reference::compute_reference_gaussian5x5(shape, border_mode, border_value);
+
+ // Validate output
+ validate(CLAccessor(dst), ref_dst, shape_to_valid_region(shape, border_mode == BorderMode::UNDEFINED, BorderSize(2)));
+}
+
+BOOST_AUTO_TEST_SUITE_END()
+BOOST_AUTO_TEST_SUITE_END()
+#endif
diff --git a/tests/validation/NEON/CMakeLists.txt b/tests/validation/NEON/CMakeLists.txt
index 6c58a74151..824e0d8ce7 100644
--- a/tests/validation/NEON/CMakeLists.txt
+++ b/tests/validation/NEON/CMakeLists.txt
@@ -46,11 +46,12 @@ set(arm_compute_test_validation_NEON_SOURCE_FILES
${CMAKE_CURRENT_SOURCE_DIR}/Fixedpoint/Reciprocal_QS8.cpp
${CMAKE_CURRENT_SOURCE_DIR}/FullyConnectedLayer.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Gaussian3x3.cpp
+ ${CMAKE_CURRENT_SOURCE_DIR}/Gaussian5x5.cpp
${CMAKE_CURRENT_SOURCE_DIR}/GEMM.cpp
${CMAKE_CURRENT_SOURCE_DIR}/IntegralImage.cpp
+ ${CMAKE_CURRENT_SOURCE_DIR}/MeanStdDev.cpp
${CMAKE_CURRENT_SOURCE_DIR}/NormalizationLayer.cpp
${CMAKE_CURRENT_SOURCE_DIR}/PixelWiseMultiplication.cpp
- ${CMAKE_CURRENT_SOURCE_DIR}/MeanStdDev.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Pooling/PoolingLayer.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Sobel3x3.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Sobel5x5.cpp
diff --git a/tests/validation/NEON/Gaussian5x5.cpp b/tests/validation/NEON/Gaussian5x5.cpp
new file mode 100644
index 0000000000..a553078d6c
--- /dev/null
+++ b/tests/validation/NEON/Gaussian5x5.cpp
@@ -0,0 +1,168 @@
+/*
+ * 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 "Globals.h"
+#include "NEON/Helper.h"
+#include "NEON/NEAccessor.h"
+#include "PaddingCalculator.h"
+#include "TensorLibrary.h"
+#include "TypePrinter.h"
+#include "Utils.h"
+#include "validation/Datasets.h"
+#include "validation/Reference.h"
+#include "validation/Validation.h"
+#include "validation/ValidationUserConfiguration.h"
+
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/NEON/functions/NEGaussian5x5.h"
+#include "arm_compute/runtime/SubTensor.h"
+#include "arm_compute/runtime/Tensor.h"
+#include "arm_compute/runtime/TensorAllocator.h"
+
+#include "boost_wrapper.h"
+
+#include <iostream>
+
+#include <random>
+#include <string>
+
+using namespace arm_compute;
+using namespace arm_compute::test;
+using namespace arm_compute::test::neon;
+using namespace arm_compute::test::validation;
+
+namespace
+{
+/** Compute Neon gaussian5x5 filter.
+ *
+ * @param[in] shape Shape of the input and output tensors.
+ * @param[in] border_mode BorderMode used by the input tensor.
+ * @param[in] constant_border_value Constant to use if @p border_mode == CONSTANT.
+ *
+ * @return Computed output tensor.
+ */
+Tensor compute_gaussian5x5(const TensorShape &shape, BorderMode border_mode, uint8_t constant_border_value)
+{
+ // Create tensors
+ Tensor src = create_tensor(shape, DataType::U8);
+ Tensor dst = create_tensor(shape, DataType::U8);
+
+ // Create and configure function
+ NEGaussian5x5 gaussian5x5;
+ gaussian5x5.configure(&src, &dst, border_mode, constant_border_value);
+
+ // Allocate tensors
+ src.allocator()->allocate();
+ dst.allocator()->allocate();
+
+ BOOST_TEST(!src.info()->is_resizable());
+ BOOST_TEST(!dst.info()->is_resizable());
+
+ // Fill tensors
+ library->fill_tensor_uniform(NEAccessor(src), 0);
+
+ // Compute function
+ gaussian5x5.run();
+
+ return dst;
+}
+} // namespace
+
+#ifndef DOXYGEN_SKIP_THIS
+BOOST_AUTO_TEST_SUITE(NEON)
+BOOST_AUTO_TEST_SUITE(Gaussian5x5)
+
+BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit") * boost::unit_test::label("nightly"))
+BOOST_DATA_TEST_CASE(Configuration, (SmallShapes() + LargeShapes()) * BorderModes(), shape, border_mode)
+{
+ // Create tensors
+ Tensor src = create_tensor(shape, DataType::U8);
+ Tensor dst = create_tensor(shape, DataType::U8);
+
+ BOOST_TEST(src.info()->is_resizable());
+ BOOST_TEST(dst.info()->is_resizable());
+
+ // Create and configure function
+ NEGaussian5x5 gaussian5x5;
+ gaussian5x5.configure(&src, &dst, border_mode);
+
+ // Validate valid region
+ const ValidRegion src_valid_region = shape_to_valid_region(shape);
+ const ValidRegion dst_valid_region = shape_to_valid_region(shape, border_mode == BorderMode::UNDEFINED, BorderSize(2));
+ validate(src.info()->valid_region(), src_valid_region);
+ validate(dst.info()->valid_region(), dst_valid_region);
+
+ // Validate padding
+ PaddingCalculator calculator(shape.x(), 16);
+ calculator.set_border_size(2);
+ calculator.set_border_mode(border_mode);
+
+ const PaddingSize dst_padding = calculator.required_padding();
+
+ calculator.set_processed_elements(8);
+ calculator.set_access_offset(-2);
+
+ const PaddingSize src_padding = calculator.required_padding();
+
+ validate(src.info()->padding(), src_padding);
+ validate(dst.info()->padding(), dst_padding);
+}
+
+BOOST_TEST_DECORATOR(*boost::unit_test::label("precommit"))
+BOOST_DATA_TEST_CASE(RunSmall, SmallShapes() * BorderModes(), shape, border_mode)
+{
+ std::mt19937 gen(user_config.seed.get());
+ std::uniform_int_distribution<uint8_t> distribution(0, 255);
+ const uint8_t border_value = distribution(gen);
+
+ // Compute function
+ Tensor dst = compute_gaussian5x5(shape, border_mode, border_value);
+
+ // Compute reference
+ RawTensor ref_dst = Reference::compute_reference_gaussian5x5(shape, border_mode, border_value);
+
+ // Validate output
+ validate(NEAccessor(dst), ref_dst, shape_to_valid_region(shape, border_mode == BorderMode::UNDEFINED, BorderSize(2)));
+}
+
+BOOST_TEST_DECORATOR(*boost::unit_test::label("nightly"))
+BOOST_DATA_TEST_CASE(RunLarge, LargeShapes() * BorderModes(), shape, border_mode)
+{
+ std::mt19937 gen(user_config.seed.get());
+ std::uniform_int_distribution<uint8_t> distribution(0, 255);
+ const uint8_t border_value = distribution(gen);
+
+ // Compute function
+ Tensor dst = compute_gaussian5x5(shape, border_mode, border_value);
+
+ // Compute reference
+ RawTensor ref_dst = Reference::compute_reference_gaussian5x5(shape, border_mode, border_value);
+
+ // Validate output
+ validate(NEAccessor(dst), ref_dst, shape_to_valid_region(shape, border_mode == BorderMode::UNDEFINED, BorderSize(2)));
+}
+
+BOOST_AUTO_TEST_SUITE_END()
+BOOST_AUTO_TEST_SUITE_END()
+#endif
diff --git a/tests/validation/Reference.cpp b/tests/validation/Reference.cpp
index 98da34c27d..f6f3cb8e1f 100644
--- a/tests/validation/Reference.cpp
+++ b/tests/validation/Reference.cpp
@@ -310,6 +310,21 @@ RawTensor Reference::compute_reference_gaussian3x3(const TensorShape &shape, Bor
return ref_dst;
}
+RawTensor Reference::compute_reference_gaussian5x5(const TensorShape &shape, BorderMode border_mode, uint8_t constant_border_value)
+{
+ // Create reference
+ RawTensor ref_src = library->get(shape, DataType::U8);
+ RawTensor ref_dst = library->get(shape, DataType::U8);
+
+ // Fill reference
+ library->fill_tensor_uniform(ref_src, 0);
+
+ // Compute reference
+ ReferenceCPP::gaussian5x5(ref_src, ref_dst, border_mode, constant_border_value);
+
+ return ref_dst;
+}
+
RawTensor Reference::compute_reference_gemm(const TensorShape &src_shape1, const TensorShape &src_shape2, const TensorShape &src_shape3,
const TensorShape &dst_shape, float alpha, float beta, DataType dt, int fixed_point_position)
{
diff --git a/tests/validation/Reference.h b/tests/validation/Reference.h
index 73227695e8..22aa939dab 100644
--- a/tests/validation/Reference.h
+++ b/tests/validation/Reference.h
@@ -182,6 +182,15 @@ public:
* @return Computed raw tensor.
*/
static RawTensor compute_reference_gaussian3x3(const TensorShape &shape, BorderMode border_mode, uint8_t constant_border_value);
+ /** Compute reference gaussian5x5 filter.
+ *
+ * @param[in] shape Shape of the input and output tensors.
+ * @param[in] border_mode BorderMode used by the input tensor.
+ * @param[in] constant_border_value Constant to use if @p border_mode == CONSTANT.
+ *
+ * @return Computed raw tensor.
+ */
+ static RawTensor compute_reference_gaussian5x5(const TensorShape &shape, BorderMode border_mode, uint8_t constant_border_value);
/** Compute matrix multiply function.
*
* @param[in] src_shape1 First input tensor shape
diff --git a/tests/validation/ReferenceCPP.cpp b/tests/validation/ReferenceCPP.cpp
index 06606c7075..6264695253 100644
--- a/tests/validation/ReferenceCPP.cpp
+++ b/tests/validation/ReferenceCPP.cpp
@@ -204,6 +204,15 @@ void ReferenceCPP::gaussian3x3(const RawTensor &src, RawTensor &dst, BorderMode
tensor_operations::gaussian3x3(s, d, border_mode, constant_border_value);
}
+// Gaussian5x5 filter
+void ReferenceCPP::gaussian5x5(const RawTensor &src, RawTensor &dst, BorderMode border_mode, uint8_t constant_border_value)
+{
+ ARM_COMPUTE_ERROR_ON(src.data_type() != DataType::U8 || dst.data_type() != DataType::U8);
+ const Tensor<uint8_t> s(src.shape(), src.data_type(), src.fixed_point_position(), reinterpret_cast<const uint8_t *>(src.data()));
+ Tensor<uint8_t> d(dst.shape(), dst.data_type(), dst.fixed_point_position(), reinterpret_cast<uint8_t *>(dst.data()));
+ tensor_operations::gaussian5x5(s, d, border_mode, constant_border_value);
+}
+
// GEMM
void ReferenceCPP::gemm(const RawTensor &src1, const RawTensor &src2, const RawTensor &src3,
RawTensor &dst, float alpha, float beta)
diff --git a/tests/validation/ReferenceCPP.h b/tests/validation/ReferenceCPP.h
index b6fd90191f..e1b71c5493 100644
--- a/tests/validation/ReferenceCPP.h
+++ b/tests/validation/ReferenceCPP.h
@@ -169,6 +169,14 @@ public:
* @param[in] constant_border_value Constant border value if @p border_mode is BorderMode::CONSTANT
*/
static void gaussian3x3(const RawTensor &src, RawTensor &dst, BorderMode border_mode, uint8_t constant_border_value);
+ /** Function to compute gaussian5x5 filtered result tensor.
+ *
+ * @param[in] src Input tensor.
+ * @param[out] dst Result tensor.
+ * @param[in] border_mode Border mode
+ * @param[in] constant_border_value Constant border value if @p border_mode is BorderMode::CONSTANT
+ */
+ static void gaussian5x5(const RawTensor &src, RawTensor &dst, BorderMode border_mode, uint8_t constant_border_value);
/** Compute GEMM function.
*
* @param[in] src1 First input tensor
diff --git a/tests/validation/TensorOperations.h b/tests/validation/TensorOperations.h
index 4905e05732..0430d59d33 100644
--- a/tests/validation/TensorOperations.h
+++ b/tests/validation/TensorOperations.h
@@ -619,6 +619,25 @@ void gaussian3x3(const Tensor<T> &in, Tensor<T> &out, BorderMode border_mode, T
}
}
+// Gaussian5x5 filter
+template <typename T, typename = typename std::enable_if<std::is_integral<T>::value>::type>
+void gaussian5x5(const Tensor<T> &in, Tensor<T> &out, BorderMode border_mode, T constant_border_value)
+{
+ const std::array<T, 25> filter{ {
+ 1, 4, 6, 4, 1,
+ 4, 16, 24, 16, 4,
+ 6, 24, 36, 24, 6,
+ 4, 16, 24, 16, 4,
+ 1, 4, 6, 4, 1
+ } };
+ const float scale = 1.f / 256.f;
+ for(int element_idx = 0; element_idx < in.num_elements(); ++element_idx)
+ {
+ const Coordinates id = index2coord(in.shape(), element_idx);
+ apply_2d_spatial_filter(id, in, out, TensorShape(5U, 5U), filter.data(), scale, border_mode, constant_border_value);
+ }
+}
+
// Matrix multiplication for floating point type
template <typename T, typename std::enable_if<is_floating_point<T>::value, int>::type * = nullptr>
void gemm(const Tensor<T> &in1, const Tensor<T> &in2, const Tensor<T> &in3, Tensor<T> &out, float alpha, float beta)