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authorGiorgio Arena <giorgio.arena@arm.com>2020-12-23 11:55:29 +0000
committerGiorgio Arena <giorgio.arena@arm.com>2021-01-05 10:18:30 +0000
commit932402276935a5fdf3a15b0c10e5310c7a0ae393 (patch)
treeb69fb9d66b66a7357328a571dc098254ccdcd96a /src/core/CL/kernels
parent0870db478fc46213138bcfd6e1536610ea145ecf (diff)
downloadComputeLibrary-932402276935a5fdf3a15b0c10e5310c7a0ae393.tar.gz
Remove OpenCL padding: CLPadLayerKernel
Resolves: COMPMID-3912 Change-Id: I1f8bd3bfec263ebfd70bc96f9183ccdc3089db13 Signed-off-by: Giorgio Arena <giorgio.arena@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4754 Tested-by: Arm Jenkins <bsgcomp@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Diffstat (limited to 'src/core/CL/kernels')
-rw-r--r--src/core/CL/kernels/CLPadLayerKernel.cpp114
-rw-r--r--src/core/CL/kernels/CLPadLayerKernel.h2
2 files changed, 42 insertions, 74 deletions
diff --git a/src/core/CL/kernels/CLPadLayerKernel.cpp b/src/core/CL/kernels/CLPadLayerKernel.cpp
index 485676667c..2f54b390d5 100644
--- a/src/core/CL/kernels/CLPadLayerKernel.cpp
+++ b/src/core/CL/kernels/CLPadLayerKernel.cpp
@@ -39,7 +39,7 @@ Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, c
ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output);
ARM_COMPUTE_UNUSED(constant_value);
ARM_COMPUTE_RETURN_ERROR_ON(input->data_type() == DataType::UNKNOWN);
- ARM_COMPUTE_RETURN_ERROR_ON(padding.size() > input->num_dimensions());
+ ARM_COMPUTE_RETURN_ERROR_ON((padding.size() < 1) || (padding.size() > input->num_dimensions()));
if(mode == PaddingMode::REFLECT || mode == PaddingMode::SYMMETRIC)
{
ARM_COMPUTE_RETURN_ERROR_ON(padding.size() > 3);
@@ -62,40 +62,10 @@ Status validate_arguments(const ITensorInfo *input, const ITensorInfo *output, c
return Status{};
}
-
-std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode,
- unsigned int &num_elems_processed_per_iteration)
-{
- ARM_COMPUTE_UNUSED(constant_value, mode);
-
- const TensorShape padded_shape = misc::shape_calculator::compute_padded_shape(input->tensor_shape(), padding);
- auto_init_if_empty(*output, input->clone()->set_tensor_shape(padded_shape));
-
- num_elems_processed_per_iteration = std::min(16U, 32U / static_cast<unsigned int>(element_size_from_data_type(input->data_type())));
- if(input->dimension(0) < num_elems_processed_per_iteration)
- {
- num_elems_processed_per_iteration = 1 << static_cast<unsigned int>(std::log2(input->dimension(0)));
- }
-
- // Configure kernel window
- Window win = calculate_max_window(*output, Steps(num_elems_processed_per_iteration));
-
- const int input_start_x = mode == PaddingMode::CONSTANT ? -(padding.at(0).first % num_elems_processed_per_iteration) : 0;
- const int input_start_y = (mode == PaddingMode::CONSTANT && 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), _4d_enabled(false)
+ : _input(nullptr), _output(nullptr), _4d_enabled(false)
{
}
@@ -106,40 +76,36 @@ void CLPadLayerKernel::configure(const ICLTensor *input, ICLTensor *output, cons
void CLPadLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, ICLTensor *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
{
- // Perform validation step
ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
+ auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(misc::shape_calculator::compute_padded_shape(input->info()->tensor_shape(), padding)));
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), output->info(), padding, constant_value, mode));
+ auto padding_info = get_padding_info({ input, output });
+
_input = input;
_output = output;
_4d_enabled = (mode == PaddingMode::CONSTANT) && (padding.size() > 3);
- // Configure window
- unsigned int vec_size;
- auto win_config = validate_and_configure_window(input->info(), output->info(), padding, constant_value, mode, vec_size);
- ARM_COMPUTE_ERROR_THROW_ON(win_config.first);
- ICLKernel::configure_internal(win_config.second);
-
// Set build options
- std::string kernel_name = "pad_layer_";
-
- const DataType &data_type = input->info()->data_type();
- const unsigned int input_width = input->info()->dimension(0);
- const unsigned int input_height = input->info()->dimension(1);
- const unsigned int input_depth = input->info()->dimension(2);
- const unsigned int pad_x_before = padding.at(0).first;
- const unsigned int pad_y_before = padding.size() > 1 ? padding.at(1).first : 0;
- const unsigned int pad_z_before = padding.size() > 2 ? padding.at(2).first : 0;
- const unsigned int pad_right_start = input_width + pad_x_before;
-
- _input_start_x = mode == PaddingMode::CONSTANT ? -(pad_x_before % vec_size) : 0;
- _input_start_y = (mode == PaddingMode::CONSTANT && padding.size() > 1) ? -padding.at(1).first : 0;
+ const DataType &data_type = input->info()->data_type();
+ const unsigned int input_width = input->info()->dimension(0);
+ const unsigned int input_height = input->info()->dimension(1);
+ const unsigned int input_depth = input->info()->dimension(2);
+ const unsigned int pad_x_before = padding.at(0).first;
+ const unsigned int pad_y_before = padding.size() > 1 ? padding.at(1).first : 0;
+ const unsigned int pad_z_before = padding.size() > 2 ? padding.at(2).first : 0;
+ const unsigned int vec_size = adjust_vec_size(std::min(16U, 32U / static_cast<unsigned int>(element_size_from_data_type(input->info()->data_type()))), input_width);
+ const unsigned int pad_right_start = input_width + pad_x_before;
+ const unsigned int pad_x_before_remainder = pad_x_before % vec_size;
+ const unsigned int vec_size_leftover_write = vec_size - (ceil_to_multiple(output->info()->dimension(0), vec_size) - output->info()->dimension(0));
CLBuildOptions build_opts;
build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(data_type));
build_opts.add_option("-DVEC_SIZE=" + support::cpp11::to_string(vec_size));
build_opts.add_option("-DPAD_X_BEFORE=" + support::cpp11::to_string(pad_x_before));
build_opts.add_option("-DSRC_WIDTH=" + support::cpp11::to_string(input_width));
+ build_opts.add_option("-DPAD_X_BEFORE_REMAINDER=" + support::cpp11::to_string(pad_x_before_remainder));
+ build_opts.add_option("-DVEC_SIZE_LEFTOVER_WRITE=" + support::cpp11::to_string(vec_size_leftover_write));
if(padding.size() > 1)
{
build_opts.add_option("-DPAD_Y_BEFORE=" + support::cpp11::to_string(pad_y_before));
@@ -152,15 +118,23 @@ void CLPadLayerKernel::configure(const CLCompileContext &compile_context, const
}
}
+ std::string kernel_name = "pad_layer_";
switch(mode)
{
case PaddingMode::CONSTANT:
{
kernel_name += "constant";
+ const unsigned int vec_size_leftover_read = vec_size - (ceil_to_multiple(pad_right_start, vec_size) - pad_right_start);
+
build_opts.add_option("-DCONST_VAL=" + string_from_pixel_value(constant_value, data_type));
- build_opts.add_option_if(pad_x_before >= vec_size, "-DNUM_THREADS_TO_SKIP_X=" + support::cpp11::to_string(pad_x_before / vec_size));
+ build_opts.add_option("-DVEC_SIZE_LEFTOVER_READ=" + support::cpp11::to_string(vec_size_leftover_read));
+ if(pad_x_before >= vec_size)
+ {
+ build_opts.add_option("-DTHREADS_TO_SKIP_BEFORE=" + support::cpp11::to_string(pad_x_before / vec_size));
+ build_opts.add_option("-DTHREADS_TO_SKIP_AFTER=" + support::cpp11::to_string(pad_right_start / vec_size));
+ }
if(_4d_enabled)
{
build_opts.add_option("-DPAD_W_BEFORE=" + support::cpp11::to_string(padding.at(3).first));
@@ -176,13 +150,11 @@ void CLPadLayerKernel::configure(const CLCompileContext &compile_context, const
const auto is_reflect = static_cast<unsigned int>(mode == PaddingMode::REFLECT);
- const unsigned int pad_x_before_remainder = pad_x_before % vec_size;
- const unsigned int pad_x_after_remainder = pad_right_start % vec_size;
- const unsigned int after_pad_fact_x = (2 * input_width + pad_x_before) - is_reflect;
- const unsigned int output_last_x = ceil_to_multiple(pad_right_start + padding.at(0).second, vec_size);
+ const unsigned int pad_x_after_remainder = pad_right_start % vec_size;
+ const unsigned int after_pad_fact_x = (2 * input_width + pad_x_before) - is_reflect;
+ const unsigned int output_last_x = ceil_to_multiple(pad_right_start + padding.at(0).second, vec_size);
build_opts.add_option("-DIS_REFLECT=" + support::cpp11::to_string(is_reflect));
- build_opts.add_option("-DPAD_X_BEFORE_REMAINDER=" + support::cpp11::to_string(pad_x_before_remainder));
build_opts.add_option("-DPAD_X_AFTER_REMAINDER=" + support::cpp11::to_string(pad_x_after_remainder));
build_opts.add_option("-DPAD_X_BEFORE_REMAINDER_REFL=" + support::cpp11::to_string((pad_x_before_remainder + is_reflect) % vec_size));
build_opts.add_option("-DPAD_X_AFTER_REMAINDER_REFL=" + support::cpp11::to_string((pad_x_after_remainder - is_reflect) % vec_size));
@@ -197,14 +169,17 @@ void CLPadLayerKernel::configure(const CLCompileContext &compile_context, const
// Create kernel
_kernel = create_kernel(compile_context, kernel_name, build_opts.options());
+
+ // Configure window
+ Window win = calculate_max_window(*output->info(), Steps(vec_size));
+ ICLKernel::configure_internal(win);
+
+ ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info));
}
Status CLPadLayerKernel::validate(const ITensorInfo *input, const ITensorInfo *output, const PaddingList &padding, PixelValue constant_value, PaddingMode mode)
{
- unsigned int vec_size;
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, vec_size).first);
-
return Status{};
}
@@ -213,25 +188,20 @@ 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;
+ Window slice = window.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_3D_tensor_argument(idx, _input, slice);
+ add_3D_tensor_argument(idx, _output, slice);
if(_4d_enabled)
{
add_argument<unsigned int>(idx, batch++);
}
- enqueue(queue, *this, slice_out, lws_hint());
+ enqueue(queue, *this, slice, lws_hint());
}
- while(window.slide_window_slice_3D(slice_out) && win_in.slide_window_slice_3D(slice_in));
+ while(window.slide_window_slice_3D(slice));
}
} // namespace arm_compute
diff --git a/src/core/CL/kernels/CLPadLayerKernel.h b/src/core/CL/kernels/CLPadLayerKernel.h
index 2b0abb18df..90af337f94 100644
--- a/src/core/CL/kernels/CLPadLayerKernel.h
+++ b/src/core/CL/kernels/CLPadLayerKernel.h
@@ -88,8 +88,6 @@ public:
private:
const ICLTensor *_input;
ICLTensor *_output;
- int _input_start_x;
- int _input_start_y;
bool _4d_enabled;
};
} // namespace arm_compute