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/*
* Copyright (c) 2019 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/CL/kernels/CLPadLayerKernel.h"
#include "arm_compute/core/CL/CLHelpers.h"
namespace arm_compute
{
namespace
{
Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
{
ARM_COMPUTE_UNUSED(input, output, constant_value);
ARM_COMPUTE_RETURN_ERROR_ON(padding.empty());
ARM_COMPUTE_RETURN_ERROR_ON_MSG(mode != PaddingMode::CONSTANT, "Only CONSTANT mode supported.");
return Status{};
}
std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
{
ARM_COMPUTE_UNUSED(constant_value, mode);
const unsigned int num_elems_processed_per_iteration = std::min(16U, 32U / static_cast<unsigned int>(element_size_from_data_type(input->data_type())));
// Configure kernel window
Window win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration));
const int input_start_x = -(padding.at(0).first % num_elems_processed_per_iteration);
const int input_start_y = padding.size() > 1 ? -padding.at(1).first : 0;
AccessWindowRectangle input_access(input, input_start_x, input_start_y, num_elems_processed_per_iteration, 1);
AccessWindowHorizontal output_access(output, 0, num_elems_processed_per_iteration);
const bool window_changed = update_window_and_padding(win, input_access, output_access);
output_access.set_valid_region(win, ValidRegion(Coordinates(), output->tensor_shape()));
Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
return std::make_pair(err, win);
}
} // namespace
CLPadLayerKernel::CLPadLayerKernel()
: _input(nullptr), _output(nullptr), _input_start_x(0), _input_start_y(0)
{
}
void CLPadLayerKernel::configure(const ICLTensor *input, ICLTensor *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
{
ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
// Output tensor auto initialisation if not yet initialized
auto_init_if_empty(*output->info(), *input->info()->clone());
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), padding, constant_value, mode));
_input = input;
_output = output;
// Set build options
const unsigned int num_elems_processed_per_iteration = std::min(16U, 32U / static_cast<unsigned int>(element_size_from_data_type(input->info()->data_type())));
_input_start_x = -(padding.at(0).first % num_elems_processed_per_iteration);
_input_start_y = padding.size() > 1 ? -padding.at(1).first : 0;
CLBuildOptions build_opts;
build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()));
build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(num_elems_processed_per_iteration));
build_opts.add_option("-DCONST_VAL=" + string_from_pixel_value(constant_value, input->info()->data_type()));
build_opts.add_option("-DPAD_LEFT=" + support::cpp11::to_string(padding.at(0).first));
build_opts.add_option("-DSRC_WIDTH=" + support::cpp11::to_string(input->info()->dimension(0)));
build_opts.add_option("-DSELECT_DT=" + get_cl_select_type_from_data_type(input->info()->data_type()));
build_opts.add_option_if(padding.at(0).first > num_elems_processed_per_iteration, "-DTHREADS_TO_SKIP_X=" + support::cpp11::to_string(padding.at(0).first / num_elems_processed_per_iteration));
if(padding.size() > 1)
{
build_opts.add_option("-DPAD_TOP=" + support::cpp11::to_string(padding.at(1).first));
build_opts.add_option("-DSRC_HEIGHT=" + support::cpp11::to_string(input->info()->dimension(1)));
if(padding.size() > 2)
{
build_opts.add_option("-DPAD_NEAR=" + support::cpp11::to_string(padding.at(2).first));
build_opts.add_option("-DSRC_DEPTH=" + support::cpp11::to_string(input->info()->dimension(2)));
if(padding.size() > 3)
{
build_opts.add_option("-DPAD_BTOP=" + support::cpp11::to_string(padding.at(3).first));
build_opts.add_option("-DSRC_BATCH=" + support::cpp11::to_string(input->info()->dimension(3)));
}
}
}
// Create kernel
_kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel("pad_layer", build_opts.options()));
// Configure kernel window
auto win_config = validate_and_configure_window(input->info(), output->info(), padding, constant_value, mode);
ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
ICLKernel::configure_internal(win_config.second);
}
Status CLPadLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
{
ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments(input, output, padding, constant_value, mode));
ARM_COMPUTE_RETURN_ON_ERROR(validate_and_configure_window(input->clone().get(), output->clone().get(), padding, constant_value, mode).first);
return Status{};
}
void CLPadLayerKernel::run(const Window &window, cl::CommandQueue &queue)
{
ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
Window win_in = window;
win_in.adjust(Window::DimX, _input_start_x, true);
win_in.adjust(Window::DimY, _input_start_y, true);
Window slice_out = window.first_slice_window_3D();
Window slice_in = win_in.first_slice_window_3D();
unsigned int batch = 0;
do
{
unsigned int idx = 0;
add_3D_tensor_argument(idx, _input, slice_in);
add_3D_tensor_argument(idx, _output, slice_out);
add_argument<unsigned int>(idx, batch++);
enqueue(queue, *this, slice_out, lws_hint());
}
while(window.slide_window_slice_3D(slice_out) && win_in.slide_window_slice_3D(slice_in));
}
} // namespace arm_compute
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