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authorOmar Al Khatib <omar.alkhatib@arm.com>2023-03-28 11:14:29 +0100
committerOmar Al Khatib <omar.alkhatib@arm.com>2023-04-03 08:08:47 +0000
commitfff9a4cb56d3d3dbfe85db555eea4bc9b3143996 (patch)
tree5b567a9ee004560fbb5eeda0bd803d1a6397fd4f /src/core/CL/kernels
parent1fad9f27bfc9da711e216bd80eef60bb68d9cb86 (diff)
downloadComputeLibrary-fff9a4cb56d3d3dbfe85db555eea4bc9b3143996.tar.gz
Add Cropping to CLBatchToSpace
- Deprecate dynamic block shape interface - Iterate over output window instead of input window for simpler implementation and better performance. - Add cropping support and cropping tests Resolves [COMPMID-5865] Signed-off-by: Omar Al Khatib <omar.alkhatib@arm.com> Change-Id: Ic67d44a6a39299ecdafc507f12e3dc5d517dfb62 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9385 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/CL/kernels')
-rw-r--r--src/core/CL/kernels/CLBatchToSpaceLayerKernel.cpp66
-rw-r--r--src/core/CL/kernels/CLBatchToSpaceLayerKernel.h17
2 files changed, 44 insertions, 39 deletions
diff --git a/src/core/CL/kernels/CLBatchToSpaceLayerKernel.cpp b/src/core/CL/kernels/CLBatchToSpaceLayerKernel.cpp
index b47d5a7e38..c3dc91b8f6 100644
--- a/src/core/CL/kernels/CLBatchToSpaceLayerKernel.cpp
+++ b/src/core/CL/kernels/CLBatchToSpaceLayerKernel.cpp
@@ -30,6 +30,7 @@
#include "src/core/helpers/AutoConfiguration.h"
#include "src/core/helpers/WindowHelpers.h"
#include "support/StringSupport.h"
+#include "arm_compute/core/TensorInfo.h"
using namespace arm_compute::misc::shape_calculator;
namespace arm_compute
@@ -52,7 +53,7 @@ Status validate_arguments(const ITensorInfo *input, const ITensorInfo *block_inf
return Status{};
}
-Status validate_arguments_static(const ITensorInfo *input, const int block_shape_x, const int block_shape_y, const ITensorInfo *output)
+Status validate_arguments_static(const ITensorInfo *input, const int block_shape_x, const int block_shape_y, const ITensorInfo *output, const CropInfo &crop_info)
{
ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output);
ARM_COMPUTE_RETURN_ERROR_ON(input->num_dimensions() > 4);
@@ -66,12 +67,9 @@ Status validate_arguments_static(const ITensorInfo *input, const int block_shape
// Validate output if initialized
if(output->total_size() != 0)
{
- const int idx_width = get_data_layout_dimension_index(data_layout, DataLayoutDimension::WIDTH);
- const int idx_height = get_data_layout_dimension_index(data_layout, DataLayoutDimension::HEIGHT);
- const int idx_channel = get_data_layout_dimension_index(data_layout, DataLayoutDimension::CHANNEL);
- ARM_COMPUTE_RETURN_ERROR_ON(output->tensor_shape()[idx_width] != (block_shape_x * input->tensor_shape()[idx_width]));
- ARM_COMPUTE_RETURN_ERROR_ON(output->tensor_shape()[idx_height] != (block_shape_y * input->tensor_shape()[idx_height]));
- ARM_COMPUTE_RETURN_ERROR_ON(output->tensor_shape()[idx_channel] != input->tensor_shape()[idx_channel]);
+ const TensorShape expected_output_shape = compute_batch_to_space_shape(input->data_layout(), input->tensor_shape(), block_shape_x, block_shape_y, crop_info);
+ const TensorInfo expected_output = output->clone()->set_tensor_shape(expected_output_shape);
+ ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_SHAPES(output, &expected_output);
ARM_COMPUTE_RETURN_ERROR_ON(output->num_dimensions() > 4);
ARM_COMPUTE_RETURN_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
}
@@ -103,52 +101,50 @@ void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_contex
_block_shape = block_shape;
_output = output;
- const int idx_width = get_data_layout_dimension_index(input->info()->data_layout(), DataLayoutDimension::WIDTH);
-
// Create kernel
CLBuildOptions build_opts;
- build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(input->info()->data_type()));
- build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(input->info()->dimension(3)));
- build_opts.add_option("-DWIDTH_IN=" + support::cpp11::to_string(input->info()->dimension(idx_width)));
+ build_opts.add_option("-DDATA_TYPE=" + get_cl_type_from_data_type(output->info()->data_type()));
+ build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(output->info()->dimension(3)));
_kernel = create_kernel(compile_context, "batch_to_space_" + lower_string(string_from_data_layout(input->info()->data_layout())), build_opts.options());
+
// Configure kernel window
- Window win = calculate_max_window(*input->info(), Steps());
+ Window win = calculate_max_window(*output->info(), Steps());
ICLKernel::configure_internal(win);
ARM_COMPUTE_ERROR_ON(has_padding_changed(padding_info));
}
-void CLBatchToSpaceLayerKernel::configure(const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output)
+void CLBatchToSpaceLayerKernel::configure(const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, const CropInfo &crop_info)
{
- configure(CLKernelLibrary::get().get_compile_context(), input, block_shape_x, block_shape_y, output);
+ configure(CLKernelLibrary::get().get_compile_context(), input, block_shape_x, block_shape_y, output, crop_info);
}
-void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output)
+void CLBatchToSpaceLayerKernel::configure(const CLCompileContext &compile_context, const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output,
+ const CropInfo &crop_info)
{
ARM_COMPUTE_ERROR_ON_NULLPTR(input, output);
const TensorShape output_shape = compute_batch_to_space_shape(input->info()->data_layout(), input->info()->tensor_shape(), block_shape_x, block_shape_y);
auto_init_if_empty(*output->info(), input->info()->clone()->set_tensor_shape(output_shape));
- ARM_COMPUTE_ERROR_THROW_ON(validate_arguments_static(input->info(), block_shape_x, block_shape_y, output->info()));
+ ARM_COMPUTE_ERROR_THROW_ON(validate_arguments_static(input->info(), block_shape_x, block_shape_y, output->info(), crop_info));
_input = input;
_output = output;
- const int idx_width = get_data_layout_dimension_index(input->info()->data_layout(), DataLayoutDimension::WIDTH);
-
// Create kernel
CLBuildOptions build_opts;
build_opts.add_option("-DDATA_TYPE=" + get_cl_unsigned_type_from_element_size(data_size_from_type(input->info()->data_type())));
- build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(input->info()->dimension(3)));
+ build_opts.add_option("-DBATCH_SIZE=" + support::cpp11::to_string(output->info()->dimension(3)));
build_opts.add_option("-DBLOCK_SHAPE_X=" + support::cpp11::to_string(block_shape_x));
build_opts.add_option("-DBLOCK_SHAPE_Y=" + support::cpp11::to_string(block_shape_y));
- build_opts.add_option("-DWIDTH_IN=" + support::cpp11::to_string(input->info()->dimension(idx_width)));
+ build_opts.add_option("-DCROP_LEFT=" + support::cpp11::to_string(crop_info.left));
+ build_opts.add_option("-DCROP_TOP=" + support::cpp11::to_string(crop_info.top));
_kernel = create_kernel(compile_context, "batch_to_space_static_" + lower_string(string_from_data_layout(input->info()->data_layout())), build_opts.options());
// Configure kernel window
- Window win = calculate_max_window(*input->info(), Steps());
+ Window win = calculate_max_window(*output->info(), Steps());
ICLKernel::configure_internal(win);
}
@@ -159,10 +155,10 @@ Status CLBatchToSpaceLayerKernel::validate(const ITensorInfo *input, const ITens
return Status{};
}
-Status CLBatchToSpaceLayerKernel::validate(const ITensorInfo *input, const int32_t block_shape_x, const int32_t block_shape_y, const ITensorInfo *output)
+Status CLBatchToSpaceLayerKernel::validate(const ITensorInfo *input, const int32_t block_shape_x, const int32_t block_shape_y, const ITensorInfo *output, const CropInfo &crop_info)
{
ARM_COMPUTE_RETURN_ERROR_ON_NULLPTR(input, output);
- ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments_static(input, block_shape_x, block_shape_y, output));
+ ARM_COMPUTE_RETURN_ON_ERROR(validate_arguments_static(input, block_shape_x, block_shape_y, output, crop_info));
return Status{};
}
@@ -171,32 +167,32 @@ void CLBatchToSpaceLayerKernel::run(const Window &window, cl::CommandQueue &queu
ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
- Window slice_in = window.first_slice_window_3D();
- Window slice_out = window.first_slice_window_4D();
+ Window slice_out = window.first_slice_window_3D();
+ Window slice_in = window.first_slice_window_4D();
Window vector_slice = window.first_slice_window_1D();
vector_slice.set(Window::DimX, Window::Dimension(0, 0, 0));
- slice_out.set(Window::DimX, Window::Dimension(0, 0, 0));
- slice_out.set(Window::DimY, Window::Dimension(0, 0, 0));
- slice_out.set(Window::DimZ, Window::Dimension(0, 0, 0));
- slice_out.set(3, Window::Dimension(0, 0, 0));
+ slice_in.set(Window::DimX, Window::Dimension(0, 0, 0));
+ slice_in.set(Window::DimY, Window::Dimension(0, 0, 0));
+ slice_in.set(Window::DimZ, Window::Dimension(0, 0, 0));
+ slice_in.set(3, Window::Dimension(0, 0, 0));
int batch_id = 0;
do
{
unsigned int idx = 0;
- add_3D_tensor_argument(idx, _input, slice_in);
+ add_4D_tensor_argument(idx, _input, slice_in);
add_argument(idx, batch_id);
if(_block_shape != nullptr)
{
add_1D_tensor_argument(idx, _block_shape, vector_slice);
}
- add_4D_tensor_argument(idx, _output, slice_out);
- enqueue(queue, *this, slice_in, lws_hint());
+ add_3D_tensor_argument(idx, _output, slice_out);
+ enqueue(queue, *this, slice_out, lws_hint());
++batch_id;
}
- while(window.slide_window_slice_3D(slice_in));
+ while(window.slide_window_slice_3D(slice_out));
}
-} // namespace arm_compute
+} // namespace arm_compute \ No newline at end of file
diff --git a/src/core/CL/kernels/CLBatchToSpaceLayerKernel.h b/src/core/CL/kernels/CLBatchToSpaceLayerKernel.h
index 131a43e59c..a05184cd5b 100644
--- a/src/core/CL/kernels/CLBatchToSpaceLayerKernel.h
+++ b/src/core/CL/kernels/CLBatchToSpaceLayerKernel.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2018-2020 Arm Limited.
+ * Copyright (c) 2018-2021, 2023 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -52,6 +52,8 @@ public:
* @param[in] input Tensor input. Supported tensor rank: 4. Data types supported: All.
* @param[in] block_shape 1-D tensor with shape [M]. Data types supported: S32
* @param[out] output Tensor output. Data types supported: same as @p input
+ *
+ * @deprecated This method for dynamic block shape is not fully mature and will be removed in 23.08 release
*/
void configure(const ICLTensor *input, const ICLTensor *block_shape, ICLTensor *output);
/** Initialise the kernel's inputs and output.
@@ -60,6 +62,8 @@ public:
* @param[in] input Tensor input. Supported tensor rank: 4. Data types supported: All.
* @param[in] block_shape 1-D tensor with shape [M]. Data types supported: S32
* @param[out] output Tensor output. Data types supported: same as @p input
+ *
+ * @deprecated This method for dynamic block shape is not fully mature and will be removed in 23.08 release
*/
void configure(const CLCompileContext &compile_context, const ICLTensor *input, const ICLTensor *block_shape, ICLTensor *output);
/** Initialise the kernel's inputs and output (Static block shape).
@@ -68,8 +72,9 @@ public:
* @param[in] block_shape_x Block shape x value.
* @param[in] block_shape_y Block shape y value.
* @param[out] output Tensor output. Data types supported: same as @p input
+ * @param[in] crop_info Specifies how the output shape is cropped after batch to space is performed
*/
- void configure(const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output);
+ void configure(const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, const CropInfo &crop_info);
/** Initialise the kernel's inputs and output (Static block shape).
*
* @param[in] compile_context The compile context to be used.
@@ -77,8 +82,9 @@ public:
* @param[in] block_shape_x Block shape x value.
* @param[in] block_shape_y Block shape y value.
* @param[out] output Tensor output. Data types supported: same as @p input
+ * @param[in] crop_info Specifies how the output shape is cropped after batch to space is performed
*/
- void configure(const CLCompileContext &compile_context, const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output);
+ void configure(const CLCompileContext &compile_context, const ICLTensor *input, const int32_t block_shape_x, const int32_t block_shape_y, ICLTensor *output, const CropInfo &crop_info);
/** Static function to check if given info will lead to a valid configuration of @ref CLBatchToSpaceLayerKernel
*
* @param[in] input Tensor input. Supported tensor rank: 4. Data types supported: All.
@@ -86,6 +92,8 @@ public:
* @param[in] output Tensor output. Data types supported: same as @p input
*
* @return a status
+ *
+ * @deprecated This method for dynamic block shape is not fully mature and will be removed in 23.08 release
*/
static Status validate(const ITensorInfo *input, const ITensorInfo *block_shape, const ITensorInfo *output);
/** Static function to check if given info will lead to a valid configuration of @ref CLBatchToSpaceLayerKernel (Static block shape).
@@ -94,10 +102,11 @@ public:
* @param[in] block_shape_x Block shape x value.
* @param[in] block_shape_y Block shape y value.
* @param[in] output Tensor output. Data types supported: same as @p input
+ * @param[in] crop_info Specifies how the output shape is cropped after batch to space is performed
*
* @return a status
*/
- static Status validate(const ITensorInfo *input, const int32_t block_shape_x, const int32_t block_shape_y, const ITensorInfo *output);
+ static Status validate(const ITensorInfo *input, const int32_t block_shape_x, const int32_t block_shape_y, const ITensorInfo *output, const CropInfo &crop_info);
// Inherited methods overridden:
void run(const Window &window, cl::CommandQueue &queue) override;