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authorGian Marco Iodice <gianmarco.iodice@arm.com>2020-10-20 09:14:45 +0100
committerGian Marco Iodice <gianmarco.iodice@arm.com>2020-10-26 13:39:18 +0000
commit5f91041aef3eb7373d5d2cebcbe60f279da85904 (patch)
treec8f25a77ac13de0232dda568458365fc4ab6ab59 /src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp
parent4112eed70d110376674609af92e76c68ae8b3a39 (diff)
downloadComputeLibrary-5f91041aef3eb7373d5d2cebcbe60f279da85904.tar.gz
COMPMID-3741: Remove OpenCL padding: CLWinogradOutputTransformKernel
- Refactor the OpenCL kernels for Winograd output transform NHWC to avoid padding requirement - The kernel adopt the reverse store approach to avoid out-of-bound writes Change-Id: If9aad20354ff2146f57ead07ba0aaadb3df919f9 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4222 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Giorgio Arena <giorgio.arena@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp')
-rw-r--r--src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp35
1 files changed, 15 insertions, 20 deletions
diff --git a/src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp b/src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp
index 8ae0255319..89a5176756 100644
--- a/src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp
+++ b/src/core/CL/kernels/CLWinogradOutputTransformKernel.cpp
@@ -96,35 +96,22 @@ Status validate_arguments(const ITensorInfo *input, const ITensorInfo *bias, con
std::pair<Status, Window> validate_and_configure_window(ITensorInfo *input, ITensorInfo *bias, ITensorInfo *output, const Size2D &output_tile_size)
{
ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
+ ARM_COMPUTE_UNUSED(bias);
constexpr unsigned int num_elems_processed_per_iteration = 1;
Window win = calculate_max_window(*input, Steps(num_elems_processed_per_iteration));
bool window_changed = false;
- int output_static_window_end_x = 0;
- int output_static_window_end_y = 0;
-
if(output->data_layout() == DataLayout::NCHW)
{
- output_static_window_end_x = ceil_to_multiple(output->dimension(0), output_tile_size.width);
- output_static_window_end_y = ceil_to_multiple(output->dimension(1), output_tile_size.height);
- }
- else
- {
- output_static_window_end_x = output->dimension(0);
- output_static_window_end_y = std::max(ceil_to_multiple(output->dimension(1), output_tile_size.width), output->dimension(1) + 1 /* For out of bound reads towards the z axis */);
- }
-
- AccessWindowRectangle input_access(input, 0, 0, num_elems_processed_per_iteration, num_elems_processed_per_iteration);
- AccessWindowStatic output_access(output, 0, 0, output_static_window_end_x, output_static_window_end_y);
- window_changed = update_window_and_padding(win, input_access, output_access);
- output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape()));
+ const int output_static_window_end_x = ceil_to_multiple(output->dimension(0), output_tile_size.width);
+ const int output_static_window_end_y = ceil_to_multiple(output->dimension(1), output_tile_size.height);
- if(bias != nullptr)
- {
- AccessWindowStatic bias_access(bias, 0, 0, bias->dimension(0), bias->dimension(1));
- window_changed = window_changed || update_window_and_padding(win, bias_access);
+ AccessWindowRectangle input_access(input, 0, 0, num_elems_processed_per_iteration, num_elems_processed_per_iteration);
+ AccessWindowStatic output_access(output, 0, 0, output_static_window_end_x, output_static_window_end_y);
+ window_changed = update_window_and_padding(win, input_access, output_access);
+ output->set_valid_region(ValidRegion(Coordinates(), output->tensor_shape()));
}
Status err = (window_changed) ? ARM_COMPUTE_CREATE_ERROR(ErrorCode::RUNTIME_ERROR, "Insufficient Padding!") : Status{};
@@ -152,6 +139,8 @@ void CLWinogradOutputTransformKernel::configure(const CLCompileContext &compile_
ARM_COMPUTE_ERROR_THROW_ON(validate_arguments(input->info(), (bias != nullptr ? bias->info() : nullptr), output->info(), winograd_info, act_info));
+ auto padding_info = get_padding_info({ input, bias, output });
+
_input = input;
_bias = bias;
_output = output;
@@ -162,6 +151,8 @@ void CLWinogradOutputTransformKernel::configure(const CLCompileContext &compile_
const Size2D kernel_size = winograd_info.kernel_size;
const Size2D output_tile_size = winograd_info.output_tile_size;
const PadStrideInfo conv_info = winograd_info.convolution_info;
+ const int idx_width = get_data_layout_dimension_index(winograd_info.output_data_layout, DataLayoutDimension::WIDTH);
+ const int idx_height = get_data_layout_dimension_index(winograd_info.output_data_layout, DataLayoutDimension::HEIGHT);
// Compute the number of output tiles along the x and y direction of size "output_tile_size"
const Size2D num_tiles = compute_winograd_convolution_tiles(input_dimensions,
@@ -190,6 +181,8 @@ void CLWinogradOutputTransformKernel::configure(const CLCompileContext &compile_
build_opts.add_option("-DOUTPUT_TILE_W=" + support::cpp11::to_string(output_tile_size.width));
build_opts.add_option("-DOUTPUT_TILE_H=" + support::cpp11::to_string(output_tile_size.height));
build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()));
+ build_opts.add_option("-DDST_WIDTH=" + support::cpp11::to_string(_output->info()->dimension(idx_width)));
+ build_opts.add_option("-DDST_HEIGHT=" + support::cpp11::to_string(_output->info()->dimension(idx_height)));
build_opts.add_option_if(total_batches > 1, "-DSRC_DEPTH=" + support::cpp11::to_string(_input->info()->dimension(2)));
build_opts.add_option_if(winograd_info.kernel_size.height == 1, "-DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL");
build_opts.add_option_if(winograd_info.kernel_size.width == 1, "-DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL");
@@ -217,6 +210,8 @@ void CLWinogradOutputTransformKernel::configure(const CLCompileContext &compile_
_config_id += support::cpp11::to_string(output->info()->dimension(1));
_config_id += "_";
_config_id += lower_string(string_from_data_layout(winograd_info.output_data_layout));
+
+ ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info) && _is_nhwc);
}
Status CLWinogradOutputTransformKernel::validate(const ITensorInfo *input, const ITensorInfo *bias, const ITensorInfo *output, const WinogradInfo &winograd_info, const ActivationLayerInfo &act_info)