131 lines
4.9 KiB
C++
131 lines
4.9 KiB
C++
/*
|
|
* Copyright (c) 2017-2020 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.
|
|
*/
|
|
#ifndef ARM_COMPUTE_TEST_IM2COL_FIXTURE
|
|
#define ARM_COMPUTE_TEST_IM2COL_FIXTURE
|
|
|
|
#include "arm_compute/core/Helpers.h"
|
|
#include "arm_compute/core/TensorShape.h"
|
|
#include "arm_compute/core/Types.h"
|
|
#include "arm_compute/core/utils/misc/ShapeCalculator.h"
|
|
#include "arm_compute/runtime/Tensor.h"
|
|
#include "tests/AssetsLibrary.h"
|
|
#include "tests/Globals.h"
|
|
#include "tests/IAccessor.h"
|
|
#include "tests/framework/Asserts.h"
|
|
#include "tests/framework/Fixture.h"
|
|
#include "tests/validation/reference/Im2Col.h"
|
|
|
|
namespace arm_compute
|
|
{
|
|
namespace test
|
|
{
|
|
namespace validation
|
|
{
|
|
using namespace arm_compute::misc::shape_calculator;
|
|
|
|
template <typename TensorType, typename AccessorType, typename FunctionType, typename T, bool batch_size_on_z>
|
|
class Im2ColValidationFixture : public framework::Fixture
|
|
{
|
|
public:
|
|
template <typename...>
|
|
void setup(TensorShape input_shape, DataType data_type, const Size2D &kernel_dims, const PadStrideInfo &conv_info, const QuantizationInfo &quant_info, const DataLayout &data_layout,
|
|
unsigned int num_groups)
|
|
{
|
|
_kernel_dims = kernel_dims;
|
|
_conv_info = conv_info;
|
|
_quant_info = quant_info;
|
|
_data_layout = data_layout;
|
|
_has_bias = data_type != DataType::QASYMM8;
|
|
_num_groups = num_groups;
|
|
|
|
TensorInfo input_info(input_shape, 1, data_type);
|
|
input_info.set_data_layout(_data_layout);
|
|
|
|
const TensorShape output_shape = compute_im2col_conv_shape(&input_info, _kernel_dims, _conv_info, _has_bias, Size2D(1U, 1U), batch_size_on_z && _num_groups == 1, _num_groups);
|
|
_target = compute_target(input_shape, output_shape, data_type);
|
|
|
|
compute_reference(input_shape, output_shape, data_type);
|
|
}
|
|
|
|
protected:
|
|
template <typename U>
|
|
void fill(U &&tensor)
|
|
{
|
|
library->fill_tensor_uniform(tensor, 0);
|
|
}
|
|
|
|
TensorType compute_target(const TensorShape &input_shape, const TensorShape &output_shape, DataType data_type)
|
|
{
|
|
// Create tensors
|
|
TensorType src = create_tensor<TensorType>(input_shape, data_type, 1, _quant_info, _data_layout);
|
|
TensorType dst = create_tensor<TensorType>(output_shape, data_type, 1, _quant_info);
|
|
|
|
// Create and configure function
|
|
FunctionType im2col_func;
|
|
im2col_func.configure(&src, &dst, _kernel_dims, _conv_info, _has_bias, Size2D(1U, 1U), _num_groups);
|
|
|
|
ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
|
|
ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
|
|
|
|
// Allocate tensors
|
|
src.allocator()->allocate();
|
|
dst.allocator()->allocate();
|
|
|
|
ARM_COMPUTE_EXPECT(!src.info()->is_resizable(), framework::LogLevel::ERRORS);
|
|
ARM_COMPUTE_EXPECT(!dst.info()->is_resizable(), framework::LogLevel::ERRORS);
|
|
|
|
// Fill tensors
|
|
fill(AccessorType(src));
|
|
|
|
// Compute function
|
|
im2col_func.run();
|
|
|
|
return dst;
|
|
}
|
|
|
|
void compute_reference(const TensorShape &input_shape, const TensorShape &output_shape, DataType data_type)
|
|
{
|
|
// Create reference
|
|
SimpleTensor<T> src{ input_shape, data_type, 1, _quant_info, _data_layout };
|
|
_reference = SimpleTensor<T>(output_shape, data_type, 1, _quant_info, DataLayout::NCHW);
|
|
|
|
// Fill reference
|
|
fill(src);
|
|
|
|
reference::im2col<T>(src, _reference, _kernel_dims, _conv_info, _has_bias, _num_groups);
|
|
}
|
|
TensorType _target{};
|
|
SimpleTensor<T> _reference{};
|
|
Size2D _kernel_dims{};
|
|
PadStrideInfo _conv_info{};
|
|
DataLayout _data_layout{};
|
|
QuantizationInfo _quant_info{};
|
|
bool _has_bias{};
|
|
unsigned int _num_groups{};
|
|
};
|
|
} // namespace validation
|
|
} // namespace test
|
|
} // namespace arm_compute
|
|
#endif /* ARM_COMPUTE_TEST_IM2COL_FIXTURE */
|